diff --git a/.claude/rules/feast-components.md b/.claude/rules/feast-components.md
new file mode 100644
index 00000000000..5c03cb0bd3d
--- /dev/null
+++ b/.claude/rules/feast-components.md
@@ -0,0 +1,44 @@
+---
+paths:
+  - sdk/python/feast/infra/online_stores/**
+  - sdk/python/feast/infra/offline_stores/**
+  - sdk/python/feast/infra/registry/**
+  - sdk/python/tests/unit/infra/**
+  - go/**
+  - infra/feast-operator/**
+---
+
+Read `skills/feast-architecture/SKILL.md` for the relevant component section:
+
+| Working in… | Read section |
+|---|---|
+| `online_stores/` | Online Store — config pattern, entity key serialization, async support, registration |
+| `offline_stores/` | Offline Store — interface, PIT join, pull_latest, adding a new backend |
+| `infra/registry/` | Registry — proto vs SQL backend, caching, adding new object types |
+| `go/` | Go Feature Server — entry point, serving path, online store interface, build commands |
+| `infra/feast-operator/` | Feast Operator — CRD spec, reconcile loop, RBAC markers, dev workflow |
+
+For testing patterns and debugging, also read `skills/feast-testing/SKILL.md`.
+
+## When making any component change
+
+- **Unit tests**: add or update tests in `sdk/python/tests/unit/infra/<subsystem>/`
+- **Integration tests**: run `make test-python-integration-local`; add a universal test case in `sdk/python/tests/integration/` if the change affects retrieval or materialization behavior
+- **Protos**: if you add a field to a proto message, recompile with `make protos` and update serialization helpers in `proto_registry_utils.py`
+- **Both SDKs**: if the change affects online serving, check whether the Go server (`go/`) also needs updating
+- **Skills/Rules**: if the change introduces new patterns, interfaces, or conventions that agents should follow, update the relevant section in `skills/feast-architecture/SKILL.md` (and `skills/feast-testing/SKILL.md` if testing patterns changed)
+
+## Documentation — where to add/update
+
+| Change type | Doc location | Also update |
+|---|---|---|
+| New **online store** | `docs/reference/online-stores/<name>.md` (copy an existing one as template) | `docs/reference/online-stores/README.md`, `docs/SUMMARY.md` (under "Online stores") |
+| New **offline store** | `docs/reference/offline-stores/<name>.md` | `docs/reference/offline-stores/README.md`, `docs/reference/offline-stores/overview.md`, `docs/SUMMARY.md` |
+| New **registry backend** | `docs/reference/registries/<name>.md` | `docs/SUMMARY.md` |
+| Config option change | `docs/reference/feature-store-yaml.md` | — |
+| New CLI flag or command | `docs/reference/feast-cli-commands.md` | — |
+| How-to / integration guide | `docs/how-to-guides/customizing-feast/` or `docs/how-to-guides/` | `docs/SUMMARY.md` |
+| Architecture / concept | `docs/getting-started/architecture/` or `docs/getting-started/components/` | `docs/SUMMARY.md` |
+| Blog post | `/infra/website/docs/blog/` (NOT `docs/blog/`) | — |
+
+All `docs/` pages are rendered by GitBook via `docs/SUMMARY.md`. Any new page must be added to `SUMMARY.md` or it won't appear in the site navigation.
diff --git a/.claude/rules/feast-skills-maintenance.md b/.claude/rules/feast-skills-maintenance.md
new file mode 100644
index 00000000000..8be40b3563b
--- /dev/null
+++ b/.claude/rules/feast-skills-maintenance.md
@@ -0,0 +1,28 @@
+---
+paths:
+  - skills/**
+  - AGENTS.md
+  - .cursor/rules/**
+  - .claude/rules/**
+---
+
+## When editing skills or rules
+
+Skills and rules are only useful if they accurately reflect the real codebase. Before finalising any skill/rule edit:
+
+**Verify against source code:**
+- Command examples (lint, test, type-check) — confirm they still match `Makefile` targets and `pyproject.toml`
+- File paths and class names — confirm they exist in the repo
+- Interface signatures (e.g. `OnlineStore`, `OfflineStore`, `BaseRegistry`) — confirm against the actual base class files
+- Config field names — confirm against `RepoConfig` and `FeastConfigBaseModel` subclasses in `sdk/python/feast/repo_config.py`
+
+**Keep scope consistent:**
+- `AGENTS.md` — entry point only; commands, skills table, code style. Max ~120 lines.
+- `skills/feast-architecture/SKILL.md` — how each component works internally; data flows; adding new backends
+- `skills/feast-testing/SKILL.md` — how to run, write, and debug tests
+- `skills/feast-dev/SKILL.md` — contributor workflow; setup; Docker; docs locations; PR process
+- `skills/feast-user-guide/SKILL.md` — how to use Feast as an end user; feature definitions; retrieval; RAG
+- `.cursor/rules/feast-components.mdc` / `.claude/rules/feast-components.md` — component checklist (tests, docs, skills); keep in sync with each other
+
+**Keep the two rule files in sync:**
+`.cursor/rules/feast-components.mdc` and `.claude/rules/feast-components.md` contain the same content with only different frontmatter (`globs:` vs `paths:`). Any content change must be applied to both.
diff --git a/.claude/skills/feast-architecture/SKILL.md b/.claude/skills/feast-architecture/SKILL.md
new file mode 120000
index 00000000000..2075b8d0450
--- /dev/null
+++ b/.claude/skills/feast-architecture/SKILL.md
@@ -0,0 +1 @@
+../../../skills/feast-architecture/SKILL.md
\ No newline at end of file
diff --git a/.claude/skills/feast-dev/SKILL.md b/.claude/skills/feast-dev/SKILL.md
new file mode 120000
index 00000000000..ba44334bd0b
--- /dev/null
+++ b/.claude/skills/feast-dev/SKILL.md
@@ -0,0 +1 @@
+../../../skills/feast-dev/SKILL.md
\ No newline at end of file
diff --git a/.claude/skills/feast-testing/SKILL.md b/.claude/skills/feast-testing/SKILL.md
new file mode 120000
index 00000000000..9af0ba0de43
--- /dev/null
+++ b/.claude/skills/feast-testing/SKILL.md
@@ -0,0 +1 @@
+../../../skills/feast-testing/SKILL.md
\ No newline at end of file
diff --git a/.claude/skills/feast-user-guide/SKILL.md b/.claude/skills/feast-user-guide/SKILL.md
new file mode 120000
index 00000000000..9fd50297875
--- /dev/null
+++ b/.claude/skills/feast-user-guide/SKILL.md
@@ -0,0 +1 @@
+../../../skills/feast-user-guide/SKILL.md
\ No newline at end of file
diff --git a/.cursor/rules/feast-components.mdc b/.cursor/rules/feast-components.mdc
new file mode 100644
index 00000000000..a474f00fc47
--- /dev/null
+++ b/.cursor/rules/feast-components.mdc
@@ -0,0 +1,40 @@
+---
+description: Component-level guidance for Feast subsystems
+globs: sdk/python/feast/infra/online_stores/**,sdk/python/feast/infra/offline_stores/**,sdk/python/feast/infra/registry/**,sdk/python/tests/unit/infra/**,go/**,infra/feast-operator/**
+alwaysApply: false
+---
+
+Read `skills/feast-architecture/SKILL.md` for the relevant component section:
+
+| Working in… | Read section |
+|---|---|
+| `online_stores/` | Online Store — config pattern, entity key serialization, async support, registration |
+| `offline_stores/` | Offline Store — interface, PIT join, pull_latest, adding a new backend |
+| `infra/registry/` | Registry — proto vs SQL backend, caching, adding new object types |
+| `go/` | Go Feature Server — entry point, serving path, online store interface, build commands |
+| `infra/feast-operator/` | Feast Operator — CRD spec, reconcile loop, RBAC markers, dev workflow |
+
+For testing patterns and debugging, also read `skills/feast-testing/SKILL.md`.
+
+## When making any component change
+
+- **Unit tests**: add or update tests in `sdk/python/tests/unit/infra/<subsystem>/`
+- **Integration tests**: run `make test-python-integration-local`; add a universal test case in `sdk/python/tests/integration/` if the change affects retrieval or materialization behavior
+- **Protos**: if you add a field to a proto message, recompile with `make protos` and update serialization helpers in `proto_registry_utils.py`
+- **Both SDKs**: if the change affects online serving, check whether the Go server (`go/`) also needs updating
+- **Skills/Rules**: if the change introduces new patterns, interfaces, or conventions that agents should follow, update the relevant section in `skills/feast-architecture/SKILL.md` (and `skills/feast-testing/SKILL.md` if testing patterns changed)
+
+## Documentation — where to add/update
+
+| Change type | Doc location | Also update |
+|---|---|---|
+| New **online store** | `docs/reference/online-stores/<name>.md` (copy an existing one as template) | `docs/reference/online-stores/README.md`, `docs/SUMMARY.md` (under "Online stores") |
+| New **offline store** | `docs/reference/offline-stores/<name>.md` | `docs/reference/offline-stores/README.md`, `docs/reference/offline-stores/overview.md`, `docs/SUMMARY.md` |
+| New **registry backend** | `docs/reference/registries/<name>.md` | `docs/SUMMARY.md` |
+| Config option change | `docs/reference/feature-store-yaml.md` | — |
+| New CLI flag or command | `docs/reference/feast-cli-commands.md` | — |
+| How-to / integration guide | `docs/how-to-guides/customizing-feast/` or `docs/how-to-guides/` | `docs/SUMMARY.md` |
+| Architecture / concept | `docs/getting-started/architecture/` or `docs/getting-started/components/` | `docs/SUMMARY.md` |
+| Blog post | `/infra/website/docs/blog/` (NOT `docs/blog/`) | — |
+
+All `docs/` pages are rendered by GitBook via `docs/SUMMARY.md`. Any new page must be added to `SUMMARY.md` or it won't appear in the site navigation.
diff --git a/.cursor/rules/feast-skills-maintenance.mdc b/.cursor/rules/feast-skills-maintenance.mdc
new file mode 100644
index 00000000000..588cce66b6d
--- /dev/null
+++ b/.cursor/rules/feast-skills-maintenance.mdc
@@ -0,0 +1,26 @@
+---
+description: Guidance for keeping skills and rules accurate and up to date
+globs: skills/**,AGENTS.md,.cursor/rules/**,.claude/rules/**
+alwaysApply: false
+---
+
+## When editing skills or rules
+
+Skills and rules are only useful if they accurately reflect the real codebase. Before finalising any skill/rule edit:
+
+**Verify against source code:**
+- Command examples (lint, test, type-check) — confirm they still match `Makefile` targets and `pyproject.toml`
+- File paths and class names — confirm they exist in the repo
+- Interface signatures (e.g. `OnlineStore`, `OfflineStore`, `BaseRegistry`) — confirm against the actual base class files
+- Config field names — confirm against `RepoConfig` and `FeastConfigBaseModel` subclasses in `sdk/python/feast/repo_config.py`
+
+**Keep scope consistent:**
+- `AGENTS.md` — entry point only; commands, skills table, code style. Max ~120 lines.
+- `skills/feast-architecture/SKILL.md` — how each component works internally; data flows; adding new backends
+- `skills/feast-testing/SKILL.md` — how to run, write, and debug tests
+- `skills/feast-dev/SKILL.md` — contributor workflow; setup; Docker; docs locations; PR process
+- `skills/feast-user-guide/SKILL.md` — how to use Feast as an end user; feature definitions; retrieval; RAG
+- `.cursor/rules/feast-components.mdc` / `.claude/rules/feast-components.md` — component checklist (tests, docs, skills); keep in sync with each other
+
+**Keep the two rule files in sync:**
+`.cursor/rules/feast-components.mdc` and `.claude/rules/feast-components.md` contain the same content with only different frontmatter (`globs:` vs `paths:`). Any content change must be applied to both.
diff --git a/.github/fork_workflows/fork_pr_integration_tests_aws.yml b/.github/fork_workflows/fork_pr_integration_tests_aws.yml
index d8a547f5359..6722e225b91 100644
--- a/.github/fork_workflows/fork_pr_integration_tests_aws.yml
+++ b/.github/fork_workflows/fork_pr_integration_tests_aws.yml
@@ -40,11 +40,11 @@ jobs:
           architecture: x64
       - name: Setup Go
         id: setup-go
-        uses: actions/setup-go@v2
+        uses: actions/setup-go@v5
         with:
           go-version: 1.18.0
       - name: Set up AWS SDK
-        uses: aws-actions/configure-aws-credentials@v1
+        uses: aws-actions/configure-aws-credentials@v4
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
diff --git a/.github/fork_workflows/fork_pr_integration_tests_gcp.yml b/.github/fork_workflows/fork_pr_integration_tests_gcp.yml
index 563111727b9..c6810e1dac2 100644
--- a/.github/fork_workflows/fork_pr_integration_tests_gcp.yml
+++ b/.github/fork_workflows/fork_pr_integration_tests_gcp.yml
@@ -40,15 +40,15 @@ jobs:
           architecture: x64
       - name: Setup Go
         id: setup-go
-        uses: actions/setup-go@v2
+        uses: actions/setup-go@v5
         with:
           go-version: 1.18.0
       - name: Authenticate to Google Cloud
-        uses: 'google-github-actions/auth@v1'
+        uses: 'google-github-actions/auth@v2'
         with:
           credentials_json: '${{ secrets.GCP_SA_KEY }}'
       - name: Set up gcloud SDK
-        uses: google-github-actions/setup-gcloud@v1
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
       - name: Use gcloud CLI
diff --git a/.github/fork_workflows/fork_pr_integration_tests_snowflake.yml b/.github/fork_workflows/fork_pr_integration_tests_snowflake.yml
index 1983189b4ee..0db580ce7db 100644
--- a/.github/fork_workflows/fork_pr_integration_tests_snowflake.yml
+++ b/.github/fork_workflows/fork_pr_integration_tests_snowflake.yml
@@ -40,7 +40,7 @@ jobs:
           architecture: x64
       - name: Setup Go
         id: setup-go
-        uses: actions/setup-go@v2
+        uses: actions/setup-go@v5
         with:
           go-version: 1.18.0
       - name: Install the latest version of uv
@@ -72,7 +72,7 @@ jobs:
           SNOWFLAKE_CI_WAREHOUSE: ${{ secrets.SNOWFLAKE_CI_WAREHOUSE }}
         # Run only Snowflake BigQuery and File tests without dynamo and redshift tests.
         run: |
-          pytest -n 8 --cov=./ --cov-report=xml --color=yes sdk/python/tests --integration --durations=5 --timeout=1200 --timeout_method=thread -k "Snowflake and not dynamo and not Redshift and not Bigquery and not gcp and not minio_registry"
+          pytest -n 8 --cov=./ --cov-report=xml --color=yes sdk/python/tests --integration --durations=5 --timeout=1200 --timeout_method=thread -k "(Snowflake or snowflake_registry) and not dynamo and not Redshift and not Bigquery and not gcp and not minio_registry"
           pytest -n 8 --cov=./ --cov-report=xml --color=yes sdk/python/tests --integration --durations=5 --timeout=1200 --timeout_method=thread -k "File and not dynamo and not Redshift and not Bigquery and not gcp and not minio_registry"
       - name: Minimize uv cache
         run: uv cache prune --ci
diff --git a/.github/workflows/build_wheels.yml b/.github/workflows/build_wheels.yml
index 397fe8a43b9..de34d7b8004 100644
--- a/.github/workflows/build_wheels.yml
+++ b/.github/workflows/build_wheels.yml
@@ -39,7 +39,7 @@ jobs:
           python-version: "3.11"
           architecture: x64
       - name: Setup Node
-        uses: actions/setup-node@v3
+        uses: actions/setup-node@v4
         with:
           node-version-file: './ui/.nvmrc'
           registry-url: 'https://registry.npmjs.org'
diff --git a/.github/workflows/deploy-website.yml b/.github/workflows/deploy-website.yml
index b5dbe7444a9..f402f907919 100644
--- a/.github/workflows/deploy-website.yml
+++ b/.github/workflows/deploy-website.yml
@@ -43,7 +43,7 @@ jobs:
         uses: actions/configure-pages@v4
       
       - name: Upload artifact
-        uses: actions/upload-pages-artifact@v3
+        uses: actions/upload-pages-artifact@v4
         with:
           path: infra/website/dist
 
diff --git a/.github/workflows/master_only.yml b/.github/workflows/master_only.yml
index 83355979546..c4a22b8c756 100644
--- a/.github/workflows/master_only.yml
+++ b/.github/workflows/master_only.yml
@@ -36,17 +36,17 @@ jobs:
           python-version: ${{ matrix.python-version }}
           architecture: x64
       - name: Authenticate to Google Cloud
-        uses: 'google-github-actions/auth@v1'
+        uses: 'google-github-actions/auth@v2'
         with:
           credentials_json: '${{ secrets.GCP_SA_KEY }}'
       - name: Set up gcloud SDK
-        uses: google-github-actions/setup-gcloud@v1
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
       - name: Use gcloud CLI
         run: gcloud info
       - name: Set up AWS SDK
-        uses: aws-actions/configure-aws-credentials@v1
+        uses: aws-actions/configure-aws-credentials@v4
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
diff --git a/.github/workflows/nightly-ci.yml b/.github/workflows/nightly-ci.yml
index fc25a0d0cc9..e4ab32acd6d 100644
--- a/.github/workflows/nightly-ci.yml
+++ b/.github/workflows/nightly-ci.yml
@@ -39,7 +39,7 @@ jobs:
           python-version: "3.11"
           architecture: x64
       - name: Set up AWS SDK
-        uses: aws-actions/configure-aws-credentials@v1
+        uses: aws-actions/configure-aws-credentials@v4
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
@@ -50,11 +50,11 @@ jobs:
           pip install google-cloud-bigtable
           pip install tqdm
       - name: Authenticate to Google Cloud
-        uses: 'google-github-actions/auth@v1'
+        uses: 'google-github-actions/auth@v2'
         with:
           credentials_json: '${{ secrets.GCP_SA_KEY }}'
       - name: Set up gcloud SDK
-        uses: google-github-actions/setup-gcloud@v1
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
       - name: Use gcloud CLI
@@ -96,21 +96,21 @@ jobs:
           architecture: x64
       - name: Setup Go
         id: setup-go
-        uses: actions/setup-go@v2
+        uses: actions/setup-go@v5
         with:
           go-version: 1.18.0
       - name: Authenticate to Google Cloud
-        uses: 'google-github-actions/auth@v1'
+        uses: 'google-github-actions/auth@v2'
         with:
           credentials_json: '${{ secrets.GCP_SA_KEY }}'
       - name: Set up gcloud SDK
-        uses: google-github-actions/setup-gcloud@v1
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
       - name: Use gcloud CLI
         run: gcloud info
       - name: Set up AWS SDK
-        uses: aws-actions/configure-aws-credentials@v1
+        uses: aws-actions/configure-aws-credentials@v4
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
diff --git a/.github/workflows/operator-e2e-integration-tests.yml b/.github/workflows/operator-e2e-integration-tests.yml
index bdaa3240702..788d6f1cac5 100644
--- a/.github/workflows/operator-e2e-integration-tests.yml
+++ b/.github/workflows/operator-e2e-integration-tests.yml
@@ -52,7 +52,7 @@ jobs:
       - name: Set up Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.22.9
+          go-version: 1.25.0
 
       - name: Create KIND cluster
         run: |
diff --git a/.github/workflows/operator_pr.yml b/.github/workflows/operator_pr.yml
index 8f08c91b890..ff423e65965 100644
--- a/.github/workflows/operator_pr.yml
+++ b/.github/workflows/operator_pr.yml
@@ -14,7 +14,7 @@ jobs:
       - name: Install Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.22.9
+          go-version: 1.25.0
       - name: Operator tests
         run: make -C infra/feast-operator test
       - name: After code formatting, check for uncommitted differences
diff --git a/.github/workflows/pr_integration_tests.yml b/.github/workflows/pr_integration_tests.yml
index cac38222475..936b2777f1d 100644
--- a/.github/workflows/pr_integration_tests.yml
+++ b/.github/workflows/pr_integration_tests.yml
@@ -57,17 +57,17 @@ jobs:
           python-version: ${{ matrix.python-version }}
           architecture: x64
       - name: Authenticate to Google Cloud
-        uses: 'google-github-actions/auth@v1'
+        uses: 'google-github-actions/auth@v2'
         with:
           credentials_json: '${{ secrets.GCP_SA_KEY }}'
       - name: Set up gcloud SDK
-        uses: google-github-actions/setup-gcloud@v1
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
       - name: Use gcloud CLI
         run: gcloud info
       - name: Set up AWS SDK
-        uses: aws-actions/configure-aws-credentials@v1
+        uses: aws-actions/configure-aws-credentials@v4
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
diff --git a/.github/workflows/pr_local_integration_tests.yml b/.github/workflows/pr_local_integration_tests.yml
index b607c2c6b1e..115be2298cd 100644
--- a/.github/workflows/pr_local_integration_tests.yml
+++ b/.github/workflows/pr_local_integration_tests.yml
@@ -59,7 +59,7 @@ jobs:
       - name: Install Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.22.9
+          go-version: 1.25.0
       - name: Operator Data Source types test
         run: make -C infra/feast-operator test-datasources
       - name: Minimize uv cache
diff --git a/.github/workflows/pr_registration_integration_tests.yml b/.github/workflows/pr_registration_integration_tests.yml
index 4085a320057..76cbe701cf4 100644
--- a/.github/workflows/pr_registration_integration_tests.yml
+++ b/.github/workflows/pr_registration_integration_tests.yml
@@ -60,15 +60,15 @@ jobs:
           submodules: recursive
           persist-credentials: false
       - name: Authenticate to Google Cloud
-        uses: 'google-github-actions/auth@v1'
+        uses: 'google-github-actions/auth@v2'
         with:
           credentials_json: '${{ secrets.GCP_SA_KEY }}'
       - name: Set up gcloud SDK
-        uses: google-github-actions/setup-gcloud@v1
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
       - name: Set up AWS SDK
-        uses: aws-actions/configure-aws-credentials@v1
+        uses: aws-actions/configure-aws-credentials@v4
         with:
           aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
diff --git a/.github/workflows/publish_helm_charts.yml b/.github/workflows/publish_helm_charts.yml
index b137a33d985..85c780a23b9 100644
--- a/.github/workflows/publish_helm_charts.yml
+++ b/.github/workflows/publish_helm_charts.yml
@@ -40,11 +40,11 @@ jobs:
           custom_version: ${{ github.event.inputs.custom_version }}
           token: ${{ github.event.inputs.token }}
       - name: Authenticate to Google Cloud
-        uses: 'google-github-actions/auth@v1'
+        uses: 'google-github-actions/auth@v2'
         with:
           credentials_json: '${{ secrets.GCP_SA_KEY }}'
       - name: Set up gcloud SDK
-        uses: google-github-actions/setup-gcloud@v1
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
       - run: gcloud auth configure-docker --quiet
diff --git a/.github/workflows/publish_images.yml b/.github/workflows/publish_images.yml
index 63055981a90..8b9abddcb0e 100644
--- a/.github/workflows/publish_images.yml
+++ b/.github/workflows/publish_images.yml
@@ -11,6 +11,10 @@ on:
         required: true
         default: ""
         type: string
+      ref:
+        description: 'Git ref to checkout (branch, tag, or SHA). Defaults to the triggering ref. Use to rebuild images from a different branch (e.g., master) when the release tag has a broken Dockerfile.'
+        required: false
+        type: string
   workflow_call: # Allows trigger of the workflow from another workflow
     inputs:
       custom_version: # Optional input for a custom version
@@ -36,6 +40,7 @@ jobs:
     steps:
       - uses: actions/checkout@v4
         with:
+          ref: ${{ github.event.inputs.ref || github.ref }}
           submodules: 'true'
       - id: get-version
         uses: ./.github/actions/get-semantic-release-version
@@ -55,11 +60,11 @@ jobs:
           username: ${{ secrets.QUAYIO_USERNAME }}
           password: ${{ secrets.QUAYIO_TOKEN }}
       - name: Authenticate to Google Cloud
-        uses: 'google-github-actions/auth@v1'
+        uses: 'google-github-actions/auth@v2'
         with:
           credentials_json: '${{ secrets.GCP_SA_KEY }}'
       - name: Set up gcloud SDK
-        uses: google-github-actions/setup-gcloud@v1
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
       - name: Use gcloud CLI
diff --git a/.github/workflows/publish_web_ui.yml b/.github/workflows/publish_web_ui.yml
index 8ce629f31da..f8f52f6a84c 100644
--- a/.github/workflows/publish_web_ui.yml
+++ b/.github/workflows/publish_web_ui.yml
@@ -106,7 +106,7 @@ jobs:
           echo "version_without_prefix=$CURRENT_VERSION" >> $GITHUB_OUTPUT
           echo "Final current version (without prefix): $CURRENT_VERSION"
       - name: Setup Node.js
-        uses: actions/setup-node@v3
+        uses: actions/setup-node@v4
         with:
           node-version-file: './ui/.nvmrc'
           registry-url: 'https://registry.npmjs.org'
diff --git a/.github/workflows/registry-rest-api-tests.yml b/.github/workflows/registry-rest-api-tests.yml
index 6175cab3d8f..7862a396458 100644
--- a/.github/workflows/registry-rest-api-tests.yml
+++ b/.github/workflows/registry-rest-api-tests.yml
@@ -50,7 +50,7 @@ jobs:
       - name: Set up Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.22.9
+          go-version: 1.25.0
 
       - name: Create KIND cluster
         run: |
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 57826d56924..627dfd589a1 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -52,7 +52,7 @@ jobs:
           fetch-depth: 0
           persist-credentials: false
       - name: Setup Node.js
-        uses: actions/setup-node@v3
+        uses: actions/setup-node@v4
         with:
           node-version: "lts/*"
       - name: Release (Dry Run)
@@ -80,7 +80,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Node.js
-        uses: actions/setup-node@v3
+        uses: actions/setup-node@v4
         with:
           node-version: "lts/*"
       - name: Bump file versions
@@ -109,9 +109,9 @@ jobs:
       - name: Validate all version consistency
         run: ./infra/scripts/helm/validate-helm-chart-versions.sh $NEXT_VERSION
       - name: Install Go
-        uses: actions/setup-go@v2
+        uses: actions/setup-go@v5
         with:
-          go-version: 1.22.9
+          go-version: 1.25.0
       - name: Build & version operator-specific release files
         run: make -C infra/feast-operator build-installer bundle
 
@@ -132,7 +132,7 @@ jobs:
           fetch-depth: 0
           persist-credentials: false
       - name: Setup Node.js
-        uses: actions/setup-node@v3
+        uses: actions/setup-node@v4
         with:
           node-version-file: './ui/.nvmrc'
       - name: Set up Homebrew
@@ -142,9 +142,9 @@ jobs:
         run: |
           brew install norwoodj/tap/helm-docs
       - name: Install Go
-        uses: actions/setup-go@v2
+        uses: actions/setup-go@v5
         with:
-          go-version: 1.22.9
+          go-version: 1.25.0
       - name: Compile Go Test Binaries
         run: |
           cd infra/feast-operator
diff --git a/.github/workflows/security.yml b/.github/workflows/security.yml
index c12998fce57..0259d8a2b9e 100644
--- a/.github/workflows/security.yml
+++ b/.github/workflows/security.yml
@@ -32,15 +32,15 @@ jobs:
         uses: actions/checkout@v4
 
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@v3
+        uses: github/codeql-action/init@v4
         with:
           languages: ${{ matrix.language }}
 
       - name: Autobuild
-        uses: github/codeql-action/autobuild@v3
+        uses: github/codeql-action/autobuild@v4
 
       - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@v3
+        uses: github/codeql-action/analyze@v4
         with:
           category: "/language:${{ matrix.language }}"
 
diff --git a/.gitignore b/.gitignore
index c0fdd58d338..4d83daeead1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -266,4 +266,7 @@ Desktop.ini
 .agentready/
 
 # Claude Code project settings
-.claude/
+# Claude Code local state (conversation history, credentials, cache)
+.claude/settings.local.json
+.claude/todos/
+.claude/cache/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2ce95f07707..fcfce78288e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -38,6 +38,17 @@ repos:
         entry: uv run make build-templates
         pass_filenames: false
 
+      # Pre-push lint gate — check-only. Auto-fix omitted: pre-push cannot change committed objects.
+      # If blocked, run "make format-python", then amend/commit and push again.
+      - id: lint-push
+        name: Lint Before Push
+        stages: [push]
+        language: system
+        types: [python]
+        exclude: '_pb2\.py$'
+        entry: bash -c 'uv run ruff check "$@" && uv run ruff format --check "$@"' --
+        pass_filenames: true
+
   - repo: https://github.com/Yelp/detect-secrets
     rev: v1.5.0
     hooks:
diff --git a/.secrets.baseline b/.secrets.baseline
index 96bf780809c..74979b4f91b 100644
--- a/.secrets.baseline
+++ b/.secrets.baseline
@@ -934,7 +934,7 @@
         "filename": "infra/feast-operator/api/v1/featurestore_types.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 761
+        "line_number": 885
       }
     ],
     "infra/feast-operator/api/v1/zz_generated.deepcopy.go": [
@@ -943,21 +943,21 @@
         "filename": "infra/feast-operator/api/v1/zz_generated.deepcopy.go",
         "hashed_secret": "f914fc9324de1bec1ad13dec94a8ea2ddb41fc87",
         "is_verified": false,
-        "line_number": 693
+        "line_number": 785
       },
       {
         "type": "Secret Keyword",
         "filename": "infra/feast-operator/api/v1/zz_generated.deepcopy.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 754
+        "line_number": 846
       },
       {
         "type": "Secret Keyword",
         "filename": "infra/feast-operator/api/v1/zz_generated.deepcopy.go",
         "hashed_secret": "c2028031c154bbe86fd69bef740855c74b927dcf",
         "is_verified": false,
-        "line_number": 1300
+        "line_number": 1496
       }
     ],
     "infra/feast-operator/api/v1alpha1/featurestore_types.go": [
@@ -1122,7 +1122,7 @@
         "filename": "infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go",
         "hashed_secret": "a1f14fc6f33ba39a8b6d006fefa6fe0fe8d60ae2",
         "is_verified": false,
-        "line_number": 447
+        "line_number": 450
       }
     ],
     "infra/feast-operator/internal/controller/featurestore_controller_test_utils_test.go": [
@@ -1140,14 +1140,14 @@
         "filename": "infra/feast-operator/internal/controller/services/repo_config.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 114
+        "line_number": 129
       },
       {
         "type": "Secret Keyword",
         "filename": "infra/feast-operator/internal/controller/services/repo_config.go",
         "hashed_secret": "e2fb052132fd6a07a56af2013e0b62a1f510572c",
         "is_verified": false,
-        "line_number": 205
+        "line_number": 220
       }
     ],
     "infra/feast-operator/internal/controller/services/services.go": [
@@ -1156,7 +1156,7 @@
         "filename": "infra/feast-operator/internal/controller/services/services.go",
         "hashed_secret": "36dc326eb15c7bdd8d91a6b87905bcea20b637d1",
         "is_verified": false,
-        "line_number": 179
+        "line_number": 180
       }
     ],
     "infra/feast-operator/internal/controller/services/tls_test.go": [
@@ -1340,7 +1340,7 @@
         "filename": "sdk/python/tests/integration/registration/test_universal_registry.py",
         "hashed_secret": "53e9042a36213bf85ef29a4371896aef8ba9196a",
         "is_verified": false,
-        "line_number": 126
+        "line_number": 127
       }
     ],
     "sdk/python/tests/integration/rest_api/resource/feast_config_rhoai.yaml": [
@@ -1426,7 +1426,7 @@
         "filename": "sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py",
         "hashed_secret": "a94a8fe5ccb19ba61c4c0873d391e987982fbbd3",
         "is_verified": false,
-        "line_number": 10
+        "line_number": 14
       }
     ],
     "sdk/python/tests/unit/local_feast_tests/test_init.py": [
@@ -1460,14 +1460,14 @@
         "filename": "sdk/python/tests/universal/feature_repos/repo_configuration.py",
         "hashed_secret": "d90e76ef629fb00c95f4e84fec29fbda111e2392",
         "is_verified": false,
-        "line_number": 459
+        "line_number": 466
       },
       {
         "type": "Secret Keyword",
         "filename": "sdk/python/tests/universal/feature_repos/repo_configuration.py",
         "hashed_secret": "5baa61e4c9b93f3f0682250b6cf8331b7ee68fd8",
         "is_verified": false,
-        "line_number": 461
+        "line_number": 468
       }
     ],
     "sdk/python/tests/universal/feature_repos/universal/data_sources/file.py": [
@@ -1510,7 +1510,7 @@
         "filename": "sdk/python/tests/universal/feature_repos/universal/online_store/postgres.py",
         "hashed_secret": "95433727ea51026e1e0dc8deadaabd4a3baaaaf4",
         "is_verified": false,
-        "line_number": 19
+        "line_number": 20
       }
     ],
     "sdk/python/tests/universal/feature_repos/universal/online_store/singlestore.py": [
@@ -1539,5 +1539,5 @@
       }
     ]
   },
-  "generated_at": "2026-04-07T15:56:56Z"
+  "generated_at": "2026-05-22T11:36:48Z"
 }
diff --git a/AGENTS.md b/AGENTS.md
index 935fb7e3938..e8ebb031cdc 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -17,98 +17,51 @@ Feast (Feature Store) is a Python-based project that provides:
 
 ### Setup
 ```bash
-# Install development dependencies
 make install-python-dependencies-dev
-
-# Install minimal dependencies
 make install-python-dependencies-minimal
 ```
 
 ### Code Quality
 ```bash
-# Format Python code
+# Format Python code (entire codebase)
 make format-python
 
-# Lint Python code
+# Lint Python code (entire codebase)
 make lint-python
 
-# Type check
-cd sdk/python && python -m mypy feast
-```
-
-### Testing
-```bash
-# Run unit tests
-make test-python-unit
-
-# Run integration tests (local)
-make test-python-integration-local
+# Full type check (entire codebase)
+uv run bash -c "cd sdk/python && mypy feast"
 
-# Run integration tests (CI)
-make test-python-integration
-
-# Run all Python tests
-make test-python-universal
+# Full type check including tests
+make mypy-full
 ```
 
-### Protobuf Compilation
+#### Single-file lint and type-check
+When working on a specific file, run checks scoped to that file to get fast feedback:
 ```bash
-# Compile Python protobuf files
-make compile-protos-python
-
-# Compile all protos
-make protos
+uv run ruff check sdk/python/feast/path/to/file.py          # lint
+uv run ruff check --fix sdk/python/feast/path/to/file.py    # lint + auto-fix
+uv run ruff format sdk/python/feast/path/to/file.py         # format
+uv run bash -c "cd sdk/python && mypy feast/path/to/file.py" # type-check
 ```
 
-### Go Development
+### Testing
 ```bash
-# Build Go code
-make build-go
-
-# Test Go code
-make test-go
-
-# Format Go code
-make format-go
-
-# Lint Go code
-make lint-go
+make test-python-unit                  # unit tests
+make test-python-integration-local    # integration tests (local)
+make test-python-integration          # integration tests (CI)
+make test-python-universal            # all Python tests
 ```
 
-### Docker
+### Protobuf Compilation
 ```bash
-# Build all Docker images
-make build-docker
-
-# Build feature server Docker image
-make build-feature-server-docker
+make compile-protos-python   # Python protobufs
+make protos                  # all protos
 ```
 
-### Documentation
+### Go Development
 ```bash
-# Build Sphinx documentation
-make build-sphinx
-
-# Build templates
-make build-templates
-
-# Build Helm docs
-make build-helm-docs
-```
-
-## Project Structure
-
-```
-feast/
-├── sdk/python/          # Python SDK and core implementation
-├── go/                 # Go implementation
-├── ui/                 # Web UI
-├── docs/               # Documentation
-├── examples/           # Example projects
-├── infra/              # Infrastructure and deployment
-│   ├── charts/         # Helm charts
-│   └── feast-operator/ # Kubernetes operator
-└── protos/             # Protocol buffer definitions
+make build-go && make test-go && make format-go && make lint-go
 ```
 
 ## Key Technologies
@@ -120,24 +73,30 @@ feast/
 - **Offline Stores**: BigQuery, Snowflake, Redshift, Spark, Dask, DuckDB
 - **Cloud Providers**: AWS, GCP, Azure
 
-## Common Development Tasks
+## Agent Skills
+
+The `skills/` directory contains tool-agnostic skills (compatible with Claude Code, OpenAI Codex, and other agent tools):
+
+| Skill | Path | Use when… |
+|---|---|---|
+| **feast-user-guide** | `skills/feast-user-guide/SKILL.md` | Working with Feast as a user: defining features, retrieval, CLI, RAG |
+| **feast-dev** | `skills/feast-dev/SKILL.md` | Contributing to Feast: setup, tests, Docker, docs, PR workflow |
+| **feast-architecture** | `skills/feast-architecture/SKILL.md` | Understanding how each component works: registry, materialization, feature server, data flows |
+| **feast-testing** | `skills/feast-testing/SKILL.md` | Writing tests, running targeted tests, debugging registry/online store issues |
+
+Reference docs: `skills/references/` — feature definitions, configuration, retrieval & RAG.
 
-### Running Tests
-The project uses pytest for Python testing with extensive integration test suites for different data sources and stores.
+Architecture & design intent: `docs/getting-started/architecture/` (overview, write patterns, RBAC), `docs/getting-started/components/` (per-component pages), `docs/adr/` (design decisions).
+
+## Code Style
 
-### Code Style
 - Use type hints on all Python function signatures
 - Follow existing patterns in the module you are modifying
 - PR titles must follow semantic conventions: `feat:`, `fix:`, `ci:`, `chore:`, `docs:`
 - Sign off commits with `git commit -s` (DCO requirement)
-- Uses `ruff` for Python linting and formatting
-- Go uses standard `gofmt`
-
-### Protobuf Development
-Protocol buffers are used for data serialization and gRPC APIs. Recompile protos after making changes to `.proto` files.
-
-### Multi-language Support
-Feast supports Python and Go SDKs. Changes to core functionality may require updates across both languages.
+- Uses `ruff` for Python linting and formatting; Go uses standard `gofmt`
+- Recompile protos after making changes to `.proto` files (`make protos`)
+- Changes to core functionality may require updates across both Python and Go SDKs
 
 ## Documentation and Blog Posts
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index cdc815b6421..7f1643e3ed0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,60 @@
 # Changelog
 
+# [0.63.0](https://github.com/feast-dev/feast/compare/v0.62.0...v0.63.0) (2026-05-04)
+
+
+### Bug Fixes
+
+* Add project filter to apply_data_source and delete_data_source (closes [#6206](https://github.com/feast-dev/feast/issues/6206)) ([#6322](https://github.com/feast-dev/feast/issues/6322)) ([96562c4](https://github.com/feast-dev/feast/commit/96562c421e40229772c6899b9cf33510d861dc13))
+* Add project_id filter to SnowflakeRegistry UPDATE path ([#6243](https://github.com/feast-dev/feast/issues/6243)) ([6658b71](https://github.com/feast-dev/feast/commit/6658b71b1786289cb3189bf90204d6e1fbef5210)), closes [#6208](https://github.com/feast-dev/feast/issues/6208) [feast-dev/feast#6208](https://github.com/feast-dev/feast/issues/6208)
+* Add subprocess timeouts to prevent test_e2e_local hanging on Dask atexit handler ([3de6556](https://github.com/feast-dev/feast/commit/3de6556dc49561d0998958119f2504f7b9fa6eb2))
+* Ambiguous truth value of array during materialization ([#6259](https://github.com/feast-dev/feast/issues/6259)) ([d0c8984](https://github.com/feast-dev/feast/commit/d0c89846f3340fabaa036a4a8f61795b541e920d))
+* Auto-detect GCS/S3 registry store when registry is passed as string ([#6260](https://github.com/feast-dev/feast/issues/6260)) ([7ebcf03](https://github.com/feast-dev/feast/commit/7ebcf03d6d33a3904bcfd9f4cbc01ce7d606856d))
+* **bigquery:** Prefer query over table in get_table_query_string ([#6360](https://github.com/feast-dev/feast/issues/6360)) ([77ed779](https://github.com/feast-dev/feast/commit/77ed779bc894e6aafac20d4a331367e727e22136)), closes [#6200](https://github.com/feast-dev/feast/issues/6200)
+* correct project_id scoping in get_user_metadata and delete_project ([0c469a7](https://github.com/feast-dev/feast/commit/0c469a7f1d49046c6be7be61bd65ca706b2f207e))
+* disable Redis RDB persistence in test deployments ([44cd682](https://github.com/feast-dev/feast/commit/44cd68272685e011be4450fa25d0c720ff7fccd9))
+* Disable snowflake tests temporarily in CI ([#6356](https://github.com/feast-dev/feast/issues/6356)) ([31d5a98](https://github.com/feast-dev/feast/commit/31d5a9879449ec4c9054842dad07818cb12134de))
+* Filter empty SQL commands at execute_snowflake_statement call sites ([#6249](https://github.com/feast-dev/feast/issues/6249)) ([92ffbb9](https://github.com/feast-dev/feast/commit/92ffbb999c6f11764b8e2c3225268d1cd2c1d5ab))
+* Fix five bugs in milvus online store ([#6275](https://github.com/feast-dev/feast/issues/6275)) ([212504b](https://github.com/feast-dev/feast/commit/212504bb7aa32fb6ff14be82490a2f5f50616937))
+* Fix issue with apply feature view ([835cda8](https://github.com/feast-dev/feast/commit/835cda8e2c1359f1f496ad72701dbd6a73bdb25a))
+* Fix streaming materialization for exotic sources with lazy UDF pipelines ([c07972d](https://github.com/feast-dev/feast/commit/c07972dd09d2366c43ed9b632a669162b5d45f97))
+* Handle missing features gracefully instead of panicking ([7d00b3a](https://github.com/feast-dev/feast/commit/7d00b3ac2f07d7611b20cf3baf1220868825baa6))
+* Harden informer cache with label selectors and memory optimizations ([#6242](https://github.com/feast-dev/feast/issues/6242)) ([3f11356](https://github.com/feast-dev/feast/commit/3f11356d78d6a3e4d1e030228faa4b12908d730f))
+* **helm:** Avoid nil pointer for metrics.enabled inside podAnnotations ([#6251](https://github.com/feast-dev/feast/issues/6251)) ([c833f1a](https://github.com/feast-dev/feast/commit/c833f1a5990376999938406e464649c601b9d339))
+* Include git in feast server image ([fb03c46](https://github.com/feast-dev/feast/commit/fb03c469cb108443bc24ac5c8dfbe17769746deb))
+* Include StreamFeatureView in freshness metric ([#6269](https://github.com/feast-dev/feast/issues/6269)) ([463f16c](https://github.com/feast-dev/feast/commit/463f16ccec6837f35c7e365d8b21815db487b2df))
+* Pre-create S3A event log dir before SparkContext init ([#6317](https://github.com/feast-dev/feast/issues/6317)) ([9feca77](https://github.com/feast-dev/feast/commit/9feca77f855db527b2d494e28bd8c872a372b97e))
+* Remote Online Store Type Inference Error with All-NULL Columns ([#6063](https://github.com/feast-dev/feast/issues/6063)) ([de67bdd](https://github.com/feast-dev/feast/commit/de67bdd849f819b10306bc80732bd55779248ed1))
+* Remove selector with kustomize overlay using a JSON 6902 patch ([9107a43](https://github.com/feast-dev/feast/commit/9107a43d9cccd3a8545e7e1977ad87821c665c94))
+* Resolve multiple bugs in SnowflakeRegistry and Snowflake connection handling ([#6315](https://github.com/feast-dev/feast/issues/6315)) ([7e66a2e](https://github.com/feast-dev/feast/commit/7e66a2ef9a5af01467f2f1eb83f9b9a3e102843a))
+* **spark:** BatchFeatureView with TransformationMode.PYTHON now reads all source columns ([a310eaf](https://github.com/feast-dev/feast/commit/a310eaf304a2aa816fed389cc6a39ed126f21c6b))
+* **spark:** Use SELECT * when feature_name_columns is empty in pull_all_from_table_or_query ([e1b1d2d](https://github.com/feast-dev/feast/commit/e1b1d2d6e832b286b5f3011a19ca3bedabc05e80))
+* Support pandas mode in feature builder and fix dask column extraction ([863315e](https://github.com/feast-dev/feast/commit/863315e212a1aa3179b17cd1761f159100ffda15))
+* support SQL string as entity_df in RemoteOfflineStore.get_historical_features ([c559889](https://github.com/feast-dev/feast/commit/c559889c244ef2abe151d472c383287f6e16f01a))
+* Wrap LocalOutputNode return value in ArrowTableValue for consist… ([#6286](https://github.com/feast-dev/feast/issues/6286)) ([a16cd55](https://github.com/feast-dev/feast/commit/a16cd550983531e74f2f4da857f8eb8a53c7fcdb))
+
+
+### Features
+
+* Add agent skills and Cursor/Claude rules for Feast development ([312eea3](https://github.com/feast-dev/feast/commit/312eea3e363910ef99901c6c4048698cd24166a8))
+* Add feature view versioning support to FAISS online store ([b36acb7](https://github.com/feast-dev/feast/commit/b36acb71673894db78283664dde10da9fec20c21))
+* Add feature view versioning support to Redis and DynamoDB online stores ([#6257](https://github.com/feast-dev/feast/issues/6257)) ([edf25af](https://github.com/feast-dev/feast/commit/edf25af12686ace485a93d1a742e04f4d7681bf8)), closes [#6164](https://github.com/feast-dev/feast/issues/6164) [#6163](https://github.com/feast-dev/feast/issues/6163)
+* Add optional 'org' in feature view ([#6288](https://github.com/feast-dev/feast/issues/6288)) ([#6301](https://github.com/feast-dev/feast/issues/6301)) ([608b105](https://github.com/feast-dev/feast/commit/608b1058b4885fa29dcf2a1e5979ac7f525d9c95))
+* Add RaySource, to_ray_dataset first-class method, docs, and tests ([1c98157](https://github.com/feast-dev/feast/commit/1c9815718670827a25f4ddf90337d115ff9b99d0))
+* Add TLS support for Go Feature Server ([#6229](https://github.com/feast-dev/feast/issues/6229)) ([28a58d0](https://github.com/feast-dev/feast/commit/28a58d0735ce4bf22554e1e562aef6b97e7bafe4))
+* Add Vector Search support to MongoDBOnlineStore ([#6344](https://github.com/feast-dev/feast/issues/6344)) ([c102738](https://github.com/feast-dev/feast/commit/c1027384f54518300acc68f68377f67433fba844))
+* Add versioning support to Milvus online store ([#6330](https://github.com/feast-dev/feast/issues/6330)) ([3268ced](https://github.com/feast-dev/feast/commit/3268ced977592609ea69316eb62e7b1040a03f58))
+* Addresses performance issues in the Redis online store ([2e50da0](https://github.com/feast-dev/feast/commit/2e50da040735960084f48af8de3ec2510d93f9bd))
+* Allow to set gpu for ray ([5580ab4](https://github.com/feast-dev/feast/commit/5580ab476470fa0f00a2c6788420d44829d81540))
+* Bump redis-py version cap from <5 to <8 ([#6339](https://github.com/feast-dev/feast/issues/6339)) ([9538180](https://github.com/feast-dev/feast/commit/95381805dc91789a264935ede6f4c385d8c8b4a8))
+* Expose feature_server, materialization, and openlineage configuration via FeatureStore CRD ([ec6ecfd](https://github.com/feast-dev/feast/commit/ec6ecfdf762dedff23cde813be5cc39a5ef296c1))
+* Make online_write_batch_size configurable in MaterializationConfig ([#6268](https://github.com/feast-dev/feast/issues/6268)) ([d41becf](https://github.com/feast-dev/feast/commit/d41becff2ecade63788903e44aeb3ec05878105b))
+* Make udf optional if agg defined ([#5689](https://github.com/feast-dev/feast/issues/5689)) ([#6328](https://github.com/feast-dev/feast/issues/6328)) ([f630056](https://github.com/feast-dev/feast/commit/f630056dfdf6676ae1033175dff5ea7226033c7a))
+* MongoDB offline store ([#6138](https://github.com/feast-dev/feast/issues/6138)) ([8eebad7](https://github.com/feast-dev/feast/commit/8eebad76e3cf0acc08e89260fc1fbf2edb294417))
+* Optional input_schema for ODFV ([#6308](https://github.com/feast-dev/feast/issues/6308)) ([#6312](https://github.com/feast-dev/feast/issues/6312)) ([f08b4e8](https://github.com/feast-dev/feast/commit/f08b4e823abe2b64de5f91cec205c8367d61a44a))
+* Provision minimal TokenReview RBAC for OIDC auth and add SSL error logging in token parser ([#6240](https://github.com/feast-dev/feast/issues/6240)) ([dca57e8](https://github.com/feast-dev/feast/commit/dca57e8336f657058bd0abeda898fcb833af03de))
+* **spark:** Add compute-on-read support for BatchFeatureView in get_… ([#6357](https://github.com/feast-dev/feast/issues/6357)) ([630d9f8](https://github.com/feast-dev/feast/commit/630d9f86e9e6a5ac466039091d95c031d4587ca3))
+
 # [0.62.0](https://github.com/feast-dev/feast/compare/v0.61.0...v0.62.0) (2026-04-08)
 
 
diff --git a/Makefile b/Makefile
index 58c99b8c984..799bc9c42fc 100644
--- a/Makefile
+++ b/Makefile
@@ -68,10 +68,12 @@ precommit-check: format-python lint-python ## Run all precommit checks
 	@echo "✅ All precommit checks passed"
 
 # Install precommit hooks with correct stages
-install-precommit: ## Install precommit hooks (runs on commit, not push)
+install-precommit: ## Install precommit hooks (runs on commit + commit-msg + pre-push)
 	uv pip install pre-commit
 	pre-commit install --hook-type pre-commit
-	@echo "✅ Precommit hooks installed (will run on commit, not push)"
+	pre-commit install --hook-type commit-msg
+	pre-commit install --hook-type pre-push
+	@echo "✅ Precommit hooks installed (lint on commit, commitlint on commit-msg, lint on push)"
 
 # Manual full type check
 mypy-full: ## Full MyPy type checking with all files
@@ -91,6 +93,7 @@ setup-scripts: ## Make helper scripts executable
 install-python-dependencies-dev: ## Install Python dev dependencies using uv (editable install)
 	uv pip sync --require-hashes sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt
 	uv pip install --no-deps -e .
+	$(MAKE) install-precommit
 
 install-python-dependencies-minimal: ## Install minimal Python dependencies using uv (editable install)
 	uv pip sync --require-hashes sdk/python/requirements/py$(PYTHON_VERSION)-minimal-requirements.txt
@@ -186,7 +189,7 @@ test-python-smoke: ## Quick smoke test for development
 
 test-python-integration: ## Run Python integration tests (CI)
 	uv run python -m pytest --tb=short -v -n 8 --integration --color=yes --durations=10 --timeout=1200 --timeout_method=thread --dist loadgroup \
-		-k "(not snowflake or not test_historical_features_main)" \
+		-k "not snowflake" \
 		-m "not rbac_remote_integration_test and not ray_offline_stores_only" \
 		--ignore=sdk/python/tests/integration/registration \
 		--ignore=sdk/python/tests/component/ray \
@@ -279,6 +282,7 @@ test-python-universal-spark: ## Run Python Spark integration tests
 			not test_push_features_to_offline_store.py and \
 			not gcs_registry and \
 			not s3_registry and \
+			not snowflake_registry and \
 			not test_universal_types and \
 			not test_snowflake" \
  	 sdk/python/tests
@@ -313,6 +317,7 @@ test-python-universal-trino: ## Run Python Trino integration tests
 			not test_push_features_to_offline_store.py and \
 			not gcs_registry and \
 			not s3_registry and \
+			not snowflake_registry and \
 			not test_universal_types and \
             not test_snowflake" \
  	 sdk/python/tests
@@ -328,6 +333,7 @@ test-python-universal-mssql: ## Run Python MSSQL integration tests
  	python -m pytest -n 8 --integration \
  	 	-k "not gcs_registry and \
 			not s3_registry and \
+			not snowflake_registry and \
 			not test_lambda_materialization and \
 			not test_snowflake and \
 			not test_historical_features_persisting and \
@@ -361,6 +367,7 @@ test-python-universal-athena: ## Run Python Athena integration tests
 		    not test_historical_retrieval_fails_on_validation and \
 			not gcs_registry and \
 			not s3_registry and \
+			not snowflake_registry and \
 			not test_snowflake" \
 	sdk/python/tests
 
@@ -381,6 +388,7 @@ test-python-universal-postgres-offline: ## Run Python Postgres integration tests
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
 				not test_snowflake and \
  				not test_spark" \
  			sdk/python/tests
@@ -402,6 +410,7 @@ test-python-universal-postgres-offline: ## Run Python Postgres integration tests
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
 				not test_snowflake and \
  				not test_spark" \
  			sdk/python/tests
@@ -424,6 +433,7 @@ test-python-universal-postgres-online: ## Run Python Postgres integration tests
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
  				not test_universal_types and \
 				not test_snowflake" \
  			sdk/python/tests
@@ -443,6 +453,7 @@ test-python-universal-postgres-online: ## Run Python Postgres integration tests
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
  				not test_universal_types and \
  				not test_validation and \
  				not test_spark_materialization_consistency and \
@@ -465,6 +476,7 @@ test-python-universal-mysql-online: ## Run Python MySQL integration tests
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
  				not test_universal_types and \
 				not test_snowflake" \
  			sdk/python/tests
@@ -495,6 +507,7 @@ test-python-universal-hazelcast: ## Run Python Hazelcast integration tests
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
  				not test_universal_types and \
 				not test_snowflake" \
  			sdk/python/tests
@@ -513,6 +526,7 @@ test-python-universal-cassandra-no-cloud-providers: ## Run Python Cassandra inte
 	  not test_nullable_online_store				  and \
 	  not gcs_registry 								  and \
 	  not s3_registry								  and \
+	  not snowflake_registry						  and \
 	  not test_snowflake" \
 	sdk/python/tests
 
@@ -531,6 +545,7 @@ test-python-universal-elasticsearch-online: ## Run Python Elasticsearch online s
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
  				not test_universal_types and \
 				not test_snowflake" \
  			sdk/python/tests
@@ -550,6 +565,7 @@ test-python-universal-mongodb-online: ## Run Python MongoDB online store integra
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
  				not test_universal_types and \
 				not test_snowflake" \
  			sdk/python/tests
@@ -570,6 +586,7 @@ test-python-universal-singlestore-online: ## Run Python Singlestore online store
 			-k "not test_universal_cli and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
 				not test_snowflake" \
 			sdk/python/tests
 
@@ -604,6 +621,7 @@ test-python-universal-couchbase-offline: ## Run Python Couchbase offline store i
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
 				not test_snowflake and \
 				not test_universal_types" \
 			sdk/python/tests
@@ -623,6 +641,7 @@ test-python-universal-couchbase-online:	## Run Python Couchbase online store int
 				not test_push_features_to_offline_store and \
 				not gcs_registry and \
 				not s3_registry and \
+				not snowflake_registry and \
 				not test_universal_types and \
 				not test_snowflake" \
 		sdk/python/tests
diff --git a/OWNERS b/OWNERS
index f1700bfcc65..9bbefc01d3f 100644
--- a/OWNERS
+++ b/OWNERS
@@ -1,7 +1,6 @@
 # This file is being used by RedHat for running e2e CI
 
 approvers:
-- redhathameed
 - tmihalac
 - accorvin
 - amsharma3
@@ -10,10 +9,9 @@ approvers:
 - jyejare
 options: {}
 reviewers:
-- redhathameed
 - tmihalac
 - accorvin
 - amsharma3
 - franciscojavierarceo
 - ntkathole
-- jyejare
\ No newline at end of file
+- jyejare
diff --git a/README.md b/README.md
index 1190fa20fac..115bd37903f 100644
--- a/README.md
+++ b/README.md
@@ -185,6 +185,8 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Athena (contrib plugin)](https://docs.feast.dev/reference/data-sources/athena)
   * [x] [Clickhouse (contrib plugin)](https://docs.feast.dev/reference/data-sources/clickhouse)
   * [x] [Oracle (contrib plugin)](https://docs.feast.dev/reference/data-sources/oracle)
+  * [x] [MongoDB (contrib plugin)](https://docs.feast.dev/reference/data-sources/mongodb)
+  * [x] [Ray source (contrib plugin)](https://docs.feast.dev/reference/data-sources/ray)
   * [x] Kafka / Kinesis sources (via [push support into the online store](https://docs.feast.dev/reference/data-sources/push))
 * **Offline Stores**
   * [x] [Snowflake](https://docs.feast.dev/reference/offline-stores/snowflake)
@@ -203,6 +205,7 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Clickhouse (contrib plugin)](https://docs.feast.dev/reference/offline-stores/clickhouse)
   * [x] [Ray (contrib plugin)](https://docs.feast.dev/reference/offline-stores/ray)
   * [x] [Oracle (contrib plugin)](https://docs.feast.dev/reference/offline-stores/oracle)
+  * [x] [MongoDB (contrib plugin)](https://docs.feast.dev/reference/offline-stores/mongodb)
   * [x] [Hybrid](https://docs.feast.dev/reference/offline-stores/hybrid)
   * [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/customizing-feast/adding-a-new-offline-store)
 * **Online Stores**
diff --git a/community/governance.md b/community/governance.md
index 087b3599dbf..b13c07fbeba 100644
--- a/community/governance.md
+++ b/community/governance.md
@@ -217,8 +217,9 @@ The "RFC" (request for comments) process is intended to provide a consistent and
 2. Users, Contributors, and Maintainers discuss and upvote the draft
 3. If confident on its success, contributor completes the RFC with more in-detail technical specifications
 4. Maintainers approve RFC when it is ready
-5. Maintainers meet every quarter and choose three or five items based on popularity and alignment with project vision and goals
-6. Those selected items become part of the Mid-term goals
+5. Once finalized, the RFC should be added as an [Architecture Decision Record (ADR)](../docs/adr/README.md) in the repository
+6. Maintainers meet every quarter and choose three or five items based on popularity and alignment with project vision and goals
+7. Those selected items become part of the Mid-term goals
 
 
 ### When to Use RFCs
diff --git a/docs/SUMMARY.md b/docs/SUMMARY.md
index 95379b39a15..1b0b0961d79 100644
--- a/docs/SUMMARY.md
+++ b/docs/SUMMARY.md
@@ -55,6 +55,8 @@
 * [Retrieval Augmented Generation (RAG) with Feast](tutorials/rag-with-docling.md)
 * [RAG Fine Tuning with Feast and Milvus](../examples/rag-retriever/README.md)
 * [MCP - AI Agent Example](../examples/mcp_feature_store/README.md)
+* [Feast-Powered AI Agent](../examples/agent_feature_store/README.md)
+* [Demo Notebooks](tutorials/demo-notebooks.md)
 
 ## How-to Guides
 
@@ -70,6 +72,15 @@
   * [Multi-Team Feature Store Setup](how-to-guides/federated-feature-store.md)
 * [Running Feast in production (e.g. on Kubernetes)](how-to-guides/running-feast-in-production.md)
 * [Feast on Kubernetes](how-to-guides/feast-on-kubernetes.md)
+  * [Operator Configuration Guides](how-to-guides/feast-operator/README.md)
+    * [1 — Project Provisioning](how-to-guides/feast-operator/01-project-provisioning.md)
+    * [2 — Persistence](how-to-guides/feast-operator/02-persistence.md)
+    * [3 — Serving & Observability](how-to-guides/feast-operator/03-serving-and-observability.md)
+    * [4 — Registry Topology](how-to-guides/feast-operator/04-registry-topology.md)
+    * [5 — Security](how-to-guides/feast-operator/05-security.md)
+    * [6 — Batch & Jobs](how-to-guides/feast-operator/06-batch-and-jobs.md)
+    * [7 — OpenLineage & Materialization](how-to-guides/feast-operator/07-openlineage-and-materialization.md)
+* [Feast Production Deployment Topologies](how-to-guides/production-deployment-topologies.md)
 * [Online Server Performance Tuning](how-to-guides/online-server-performance-tuning.md)
 * [Customizing Feast](how-to-guides/customizing-feast/README.md)
   * [Adding a custom batch materialization engine](how-to-guides/customizing-feast/creating-a-custom-materialization-engine.md)
@@ -102,6 +113,8 @@
   * [Oracle (contrib)](reference/data-sources/oracle.md)
   * [Athena (contrib)](reference/data-sources/athena.md)
   * [Clickhouse (contrib)](reference/data-sources/clickhouse.md)
+  * [Ray (contrib)](reference/data-sources/ray.md)
+  * [MongoDB (contrib)](reference/data-sources/mongodb.md)
 * [Offline stores](reference/offline-stores/README.md)
   * [Overview](reference/offline-stores/overview.md)
   * [Dask](reference/offline-stores/dask.md)
@@ -118,6 +131,7 @@
   * [Ray (contrib)](reference/offline-stores/ray.md)
   * [Oracle (contrib)](reference/offline-stores/oracle.md)
   * [Athena (contrib)](reference/offline-stores/athena.md)
+  * [MongoDB (contrib)](reference/offline-stores/mongodb.md)
   * [Remote Offline](reference/offline-stores/remote-offline-store.md)
   * [Hybrid](reference/offline-stores/hybrid.md)
 * [Online stores](reference/online-stores/README.md)
@@ -191,3 +205,15 @@
 * [Versioning policy](project/versioning-policy.md)
 * [Release process](project/release-process.md)
 * [Feast 0.9 vs Feast 0.10+](project/feast-0.9-vs-feast-0.10+.md)
+* [Architecture Decision Records](adr/README.md)
+  * [ADR-0001: Feature Services](adr/ADR-0001-feature-services.md)
+  * [ADR-0002: Component Refactor](adr/ADR-0002-component-refactor.md)
+  * [ADR-0003: On-Demand Transformations](adr/ADR-0003-on-demand-transformations.md)
+  * [ADR-0004: Entity Join Key Mapping](adr/ADR-0004-entity-join-key-mapping.md)
+  * [ADR-0005: Stream Transformations](adr/ADR-0005-stream-transformations.md)
+  * [ADR-0006: Kubernetes Operator](adr/ADR-0006-kubernetes-operator.md)
+  * [ADR-0007: Unified Feature Transformations](adr/ADR-0007-unified-feature-transformations.md)
+  * [ADR-0008: Feature View Versioning](adr/ADR-0008-feature-view-versioning.md)
+  * [ADR-0009: Contribution and Extensibility](adr/ADR-0009-contribution-extensibility.md)
+  * [ADR-0010: Vector Database Integration](adr/ADR-0010-vector-database-integration.md)
+  * [ADR-0011: Data Quality Monitoring](adr/ADR-0011-data-quality-monitoring.md)
diff --git a/docs/adr/ADR-0001-feature-services.md b/docs/adr/ADR-0001-feature-services.md
new file mode 100644
index 00000000000..c234e67198f
--- /dev/null
+++ b/docs/adr/ADR-0001-feature-services.md
@@ -0,0 +1,87 @@
+# ADR-0001: Feature Services
+
+## Status
+
+Accepted
+
+## Context
+
+Feast's Feature Views allowed for storage-level grouping of features based on how they are produced. However, there was no concept of a retrieval-level grouping of features that maps to models. Without this:
+
+- There was no way to track which features were used to train a model or serve a specific model.
+- Retrieving features during training required a complete list of features to be provided and persisted manually, which was error-prone.
+- There was no way to ensure consumers wouldn't face breaking changes when feature views changed.
+
+## Decision
+
+Introduce a `FeatureService` object that allows users to define which features to use for a specific ML use case. A feature service groups features from one or more feature views for model training and online serving.
+
+### API Design
+
+Feature services use a Pandas-like API where feature views can be referenced directly:
+
+```python
+from feast import FeatureService
+
+feature_service = FeatureService(
+    name="my_model_v1",
+    features=[
+        shop_raw,                                           # select all features
+        customer_sales[["average_order_value", "max_order_value"]],  # select specific features
+    ],
+)
+```
+
+Feature selection with aliasing:
+
+```python
+feature_service = FeatureService(
+    name="my_model_v1",
+    features=[
+        shop_raw,
+        customer_sales[["average_order_value", "max_order_value"]]
+            .alias({"average_order_value": "avg_o_val"}),
+    ],
+)
+```
+
+### Retrieval
+
+```python
+# Online inference
+row = store.get_online_features(
+    feature_service="my_model_v1",
+    entity_rows=[{"customer_id": 123, "shop_id": 456}],
+).to_dict()
+
+# Training
+historical_df = store.get_historical_features(
+    feature_service="my_model_v1",
+    entity_df=entity_df,
+)
+```
+
+### Key Decisions
+
+- **Name**: `FeatureService` was chosen over `FeatureSet` because it conveys the concept of a serving layer bridging models and data. `FeatureService` is analogous to model services in model serving systems.
+- **Mutability**: Feature services are mutable. Immutability may be considered in the future.
+- **Versioning**: Not included in the first version; users manage versions through naming conventions.
+
+## Consequences
+
+### Positive
+
+- Users can track which features are used for training and serving specific models.
+- Provides a consistent interface for both online and offline feature retrieval.
+- Reduces error-prone manual feature list management.
+- Enables future functionality like logging, monitoring, and endpoint provisioning.
+
+### Negative
+
+- Adds another abstraction layer to the Feast data model.
+- Feature services are mutable, which may lead to inconsistencies if not carefully managed.
+
+## References
+
+- Original RFC: [Feast RFC-015: Feature Services](https://docs.google.com/document/d/1jC0RJbyYLilXTOrLVBeR22PYLK5fe2JmQK1mKdZ-eno/edit)
+- Implementation: `sdk/python/feast/feature_service.py`
diff --git a/docs/adr/ADR-0002-component-refactor.md b/docs/adr/ADR-0002-component-refactor.md
new file mode 100644
index 00000000000..854a1c3765b
--- /dev/null
+++ b/docs/adr/ADR-0002-component-refactor.md
@@ -0,0 +1,71 @@
+# ADR-0002: Component Refactor
+
+## Status
+
+Accepted
+
+## Context
+
+The Feast project originally existed as a single monolithic repository containing many tightly coupled components: Core Registry, Serving Service, Job Service, Client Libraries, Spark ingestion code, Helm charts, and Terraform configurations.
+
+Two distinct user groups were identified:
+
+- **Platform teams**: Capable of running a complete feature store on Kubernetes with Spark, managing large-scale infrastructure.
+- **Solution teams**: Small data science or data engineering teams wanting to solve ML business problems without deploying and managing Kubernetes or Spark clusters.
+
+Delivering a viable minimal product to solution teams required a lighter-weight approach. However, the monolithic codebase made this difficult due to tight coupling between components.
+
+## Decision
+
+Adopt a staged approach to decouple the Feast codebase into modular, composable components:
+
+### Stage 1: Move Out Non-Core Components
+
+Split the monorepo into focused repositories:
+
+- **feast** (main repo): Feast Python SDK, Documentation, and Protos (starting at v0.10.0).
+- **feast-java**: Core Registry, Serving, and Java Client.
+- **feast-spark**: Spark Ingestion, Spark Python SDK, and Job Service.
+- **feast-helm-charts**: Helm charts for Kubernetes deployments.
+
+### Stage 2: Document Contracts
+
+Document all component-level contracts (I/O), API specifications (Protobuf), data contracts, and architecture diagrams.
+
+### Stage 3: Remove Coupling
+
+Remove unnecessary coupling between components, keeping only service contracts (Protobuf), data contracts, and integration tests as shared dependencies.
+
+### Stage 4: Converge
+
+Reverse the relationship so the main Feast SDK can use Spark-related code as a specific compute provider, rather than requiring it.
+
+### Key Principles
+
+- The main Feast repository provides a fully functional Python-based feature store that works without infrastructure dependencies.
+- Spark and Kubernetes-based components remain available for platform teams.
+- All existing functionality is maintained with no breaking changes during the transition.
+
+## Consequences
+
+### Positive
+
+- Enabled a super lightweight core framework for Feast that teams can start with in seconds.
+- Made it possible for teams to pick and choose components they want to adopt.
+- Teams with existing internal implementations (ingestion, registry, serving) can integrate more easily.
+- The Python SDK became the primary entry point, significantly lowering the barrier to getting started.
+
+### Negative
+
+- Temporary divergence between Feast and Feast-Spark codebases during the transition.
+- Multiple repositories added coordination overhead during the migration period.
+
+### Neutral
+
+- Components have since been reconverged into the main repository with a cleaner separation of concerns.
+- The Go, Java, and Python SDKs coexist in the main repository under separate directories.
+
+## References
+
+- Original RFC: [Feast RFC-020: Component Refactor](https://docs.google.com/document/d/1CjR3Ph3l65hF5bRuchR9u9WSoirnIuEb7ILY9Ioh1Sk/edit)
+- GitHub Discussion: [#1353](https://github.com/feast-dev/feast/discussions/1353)
diff --git a/docs/adr/ADR-0003-on-demand-transformations.md b/docs/adr/ADR-0003-on-demand-transformations.md
new file mode 100644
index 00000000000..66365d0358c
--- /dev/null
+++ b/docs/adr/ADR-0003-on-demand-transformations.md
@@ -0,0 +1,97 @@
+# ADR-0003: On-Demand Transformations
+
+## Status
+
+Accepted
+
+## Context
+
+For many ML use cases, it is not possible or feasible to precompute and persist feature values for serving:
+
+- **Transactional use cases**: Inputs are part of the transaction/booking/order event.
+- **Clickstream use cases**: User event data contains raw data used for feature engineering.
+- **Location-based use cases**: Distance calculations between feature views (e.g., customer and driver locations).
+- **Time-dependent features**: e.g., `user_account_age = current_time - account_creation_time`.
+- **Crossed features**: e.g., user-user, user-tweet based features where the keyspace is too large to precompute.
+
+Additionally, Feast did not provide a means for post-processing features, forcing all feature development to upstream systems.
+
+## Decision
+
+Introduce **On-Demand Feature Views** as a feature transformation layer with the following properties:
+
+- Transformations execute at retrieval time (post-processing step after reading from the store).
+- The calling client can input data as part of the retrieval request via a `RequestSource`.
+- Users define arbitrary transformations on both stored features and request-time input data.
+- Transformations are row-level operations only (no aggregations).
+
+### Definition API
+
+Uses the `@on_demand_feature_view` decorator (Option 3 from the RFC was chosen):
+
+```python
+from feast import on_demand_feature_view, Field, RequestSource
+from feast.types import Float64, String
+
+input_request = RequestSource(
+    name="transaction",
+    schema=[Field(name="input_lat", dtype=Float64), Field(name="input_lon", dtype=Float64)],
+)
+
+@on_demand_feature_view(
+    sources=[driver_fv, input_request],
+    schema=[Field(name="distance", dtype=Float64)],
+)
+def driver_distance(inputs: pd.DataFrame) -> pd.DataFrame:
+    from haversine import haversine
+    df = pd.DataFrame()
+    df["distance"] = inputs.apply(
+        lambda r: haversine((r["lat"], r["lon"]), (r["input_lat"], r["input_lon"])),
+        axis=1,
+    )
+    return df
+```
+
+### Retrieval
+
+```python
+# Online - request data passed as entity rows
+features = store.get_online_features(
+    features=["driver_distance:distance"],
+    entity_rows=[{"driver_id": 1001, "input_lat": 1.234, "input_lon": 5.678}],
+).to_dict()
+
+# Offline - request data columns included in entity_df
+df = store.get_historical_features(
+    entity_df=entity_df_with_request_columns,
+    features=["driver_distance:distance"],
+).to_df()
+```
+
+### Key Decisions
+
+- **Decorator approach** chosen over adding transforms to FeatureService or FeatureView directly. This avoids changing existing APIs and keeps transformations self-contained.
+- **Pandas DataFrames** as the input/output type to support vectorized operations.
+- **All imports must be self-contained** within the function block for serialization.
+- **Offline transformations** initially execute client-side using Dask for scalability.
+- **Feature Transformation Server (FTS)** handles online transformations via HTTP/REST, deployed at `apply` time.
+
+## Consequences
+
+### Positive
+
+- Enables real-time feature engineering that depends on request-time data.
+- Keeps feature logic co-located with feature definitions in the repository.
+- Provides a consistent interface for both online and offline feature retrieval.
+- The FTS allows horizontal scaling independent of feature serving.
+
+### Negative
+
+- Adds computational overhead to the serving path since transformations run at read time.
+- On-demand feature views are limited to row-level transformations (no aggregations).
+- Python function serialization requires self-contained imports within function blocks.
+
+## References
+
+- Original RFC: [Feast RFC-021: On-Demand Transformations](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit)
+- Implementation: `sdk/python/feast/on_demand_feature_view.py`
diff --git a/docs/adr/ADR-0004-entity-join-key-mapping.md b/docs/adr/ADR-0004-entity-join-key-mapping.md
new file mode 100644
index 00000000000..e6d09df4f34
--- /dev/null
+++ b/docs/adr/ADR-0004-entity-join-key-mapping.md
@@ -0,0 +1,78 @@
+# ADR-0004: Entity Join Key Mapping
+
+## Status
+
+Accepted
+
+## Context
+
+Multiple different entity keys in the source data may need to map onto the same entity from the feature data table during a join. For example, `spammer_id` and `reporter_id` may both need the `years_on_platform` feature from a table keyed by `user_id`.
+
+Without entity join key mapping:
+
+- Users had to rename columns in their entity dataframe to match the feature view's join key before retrieval.
+- It was impossible to join a feature view twice on two different columns in the entity data (e.g., getting user features for both `spammer_id` and `reporter_id` in the same query).
+
+### Example
+
+Entity source data:
+
+| spammer_id | reporter_id | timestamp  |
+|------------|-------------|------------|
+| 2          | 8           | 1629909366 |
+| 1          | 2           | 1629909323 |
+
+Desired joined data should include `spammer_feature_a` and `reporter_feature_a`, both sourced from the same `user` feature view but joined on different keys.
+
+## Decision
+
+Implement join key overrides using a `with_join_key_map()` method on feature views, combined with `with_name()` for disambiguation. This was **Option 8b** from the RFC.
+
+### API
+
+```python
+abuse_feature_service = FeatureService(
+    name="my_abuse_model_v1",
+    features=[
+        user_features
+            .with_name("reporter_features")
+            .with_join_key_map({"user_id": "reporter_id"}),
+        user_features
+            .with_name("spammer_features")
+            .with_join_key_map({"user_id": "spammer_id"}),
+    ],
+)
+```
+
+### Key Decisions
+
+- **Query-time mapping** rather than registration-time. This provides flexibility since the same feature view can be used with different mappings in different contexts.
+- **Join key level mapping** rather than entity-level mapping. While entity-level mapping (Option 10) better preserves abstraction boundaries, join key mapping is more flexible and doesn't require registering additional entities.
+- **`with_name()` required** when using the same feature view multiple times to avoid output column name collisions. If omitted, a name collision error is raised.
+- **Mapping overwrites wholly**: specifying a mapping replaces the default join behavior entirely. If you want the original join key included, it must be explicitly listed.
+
+### Implementation
+
+- **Offline (historical) retrieval**: After feature subtable cleaning and dedup, entity columns are renamed based on the mapping before the join.
+- **Online retrieval**: Shadow entity keys are translated to the original join key for the online store lookup, then results are remapped to the shadow entity names.
+- The `join_key_map` is stored on `FeatureViewProjection` and flows through both online and offline retrieval paths.
+
+## Consequences
+
+### Positive
+
+- Users can join the same feature view on different entity columns in a single query.
+- No need to register additional entities or manually rename columns before retrieval.
+- Works consistently across both online and offline retrieval.
+- Feature view definitions remain clean and reusable.
+
+### Negative
+
+- Adds complexity to the retrieval path with column renaming logic.
+- Users must remember to use `with_name()` to avoid collisions when joining the same feature view multiple times.
+
+## References
+
+- Original RFC: [Feast RFC-023: Shadow Entities Mapping](https://docs.google.com/document/d/1TsCwKf3nVXTAfL0f8i26jnCgHA3bRd4dKQ8QdM87vIA/edit)
+- GitHub Issue: [#1762](https://github.com/feast-dev/feast/issues/1762)
+- Implementation: `sdk/python/feast/feature_view.py` (`with_join_key_map` method), `sdk/python/feast/feature_view_projection.py` (`join_key_map` field)
diff --git a/docs/adr/ADR-0005-stream-transformations.md b/docs/adr/ADR-0005-stream-transformations.md
new file mode 100644
index 00000000000..8d2e97f61c4
--- /dev/null
+++ b/docs/adr/ADR-0005-stream-transformations.md
@@ -0,0 +1,93 @@
+# ADR-0005: Stream Transformations
+
+## Status
+
+Accepted
+
+## Context
+
+Feast supported batch features well but lacked in-house support for pull-based stream ingestion or registered stream transformations. While Kafka and Kinesis data sources could be registered, users had to either:
+
+- Write a custom Provider to launch ingestion jobs outside the Feast environment.
+- Manually push stream data into the online store via the Push API.
+
+The stream transformation pipeline existed entirely outside of Feast, making it harder to track, version, and manage streaming features.
+
+## Decision
+
+Introduce a `StreamFeatureView` and a `StreamProcessor` interface to provide a standardized pipeline for ingesting and transforming stream data.
+
+### Stream Feature View
+
+```python
+from feast import StreamFeatureView, Entity, Field, Aggregation
+from feast.types import Float32
+
+@stream_feature_view(
+    entities=[entity],
+    ttl=timedelta(days=30),
+    owner="test@example.com",
+    online=True,
+    schema=[Field(name="dummy_field", dtype=Float32)],
+    description="Stream feature view with aggregations",
+    aggregations=[
+        Aggregation(column="dummy_field", function="max", time_window=timedelta(days=1)),
+        Aggregation(column="dummy_field2", function="count", time_window=timedelta(days=24)),
+    ],
+    timestamp_field="event_timestamp",
+    mode="spark",
+    source=stream_source,
+)
+def pandas_view(pandas_df):
+    df = pandas_df.transform(lambda x: x + 10, axis=1)
+    return df
+```
+
+### Stream Processor
+
+The `StreamProcessor` is a pluggable interface for stream engines (Spark, Flink, etc.):
+
+```python
+class StreamProcessor(ABC):
+    sfv: StreamFeatureView
+    data_source: DataSource
+
+    def ingest_stream_feature_view(self) -> None: ...
+    def _ingest_stream_data(self) -> StreamTable: ...
+    def _construct_transformation_plan(self, table: StreamTable) -> StreamTable: ...
+    def _write_to_online_store(self, table: StreamTable) -> None: ...
+```
+
+### Unified Push API
+
+A unified push API was introduced to allow pushing features to both online and offline stores, supporting the Kappa architectural approach to streaming.
+
+### Aggregations
+
+Built-in aggregation functions: `sum`, `count`, `mean`, `max`, `min`. Aggregations use full aggregation with RocksDB for the initial implementation, keeping it simple while reducing request-time latency.
+
+### Key Decisions
+
+- **Full aggregations** chosen over partial aggregations for simplicity and lower request-time latency, using RocksDB to handle memory pressure.
+- **Single time window restriction** for initial release; aggregations across different time windows (stream joins) add significant complexity.
+- **User-managed ingestion**: Users handle their own ingestion jobs using the StreamProcessor interface with their preferred streaming engine.
+
+## Consequences
+
+### Positive
+
+- Streaming features can be registered and tracked in the Feast registry alongside batch features.
+- UDFs for stream transformations are versioned with the feature view definition.
+- The pluggable StreamProcessor interface supports multiple streaming engines.
+- Unified Push API enables backfilling streaming features to the offline store.
+
+### Negative
+
+- Users must implement their own StreamProcessor for their streaming engine.
+- Aggregation support is limited to basic functions in the initial release.
+- Stream joins across different time windows are not supported.
+
+## References
+
+- Original RFC: [Feast RFC-036: Stream Transformations](https://docs.google.com/document/d/1Onjy-kiRlHt0USw5ggHu40hpezw1AV8KsgJAh46LoNY/edit)
+- Implementation: `sdk/python/feast/stream_feature_view.py`
diff --git a/docs/adr/ADR-0006-kubernetes-operator.md b/docs/adr/ADR-0006-kubernetes-operator.md
new file mode 100644
index 00000000000..6969673d98d
--- /dev/null
+++ b/docs/adr/ADR-0006-kubernetes-operator.md
@@ -0,0 +1,92 @@
+# ADR-0006: Kubernetes Operator
+
+## Status
+
+Accepted
+
+## Context
+
+As the Feast project grew, deploying a fully functional Feature Store in a production-like manner became increasingly difficult. Existing installers required many manual operations that led to configuration errors. Users needed a simpler way to install and maintain Feature Store environments, especially with features like RBAC.
+
+The existing Helm-based operator had limitations in handling complex installation requirements. A more capable operator was needed to manage the full lifecycle of Feast deployments on Kubernetes.
+
+## Decision
+
+Build a **Go Operator** using the `operator-sdk` framework with a cluster-scoped controller and a namespaced `FeatureStore` Custom Resource Definition (CRD).
+
+### FeatureStore CRD
+
+The operator manages Feast through a single CRD that defines the entire feature store deployment:
+
+```yaml
+apiVersion: feast.dev/v1alpha1
+kind: FeatureStore
+metadata:
+  name: example
+  namespace: feast
+spec:
+  feastProject: my-project
+  auth:
+    kubernetes:
+      roles: [reader, writer]
+  services:
+    registry:
+      replicas: 1
+      persistence:
+        file:
+          pvc:
+            capacity: 5Gi
+    onlineStore:
+      replicas: 2
+      persistence:
+        postgresql:
+          secretRef: online-store-creds
+    offlineStore:
+      replicas: 3
+  feastApplyJob:
+    configMapRef: feast-definitions
+```
+
+### Architecture
+
+- **Operator deploys Feast services** (Registry, Online Store, Offline Store) as defined in the CR.
+- **Operator generates `feature_store.yaml`** from the CR spec, including only relevant sections for each server type.
+- **Client ConfigMap** is created automatically for remote connectivity.
+- **`feast apply` Job** can be triggered from a ConfigMap or Git repo to initialize the registry.
+- **CR status.applied** is the single source of truth for the deployed state.
+
+### Key Decisions
+
+- **Go over Python**: Go is better suited for Kubernetes operators. Python is great for ML work but not for cloud-native infrastructure management.
+- **Single CRD** (`FeatureStore`) instead of separate CRDs per service type. All services are part of a functioning Feature Store and should be managed together.
+- **Operator manages `feature_store.yaml`** entirely to ensure consistency and validation (e.g., `remote` types are only used where appropriate).
+- **Data store deployments are out of scope**: The operator assumes data stores are pre-provisioned and accessible.
+- **Deprecation of Helm-based operator**: The existing Helm-based operator is deprecated in favor of the Go operator.
+
+### Persistence Options
+
+- **Default**: Ephemeral file-based stores.
+- **File with PVC**: For clusters supporting persistent volumes.
+- **PostgreSQL**: Via referenced Kubernetes secrets for credentials.
+
+## Consequences
+
+### Positive
+
+- Simplified, standardized deployment of Feast on Kubernetes.
+- Full lifecycle management including RBAC, metrics, and feature store initialization.
+- Supports multiple Feature Store deployments in a single cluster without conflict.
+- Proper validation and consistency enforcement through the operator reconciliation loop.
+- Deployable with kustomize; compatible with OLM and OperatorHub.
+
+### Negative
+
+- Requires Kubernetes as the deployment platform.
+- Data store management is left to users (intentionally out of scope).
+- Initial release supports limited persistence backends; additional stores added incrementally.
+
+## References
+
+- Original RFC: [Feast RFC-042: Operator](https://docs.google.com/document/d/1vGKMizf3_14IyiF_W_Ik7CR03joFkQfzbKT0jH4PZJM/edit)
+- GitHub Issue: [#4561](https://github.com/feast-dev/feast/issues/4561)
+- Implementation: `infra/feast-operator/`
diff --git a/docs/adr/ADR-0007-unified-feature-transformations.md b/docs/adr/ADR-0007-unified-feature-transformations.md
new file mode 100644
index 00000000000..86e77c0a73c
--- /dev/null
+++ b/docs/adr/ADR-0007-unified-feature-transformations.md
@@ -0,0 +1,91 @@
+# ADR-0007: Unified Feature Transformations and Feature Views
+
+## Status
+
+Accepted
+
+## Context
+
+In Feast, the `OnDemandFeatureView` name did not clearly convey that transformations execute at read time. The term "On Demand" was ambiguous about when the transformation occurs. Additionally, there were multiple feature view types (`FeatureView`, `BatchFeatureView`, `StreamFeatureView`, `OnDemandFeatureView`) with:
+
+- **Excessive logic** handling each type throughout the codebase (e.g., `FeatureStore.apply()`, `get_online_features`, `get_historical_features`).
+- **Redundant fields** across the different feature view classes.
+- **Unclear transformation timing**: when transformations occur, where they execute, and how materialization works varied by type.
+
+| Type | When Transformation Occurs | Where | Materialization |
+|------|---------------------------|-------|-----------------|
+| FeatureView | Undefined | Outside Feast | Feature Server or Batch |
+| BatchFeatureView | Batch process | Offline Store (external) | Feature Server or Batch |
+| StreamFeatureView | Streaming process | Stream Processor (external) | Stream Processor |
+| OnDemandFeatureView | On Read | Feature Server | Feature Server |
+| OnDemandFeatureView (writes) | On Write | Feature Server | Feature Server |
+
+## Decision
+
+Unify Batch, Streaming, and On-Demand feature views into a single `FeatureView` class with a `@transform` decorator that makes execution timing explicit.
+
+### Transformation Types
+
+```python
+from enum import Enum
+
+class FeastTransformation(Enum):
+    NONE = 0       # No transformations (default)
+    ON_READ = 1    # Current On Demand Feature View behavior
+    ON_WRITE = 2   # Transformations at write time
+    BATCH = 3      # Batch processing transformations
+    STREAMING = 4  # Stream transformations
+```
+
+### Proposed API
+
+```python
+@transform(
+    type=FeastTransformation.ON_WRITE,
+    schema=[...],
+    entity=[...],
+    sources=[...],
+    mode="python",           # pandas, substrate, etc.
+    engine="feature_server", # Spark, Snowflake, etc.
+    orchestrator=None,       # Airflow, KFP, etc.
+)
+def my_feature_view(inputs):
+    outputs = {
+        "my_feature": [v * 1.0 for v in inputs["input_feature_1"]],
+    }
+    return outputs
+```
+
+### Key Decisions
+
+- **Single class** rather than defining a V2 class. A breaking change in stages is preferred to avoid rework for Java and Go servers.
+- **Explicit transformation timing** via enum rather than implicit behavior based on class type.
+- **Staggered release**: Ship a version supporting both old and new APIs with deprecation logging, then ship a breaking version.
+- **Five clear primitives**: Entities, DataSources, Fields, FeatureViews, and FeatureServices.
+
+### Current Implementation Status
+
+The codebase currently uses a `transformation()` decorator and `TransformationMode` enum (with modes like PANDAS, PYTHON, SPARK, RAY, SQL, SUBSTRAIT) in `sdk/python/feast/transformation/base.py`. The legacy `OnDemandFeatureView`, `StreamFeatureView`, and `BatchFeatureView` classes still exist during the migration period.
+
+## Consequences
+
+### Positive
+
+- Clearer, more explicit API that makes transformation timing obvious.
+- Removes excessive handling of each feature view type throughout the codebase.
+- Eliminates redundant field definitions across multiple classes.
+- Establishes five clear primitives for the Feast data model.
+- FeatureViews can declare other FeatureViews as data sources, enabling computational graphs.
+
+### Negative
+
+- Requires a migration period with both old and new APIs supported.
+- Breaking change that needs careful coordination across Python, Java, and Go components.
+- Users must update existing feature view definitions during migration.
+
+## References
+
+- Original RFC: [Feast RFC-043: Unify Feature Transformations and Feature Views](https://docs.google.com/document/d/1KXCXcsXq1bUvbSpfhnUjDSsu4HpuUZ5XiZoQyltCkvo/edit)
+- GitHub Issue: [#4584](https://github.com/feast-dev/feast/issues/4584)
+- Related RFCs: RFC-021 (On-Demand Transformations), RFC-036 (Stream Transformations)
+- Implementation: `sdk/python/feast/transformation/base.py`
diff --git a/docs/adr/ADR-0008-feature-view-versioning.md b/docs/adr/ADR-0008-feature-view-versioning.md
new file mode 100644
index 00000000000..f6f63922077
--- /dev/null
+++ b/docs/adr/ADR-0008-feature-view-versioning.md
@@ -0,0 +1,129 @@
+# ADR-0008: Feature View Versioning
+
+## Status
+
+Accepted
+
+## Context
+
+When a feature view's schema changed in Feast, the old definition was silently overwritten. This created several problems:
+
+1. **No audit trail**: Teams couldn't answer "what did this feature view look like last week?" or "who changed the schema and when?"
+2. **No safe rollback**: If a schema change broke a downstream model, there was no way to revert without manually reconstructing the previous definition.
+3. **No multi-version serving**: During migrations, teams often need to serve both old and new schemas simultaneously (e.g., model A uses v1 features, model B uses v2 features). This required creating entirely separate feature views.
+
+## Decision
+
+Add automatic version tracking to Feast feature views. Every time `feast apply` detects a schema or UDF change, a versioned snapshot is saved to the registry.
+
+### Core Concepts
+
+- **Version number**: Auto-incrementing integer (v0, v1, v2, ...) for each schema-significant change.
+- **Version snapshot**: Serialized copy of the full feature view proto stored in the registry.
+- **Version pin**: Setting `version="v2"` on a feature view replaces the active definition with the v2 snapshot.
+- **Version-qualified ref**: The `@v<N>` syntax (e.g., `driver_stats@v2:trips_today`) for reading from a specific version.
+
+### What Triggers a New Version
+
+Only schema and UDF changes create new versions:
+
+- Adding, removing, or retyping feature columns.
+- Changing entities or entity columns.
+- Changing UDF code (StreamFeatureView, OnDemandFeatureView).
+
+Metadata-only changes (description, tags, owner, TTL) update the active definition in place without creating a version.
+
+### Version History Is Always-On
+
+Version history tracking is lightweight registry metadata (serialized proto snapshots). There is no performance cost to the online path. Every `feast apply` that changes a feature view will:
+
+- Record a version snapshot.
+- Support `feast feature-views list-versions <name>` to list history.
+- Support `registry.list_feature_view_versions(name, project)` programmatically.
+- Support `registry.get_feature_view_by_version(name, project, version_number)`.
+
+### Online Versioning Is Opt-In
+
+Version-qualified reads from separate online store tables are gated behind a config flag:
+
+```yaml
+registry:
+  path: data/registry.db
+  enable_online_feature_view_versioning: true
+```
+
+When enabled, `driver_stats@v2:trips_today` reads from a version-specific table (`project_driver_stats_v2`). When disabled (default), using `@v<N>` refs raises a clear error.
+
+### Version Pinning
+
+```python
+driver_stats = FeatureView(
+    name="driver_stats",
+    entities=[driver],
+    schema=[...],
+    source=my_source,
+    version="v2",  # revert to v2's definition
+)
+```
+
+Safety: The user's definition (minus the version field) must match the currently active definition. If both schema and version pin are changed, `feast apply` raises `FeatureViewPinConflict`.
+
+### Staged Publishing (`--no-promote`)
+
+The `--no-promote` flag saves a version snapshot without updating the active definition, enabling phased rollouts:
+
+```bash
+# Stage the new version
+feast apply --no-promote
+
+# Populate the v2 online table
+feast materialize --views driver_stats --version v2 ...
+
+# Migrate consumers one at a time (using @v2 refs)
+
+# Promote v2 as the default
+feast apply
+```
+
+### Materialization
+
+Each version's data lives in its own online store table. By default, `feast materialize` targets the active version. A `--version` flag targets specific versions:
+
+```bash
+feast materialize --views driver_stats --version v1 2024-01-01T00:00:00 2024-01-15T00:00:00
+```
+
+### Concurrency
+
+- **SQL registry**: Unique constraint on `(feature_view_name, project_id, version_number)` with retry logic for auto-increment races.
+- **File registry**: Last-write-wins (pre-existing limitation).
+
+### Limitations
+
+- Online store coverage: Version-qualified reads are only on SQLite initially.
+- Offline store versioning is out of scope.
+- No mechanism to prune old versions.
+- Cross-version joins in `get_historical_features` are not supported.
+
+## Consequences
+
+### Positive
+
+- Full audit trail of schema changes for every feature view.
+- Safe rollback capability through version pinning.
+- Multi-version serving enables gradual migrations without creating duplicate feature views.
+- Always-on history tracking with zero performance cost to the online path.
+- Staged publishing supports safe, phased rollouts of breaking changes.
+
+### Negative
+
+- Version-qualified online reads are initially limited to SQLite.
+- Offline versioning is not supported, creating a gap for reproducing historical training data.
+- No version pruning mechanism may lead to unbounded growth in long-lived feature views.
+- Concurrency handling differs between SQL and file registries.
+
+## References
+
+- Original RFC: [Feature View Versioning](https://docs.google.com/document/d/1OE-S-10kdBwxWHG4TI_zdg_VAQNST38IkSVmQkCfjeQ/edit)
+- Pull Request: [#6101](https://github.com/feast-dev/feast/pull/6101)
+- Implementation: `sdk/python/feast/feature_view.py` (version fields), `docs/adr/feature-view-versioning.md`
diff --git a/docs/adr/ADR-0009-contribution-extensibility.md b/docs/adr/ADR-0009-contribution-extensibility.md
new file mode 100644
index 00000000000..4e5c94a01de
--- /dev/null
+++ b/docs/adr/ADR-0009-contribution-extensibility.md
@@ -0,0 +1,87 @@
+# ADR-0009: Contribution and Extensibility Architecture
+
+## Status
+
+Accepted
+
+## Context
+
+A design goal for Feast is that it should be extensible and easy to use with different technologies (storage, compute, deployment environments). After the launch of Feast 0.10, community interest grew in adding support for new online stores (Dynamo, Redis, Cassandra, HBase) and custom compute engines (Dataflow, Flink).
+
+However, several problems existed:
+
+1. **No decoupled interfaces**: Online stores were not decoupled from providers, so new online store contributions required building entire new providers.
+2. **No contrib path**: Contributors had no way to extend the core codebase with experimental code while benefiting from the test suite.
+3. **No plugin system**: No clearly defined plugin points for Providers, Offline Stores, Online Stores, and Compute, where code could live outside the Feast codebase.
+
+## Decision
+
+Introduce a three-tier extensibility architecture: **Interfaces**, **Contrib**, and **Plugins**.
+
+### Interfaces
+
+Create abstract base classes for `OnlineStore`, `OfflineStore`, and `Provider` so that different providers can reuse functionality without reimplementing it:
+
+```
+Provider (top-level orchestrator)
+├── OnlineStore (abstract)
+├── OfflineStore (abstract)
+└── Compute (future)
+```
+
+### Contrib Module
+
+Add a `contrib` module to the Feast SDK for community-contributed implementations:
+
+```
+feast/
+└── contrib/
+    ├── compute/
+    │   └── spark.py
+    ├── offline_stores/
+    │   └── postgres.py
+    ├── online_stores/
+    │   ├── cassandra.py
+    │   └── hbase.py
+    └── providers/
+        └── azure.py
+```
+
+Contrib implementations are referenced by classpath in `feature_store.yaml`:
+
+```yaml
+online_store:
+  type: feast.contrib.online_stores.hbase.HbaseOnlineStore
+```
+
+Each contrib module follows a convention: a `*Config` class for configuration and a `*Test` class for setup/teardown of test infrastructure (e.g., Docker containers). Contrib code is covered by CI but failures produce warnings only.
+
+### Plugins
+
+External Python packages can be imported and used from within Feast without merging code upstream:
+
+```yaml
+provider:
+  type: my_company_feast.MyCompanyFeastProvider
+```
+
+The key difference: contrib code is covered by Feast's test suite; external plugins are not.
+
+## Consequences
+
+### Positive
+
+- Enabled a large ecosystem of community-contributed stores (Cassandra, HBase, Postgres, Spark, Trino, etc.).
+- Teams can extend Feast without forking or merging code upstream.
+- Clear separation between core, community-contributed, and external plugin code.
+- Consistent testing patterns across all contrib implementations.
+
+### Negative
+
+- Contrib code may become unmaintained if original contributors disengage.
+- Plugin interface requires careful versioning to avoid breaking external implementations.
+
+## References
+
+- Original RFC: [Feast RFC-014: Contribution Plan](https://docs.google.com/document/d/1MD0aS2_hGzd1tJ7DNjE3NgEtcuekh3O06OeQ9aavylY/edit)
+- Implementation: `sdk/python/feast/infra/online_stores/`, `sdk/python/feast/infra/offline_stores/`, `sdk/python/feast/infra/contrib/`
diff --git a/docs/adr/ADR-0010-vector-database-integration.md b/docs/adr/ADR-0010-vector-database-integration.md
new file mode 100644
index 00000000000..e5a40e22c8e
--- /dev/null
+++ b/docs/adr/ADR-0010-vector-database-integration.md
@@ -0,0 +1,89 @@
+# ADR-0010: Vector Database Integration for LLM/RAG Support
+
+## Status
+
+Accepted
+
+## Context
+
+Feast is an abstraction layer for ML infrastructure that integrates with diverse online and offline data sources. With the rise of Large Language Model (LLM) applications, particularly Retrieval Augmented Generation (RAG), there was a need to support:
+
+- Transforming document data into embeddings (features).
+- Loading embeddings into vector-capable databases (online stores).
+- Retrieving the most similar documents given a query embedding at serving time.
+
+These capabilities align naturally with Feast's existing concepts of feature views, materialization, and online serving, but required a new retrieval interface for similarity search.
+
+## Decision
+
+Extend Feast's online store interface with a `retrieve_online_documents` method that performs approximate nearest neighbor (ANN) search.
+
+### Core Design
+
+Treat embeddings/vectors as features within existing feature views. Add a new retrieval interface to online stores:
+
+```python
+class OnlineStore:
+    def retrieve_online_documents(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        requested_feature: str,
+        embedding: List[float],
+        top_k: int,
+        distance_metric: Optional[str] = None,
+    ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
+        ...
+```
+
+### Supported Stores
+
+Online stores that implement vector search:
+
+- **PostgreSQL with pgvector**: ANN search using HNSW and IVFFlat indexes.
+- **Elasticsearch**: Vector similarity search with hybrid search capabilities.
+- **Milvus**: Dedicated vector database with large-scale ANN support.
+- **Qdrant**: Vector similarity search engine.
+- **SQLite with sqlite-vec**: Lightweight local vector search.
+
+### Usage
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+
+# Retrieve top-k similar documents
+results = store.retrieve_online_documents(
+    feature="document_embeddings:embedding",
+    query=query_embedding,
+    top_k=5,
+)
+```
+
+### Key Decisions
+
+- **Embeddings as features**: Rather than introducing a new primitive, embeddings are stored as features in existing feature views. This reuses Feast's materialization, versioning, and serving infrastructure.
+- **Interface on OnlineStore**: The `retrieve_online_documents` method is added to the `OnlineStore` interface, allowing each store implementation to use its native vector search capabilities.
+- **Incremental store support**: Not all online stores support vector search. Stores that don't implement the method raise a clear error. New stores are added based on community demand and contributions.
+
+## Consequences
+
+### Positive
+
+- Feast naturally extends from MLops to LLMops/RAG use cases.
+- Reuses existing Feast concepts (feature views, materialization, online stores) without introducing new primitives.
+- Multiple vector database backends supported, giving users flexibility.
+- RAG applications can use Feast as a unified feature and document store.
+
+### Negative
+
+- Vector search capabilities vary significantly across stores (e.g., hybrid search in Elasticsearch vs. pure ANN in others). Feast's interface targets the lowest common denominator.
+- Embedding pipeline (encoding documents into vectors) is not fully managed by Feast; users handle this externally.
+
+## References
+
+- Original RFC: [Feast RFC-040: Document Store / LLM Extension](https://docs.google.com/document/d/18IWzLEA9i2lDWnbfbwXnMCg3StlqaLVI-uRpQjr_Vos/edit)
+- GitHub Issue: [#3965](https://github.com/feast-dev/feast/issues/3965)
+- Implementation: Online store implementations in `sdk/python/feast/infra/online_stores/`
+- Examples: `examples/rag/`, `examples/online_store/pgvector_tutorial/`, `examples/online_store/milvus_tutorial/`
diff --git a/docs/adr/ADR-0011-data-quality-monitoring.md b/docs/adr/ADR-0011-data-quality-monitoring.md
new file mode 100644
index 00000000000..55df3aa1ddd
--- /dev/null
+++ b/docs/adr/ADR-0011-data-quality-monitoring.md
@@ -0,0 +1,90 @@
+# ADR-0011: Data Quality Monitoring
+
+## Status
+
+Accepted
+
+## Context
+
+Data quality issues can significantly impact ML model performance. Several complex data problems needed to be addressed:
+
+- **Data consistency**: New training datasets can differ significantly from previous datasets, potentially requiring changes in model architecture.
+- **Upstream pipeline bugs**: Bugs in upstream pipelines can cause invalid values to overwrite existing valid values in an online store.
+- **Training/serving skew**: Distribution shift between training and serving data can decrease model performance.
+
+Feast needed a mechanism to validate data at retrieval time to catch these issues before they affect model training or serving.
+
+## Decision
+
+Introduce a Data Quality Monitoring (DQM) module that validates datasets against user-curated rules, initially targeting historical retrieval (training dataset generation).
+
+### Design
+
+The validation process uses a **reference dataset** and a **profiler** pattern:
+
+1. User prepares a reference dataset (saved from a known-good historical retrieval).
+2. User defines a profiler function that produces a profile (set of expectations) from a dataset.
+3. Validation is performed by comparing the tested dataset against the reference profile.
+
+### Integration with Great Expectations
+
+The initial implementation uses [Great Expectations](https://greatexpectations.io/) as the validation engine:
+
+```python
+from feast.dqm.profilers.ge_profiler import ge_profiler
+from great_expectations.dataset import Dataset
+from great_expectations.core.expectation_suite import ExpectationSuite
+
+@ge_profiler
+def my_profiler(dataset: Dataset) -> ExpectationSuite:
+    dataset.expect_column_max_to_be_between("column", 1, 2)
+    dataset.expect_column_values_to_not_be_null("important_feature")
+    return dataset.get_expectation_suite()
+```
+
+### Usage
+
+Validation is triggered during historical feature retrieval via a `validation_reference` parameter:
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+
+job = store.get_historical_features(...)
+df = job.to_df(
+    validation_reference=store
+        .get_saved_dataset("my_reference_dataset")
+        .as_reference(profiler=my_profiler)
+)
+```
+
+If validation fails, a `ValidationFailed` exception is raised with details for all expectations that didn't pass. If validation succeeds, the materialized dataset is returned normally.
+
+### Key Decisions
+
+- **Profiler-based approach**: Users define their own validation rules via profiler functions rather than Feast prescribing fixed validation rules.
+- **Great Expectations integration**: Leverages an established data validation framework rather than building custom validation logic.
+- **Validation at retrieval time**: Validation is performed when datasets are materialized (`.to_df()` or `.to_arrow()`), not during ingestion.
+- **ValidationReference as a registry object**: Saved datasets and their validation references are stored in the Feast registry for reuse.
+
+## Consequences
+
+### Positive
+
+- Users can detect data quality issues before they affect model training.
+- Flexible profiler pattern allows custom validation rules per use case.
+- Integration with Great Expectations provides a rich set of built-in expectations.
+- Reference datasets provide a baseline for detecting data drift.
+
+### Negative
+
+- Currently limited to historical retrieval; online store write/read validation is planned but not yet implemented.
+- Dependency on Great Expectations adds to the install footprint (optional via `feast[ge]`).
+- Automatic profiling capabilities are limited; manual expectation crafting is recommended.
+
+## References
+
+- Original RFC: Feast RFC-027: Data Quality Monitoring 
+- Implementation: `sdk/python/feast/dqm/`, `sdk/python/feast/saved_dataset.py`
+- Documentation: [Data Quality Monitoring](../reference/dqm.md)
diff --git a/docs/adr/ADR-TEMPLATE.md b/docs/adr/ADR-TEMPLATE.md
new file mode 100644
index 00000000000..084dc3d20f9
--- /dev/null
+++ b/docs/adr/ADR-TEMPLATE.md
@@ -0,0 +1,31 @@
+# ADR-XXXX: Title
+
+## Status
+
+Proposed | Accepted | Deprecated | Superseded
+
+## Context
+
+Describe the context and problem statement. What is the issue that motivated this decision?
+
+## Decision
+
+Describe the decision that was made. Include any relevant design details, API examples, or architecture diagrams.
+
+## Consequences
+
+### Positive
+
+- List positive outcomes of this decision.
+
+### Negative
+
+- List any trade-offs or negative outcomes.
+
+### Neutral
+
+- List any neutral observations.
+
+## References
+
+- Link to the original RFC, GitHub issues, or pull requests.
diff --git a/docs/adr/README.md b/docs/adr/README.md
new file mode 100644
index 00000000000..49e20f81885
--- /dev/null
+++ b/docs/adr/README.md
@@ -0,0 +1,37 @@
+# Architecture Decision Records (ADR)
+
+This directory contains Architecture Decision Records (ADRs) for the Feast project. ADRs document significant architectural decisions made during the development of Feast, providing context, rationale, and consequences for each decision.
+
+## What is an ADR?
+
+An Architecture Decision Record captures a single architectural decision, including the context in which it was made, the decision itself, and the expected consequences. ADRs serve as a historical record for current and future contributors to understand why the project is structured the way it is.
+
+## ADR Index
+
+| ADR | Title | Status | Original RFC |
+|-----|-------|--------|-------------|
+| [ADR-0001](ADR-0001-feature-services.md) | Feature Services | Accepted | RFC-015 |
+| [ADR-0002](ADR-0002-component-refactor.md) | Component Refactor | Accepted | RFC-020 |
+| [ADR-0003](ADR-0003-on-demand-transformations.md) | On-Demand Transformations | Accepted | RFC-021 |
+| [ADR-0004](ADR-0004-entity-join-key-mapping.md) | Entity Join Key Mapping | Accepted | RFC-023 |
+| [ADR-0005](ADR-0005-stream-transformations.md) | Stream Transformations | Accepted | RFC-036 |
+| [ADR-0006](ADR-0006-kubernetes-operator.md) | Kubernetes Operator | Accepted | RFC-042 |
+| [ADR-0007](ADR-0007-unified-feature-transformations.md) | Unified Feature Transformations and Feature Views | Accepted | RFC-043 |
+| [ADR-0008](ADR-0008-feature-view-versioning.md) | Feature View Versioning | Accepted | Feature View Versioning RFC |
+| [ADR-0009](ADR-0009-contribution-extensibility.md) | Contribution and Extensibility Architecture | Accepted | RFC-014 |
+| [ADR-0010](ADR-0010-vector-database-integration.md) | Vector Database Integration for LLM/RAG Support | Accepted | RFC-040 |
+| [ADR-0011](ADR-0011-data-quality-monitoring.md) | Data Quality Monitoring | Accepted | RFC-027 |
+
+## Creating a New ADR
+
+1. Copy the [ADR template](ADR-TEMPLATE.md) to a new file with the next sequential number.
+2. Fill in all sections of the template.
+3. Submit a pull request with the new ADR.
+4. Once the RFC is finalized and approved, update the ADR status to "Accepted".
+
+## ADR Statuses
+
+- **Proposed**: The decision is under discussion.
+- **Accepted**: The decision has been accepted and is being (or has been) implemented.
+- **Deprecated**: The decision is no longer relevant due to changes in the project.
+- **Superseded**: The decision has been replaced by a newer ADR.
diff --git a/docs/rfcs/feature-view-versioning.md b/docs/adr/feature-view-versioning.md
similarity index 100%
rename from docs/rfcs/feature-view-versioning.md
rename to docs/adr/feature-view-versioning.md
diff --git a/docs/getting-started/concepts/feast-types.md b/docs/getting-started/concepts/feast-types.md
index df95ea3bc2a..7d864b6a18f 100644
--- a/docs/getting-started/concepts/feast-types.md
+++ b/docs/getting-started/concepts/feast-types.md
@@ -12,7 +12,7 @@ Feast supports the following categories of data types:
 - **UUID types**: `Uuid` and `TimeUuid` for universally unique identifiers. Stored as strings at the proto level but deserialized to `uuid.UUID` objects in Python.
 - **Array types**: ordered lists of any primitive type, e.g. `Array(Int64)`, `Array(String)`, `Array(Uuid)`.
 - **Set types**: unordered collections of unique values for any primitive type, e.g. `Set(String)`, `Set(Int64)`. Set types are not inferred by any backend and must be explicitly declared. They are best suited for online serving use cases.
-- **Map types**: dictionary-like structures with string keys and values that can be any supported Feast type (including nested maps), e.g. `Map`, `Array(Map)`.
+- **Map types**: dictionary-like structures. `Map` has string keys and values that can be any supported Feast type (including nested maps), e.g. `Map`, `Array(Map)`. `ScalarMap` has non-string scalar keys (int, float, bool, UUID, Decimal, bytes, datetime) — Feast infers `ScalarMap` automatically when the first key is not a string. `ScalarMap` must be explicitly declared in schema and is not inferred by any backend.
 - **JSON type**: opaque JSON data stored as a string at the proto level but semantically distinct from `String` — backends use native JSON types (`jsonb`, `VARIANT`, etc.), e.g. `Json`, `Array(Json)`.
 - **Struct type**: schema-aware structured type with named, typed fields. Unlike `Map` (which is schema-free), a `Struct` declares its field names and their types, enabling schema validation, e.g. `Struct({"name": String, "age": Int32})`.
 
@@ -41,8 +41,8 @@ Map, JSON, and Struct types are supported across all major Feast backends:
 | Spark | `struct<...>` | `Struct` |
 | Spark | `array<struct<...>>` | `Array(Struct(...))` |
 | MSSQL | `nvarchar(max)` | `Map`, `Json`, `Struct` |
-| DynamoDB | Proto bytes | `Map`, `Json`, `Struct` |
-| Redis | Proto bytes | `Map`, `Json`, `Struct` |
+| DynamoDB | Proto bytes | `Map`, `Json`, `Struct`, `ScalarMap` |
+| Redis | Proto bytes | `Map`, `Json`, `Struct`, `ScalarMap` |
 | Milvus | `VARCHAR` (serialized) | `Map`, `Json`, `Struct` |
 
 **Note**: When the backend native type is ambiguous (e.g., `jsonb` could be `Map`, `Json`, or `Struct`), the **schema-declared Feast type takes precedence**. The backend-to-Feast type mappings above are only used for schema inference when no explicit type is provided.
diff --git a/docs/getting-started/concepts/feature-retrieval.md b/docs/getting-started/concepts/feature-retrieval.md
index c7b414af806..b3c4062edfd 100644
--- a/docs/getting-started/concepts/feature-retrieval.md
+++ b/docs/getting-started/concepts/feature-retrieval.md
@@ -297,6 +297,59 @@ training_df = store.get_historical_features(
 ).to_df()
 ```
 
+### Step 3: Choosing an output format
+
+`get_historical_features()` returns a `RetrievalJob` object. You can convert it
+to the format that suits your downstream pipeline:
+
+**Data conversion methods**
+
+| Method | Returns | When to use |
+|---|---|---|
+| `.to_df()` | `pandas.DataFrame` | General-purpose; scikit-learn, XGBoost, statsmodels |
+| `.to_feast_df()` | `FeastDataFrame` | Feast-native wrapper with engine metadata; preferred for Feast-internal tooling |
+| `.to_arrow()` | `pyarrow.Table` | Arrow-native pipelines, Polars, DuckDB, zero-copy interchange |
+| `.to_tensor(kind="torch")` | `Dict[str, torch.Tensor]` | Direct PyTorch training loops; numeric columns become tensors |
+| `.to_ray_dataset()` | `ray.data.Dataset` | Ray Train, Ray Serve, distributed ML workloads |
+
+**Persistence methods**
+
+| Method | Effect | When to use |
+|---|---|---|
+| `.persist(storage)` | Writes result to offline storage | Save a training dataset for later reuse or auditing |
+| `.to_remote_storage()` | Exports result to S3/GCS as Parquet files | Hand off to external systems or data pipelines |
+
+#### Retrieving as a Ray Dataset
+
+`to_ray_dataset()` is a **first-class method** on every `RetrievalJob`. When
+the underlying offline store is a `RayOfflineStore`, the dataset is returned
+directly without a copy through Arrow. For all other offline stores, a
+zero-copy Arrow → Ray Dataset conversion is used as a fallback.
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+
+# to_ray_dataset() is a first-class method on the RetrievalJob — chain it
+# directly after get_historical_features().
+ray_ds = store.get_historical_features(
+    entity_df=entity_df,
+    features=["driver_hourly_stats:conv_rate", "driver_hourly_stats:acc_rate"],
+).to_ray_dataset()
+
+# Use with Ray Train
+import ray.train
+trainer = ray.train.torch.TorchTrainer(
+    train_loop_per_worker=...,
+    datasets={"train": ray_ds},
+)
+```
+
+> **Note:** `to_ray_dataset()` requires `feast[ray]` to be installed.
+
+---
+
 ## Retrieving online features (for model inference)
 Feast will ensure the latest feature values for registered features are available. At retrieval time, you need to supply a list of **entities** and the corresponding **features** to be retrieved. Similar to `get_historical_features`, we recommend using feature services as a mechanism for grouping features in a model version.
 
diff --git a/docs/getting-started/concepts/feature-view.md b/docs/getting-started/concepts/feature-view.md
index ee70d5024dd..5be9b287305 100644
--- a/docs/getting-started/concepts/feature-view.md
+++ b/docs/getting-started/concepts/feature-view.md
@@ -23,6 +23,8 @@ Feature views consist of:
 * a name to uniquely identify this feature view in the project.
 * (optional, but recommended) a schema specifying one or more [features](feature-view.md#field) (without this, Feast will infer the schema by reading from the data source)
 * (optional, but recommended) metadata (for example, description, or other free-form metadata via `tags`)
+* (optional) `owner`: the email of the primary maintainer
+* (optional) `org`: the organizational unit that owns the feature view (e.g. `"ads"`, `"search"`); useful for grouping feature views by team or product area
 * (optional) a TTL, which limits how far back Feast will look when generating historical datasets
 * (optional) `enable_validation=True`, which enables schema validation during materialization (see [Schema Validation](#schema-validation) below)
 
@@ -270,7 +272,7 @@ def transformed_conv_rate(features_df: pd.DataFrame) -> pd.DataFrame:
 
 A stream feature view is an extension of a normal feature view. The primary difference is that stream feature views have both stream and batch data sources, whereas a normal feature view only has a batch data source.
 
-Stream feature views should be used instead of normal feature views when there are stream data sources (e.g. Kafka and Kinesis) available to provide fresh features in an online setting. Here is an example definition of a stream feature view with an attached transformation:
+Stream feature views should be used instead of normal feature views when there are stream data sources (e.g. Kafka and Kinesis) available to provide fresh features in an online setting. Like regular feature views, stream feature views support the optional `org` field for grouping by organizational unit. Here is an example definition of a stream feature view with an attached transformation:
 
 ```python
 from datetime import timedelta
@@ -308,6 +310,7 @@ driver_stats_stream_source = KafkaSource(
     timestamp_field="event_timestamp",
     online=True,
     source=driver_stats_stream_source,
+    org="ads",  # optional
 )
 def driver_hourly_stats_stream(df: DataFrame):
     from pyspark.sql.functions import col
diff --git a/docs/getting-started/genai.md b/docs/getting-started/genai.md
index d8798b481d7..f65aeac85e2 100644
--- a/docs/getting-started/genai.md
+++ b/docs/getting-started/genai.md
@@ -56,6 +56,53 @@ The transformation workflow typically involves:
 3. **Chunking**: Split documents into smaller, semantically meaningful chunks
 4. **Embedding Generation**: Convert text chunks into vector embeddings
 5. **Storage**: Store embeddings and metadata in Feast's feature store
+
+### DocEmbedder: End-to-End Document Ingestion Pipeline
+
+The `DocEmbedder` class provides an end-to-end pipeline for ingesting documents into Feast's online vector store. It handles chunking, embedding generation, and writing results -- all in a single step.
+
+#### Key Components
+
+* **`DocEmbedder`**: High-level orchestrator that runs the full pipeline: chunk → embed → schema transform → write to online store
+* **`BaseChunker` / `TextChunker`**: Pluggable chunking layer. `TextChunker` splits text by word count with configurable `chunk_size`, `chunk_overlap`, `min_chunk_size`, and `max_chunk_chars`
+* **`BaseEmbedder` / `MultiModalEmbedder`**: Pluggable embedding layer with modality routing. `MultiModalEmbedder` supports text (via sentence-transformers) and image (via CLIP) with lazy model loading
+* **`SchemaTransformFn`**: A user-defined function that transforms the chunked + embedded DataFrame into the format expected by the FeatureView schema
+
+#### Quick Example
+
+```python
+from feast import DocEmbedder
+import pandas as pd
+
+# Prepare your documents
+df = pd.DataFrame({
+    "id": ["doc1", "doc2"],
+    "text": ["First document content...", "Second document content..."],
+})
+
+# Create DocEmbedder -- automatically generates a FeatureView and applies the repo
+embedder = DocEmbedder(
+    repo_path="feature_repo/",
+    feature_view_name="text_feature_view",
+)
+
+# Embed and ingest documents in one step
+result = embedder.embed_documents(
+    documents=df,
+    id_column="id",
+    source_column="text",
+    column_mapping=("text", "text_embedding"),
+)
+```
+
+#### Features
+
+* **Auto-generates FeatureView**: Creates a Python file with Entity and FeatureView definitions compatible with `feast apply`
+* **Auto-applies repo**: Registers the generated FeatureView in the registry automatically
+* **Custom schema transform**: Provide your own `SchemaTransformFn` to control how chunked + embedded data maps to your FeatureView schema
+* **Extensible**: Subclass `BaseChunker` or `BaseEmbedder` to plug in your own chunking or embedding strategies
+
+For a complete walkthrough, see the [DocEmbedder tutorial notebook](../../examples/rag-retriever/rag_feast_docembedder.ipynb).
 ### Feature Transformation for LLMs
 
 Feast supports transformations that can be used to:
@@ -89,6 +136,17 @@ Implement semantic search by:
 2. Converting search queries to embeddings
 3. Finding semantically similar documents using vector search
 
+### AI Agents with Context and Memory
+
+Feast can serve as both the **context provider** and **persistent memory layer** for AI agents. Unlike stateless RAG pipelines, agents make autonomous decisions about which tools to call and can write state back to the feature store:
+
+1. **Structured context**: Retrieve customer profiles, account data, and other entity-keyed features
+2. **Knowledge retrieval**: Search vector embeddings for relevant documents
+3. **Persistent memory**: Store and recall per-entity interaction history (last topic, resolution, preferences) using `write_to_online_store`
+4. **Governed access**: All reads and writes are subject to the same RBAC, TTL, and audit policies as any other feature
+
+With MCP enabled, agents built with any framework (LangChain, LlamaIndex, CrewAI, AutoGen, or custom) can discover and call Feast tools dynamically. See the [Feast-Powered AI Agent example](../../examples/agent_feature_store/) and the blog post [Building AI Agents with Feast](https://feast.dev/blog/feast-agents-mcp/) for a complete walkthrough.
+
 ### Scaling with Spark Integration
 
 Feast integrates with Apache Spark to enable large-scale processing of unstructured data for GenAI applications:
@@ -167,9 +225,11 @@ The MCP integration uses the `fastapi_mcp` library to automatically transform yo
 The fastapi_mcp integration automatically exposes your Feast feature server's FastAPI endpoints as MCP tools. This means AI assistants can:
 
 * **Call `/get-online-features`** to retrieve features from the feature store
+* **Call `/retrieve-online-documents`** to perform vector similarity search
+* **Call `/write-to-online-store`** to persist agent state (memory, notes, interaction history)
 * **Use `/health`** to check server status  
 
-For a complete example, see the [MCP Feature Store Example](../../examples/mcp_feature_store/).
+For a basic MCP example, see the [MCP Feature Store Example](../../examples/mcp_feature_store/). For a full agent with persistent memory, see the [Feast-Powered AI Agent Example](../../examples/agent_feature_store/).
 
 ## Learn More
 
@@ -177,10 +237,13 @@ For more detailed information and examples:
 
 * [Vector Database Reference](../reference/alpha-vector-database.md)
 * [RAG Tutorial with Docling](../tutorials/rag-with-docling.md)
+* [DocEmbedder Tutorial Notebook](../../examples/rag-retriever/rag_feast_docembedder.ipynb)
 * [RAG Fine Tuning with Feast and Milvus](../../examples/rag-retriever/README.md)
 * [Milvus Quickstart Example](https://github.com/feast-dev/feast/tree/master/examples/rag/milvus-quickstart.ipynb)
 * [Feast + Ray: Distributed Processing for RAG Applications](https://feast.dev/blog/feast-ray-distributed-processing/)
 * [MCP Feature Store Example](../../examples/mcp_feature_store/)
+* [Feast-Powered AI Agent Example (with Memory)](../../examples/agent_feature_store/)
+* [Blog: Building AI Agents with Feast](https://feast.dev/blog/feast-agents-mcp/)
 * [MCP Feature Server Reference](../reference/feature-servers/mcp-feature-server.md)
 * [Spark Data Source](../reference/data-sources/spark.md)
 * [Spark Offline Store](../reference/offline-stores/spark.md)
diff --git a/docs/getting-started/quickstart.md b/docs/getting-started/quickstart.md
index e98425f9149..aa56d09b1d8 100644
--- a/docs/getting-started/quickstart.md
+++ b/docs/getting-started/quickstart.md
@@ -666,6 +666,7 @@ show up in the upcoming concepts + architecture + tutorial pages as well.
 
 ## Next steps
 
+* Run `feast demo-notebooks` to generate tailored Jupyter notebooks for your project. See [Demo Notebooks](../tutorials/demo-notebooks.md).
 * Read the [Concepts](concepts/) page to understand the Feast data model.
 * Read the [Architecture](architecture/) page.
 * Check out our [Tutorials](../tutorials/tutorials-overview/) section for more examples on how to use Feast.
diff --git a/docs/how-to-guides/feast-on-kubernetes.md b/docs/how-to-guides/feast-on-kubernetes.md
index f5df67273bb..923fc387032 100644
--- a/docs/how-to-guides/feast-on-kubernetes.md
+++ b/docs/how-to-guides/feast-on-kubernetes.md
@@ -10,6 +10,10 @@ Kubernetes is a common target environment for running Feast in production. You c
 2. Run scheduled and ad-hoc jobs (e.g. materialization jobs) as Kubernetes Jobs.
 3. Operate Feast components using Kubernetes-native primitives.
 
+{% hint style="info" %}
+**Planning a production deployment?** See the [Feast Production Deployment Topologies](./production-deployment-topologies.md) guide for architecture diagrams, sample FeatureStore CRs, RBAC policies, infrastructure recommendations, and scaling best practices across Minimal, Standard, and Enterprise topologies.
+{% endhint %}
+
 ## Feast Operator
 
 To deploy Feast components on Kubernetes, use the included [feast-operator](../../infra/feast-operator).
@@ -64,6 +68,12 @@ spec:
 
 > _More advanced FeatureStore CR examples can be found in the feast-operator [samples directory](../../infra/feast-operator/config/samples)._
 
+{% hint style="info" %}
+**Advanced configuration:** To configure persistence, metrics, MCP, OpenLineage, security,
+batch jobs, and more via the operator, see the
+[Operator Configuration Guides](feast-operator/README.md).
+{% endhint %}
+
 ## Upgrading the Operator
 
 ### OLM-managed installations
diff --git a/docs/how-to-guides/feast-operator/01-project-provisioning.md b/docs/how-to-guides/feast-operator/01-project-provisioning.md
new file mode 100644
index 00000000000..b54ce57eeeb
--- /dev/null
+++ b/docs/how-to-guides/feast-operator/01-project-provisioning.md
@@ -0,0 +1,190 @@
+# Guide 1 — Project Provisioning
+
+The operator needs a Feast feature repository (a directory containing `feature_store.yaml`
+and Python feature-view definitions) to work from. `spec.feastProjectDir` controls how that
+directory is created inside the pods. Exactly one of `git` or `init` must be set.
+
+---
+
+## Option A — Clone from a Git repository (`feastProjectDir.git`)
+
+The operator runs an init container that clones the repository before the Feast processes
+start. Use this for production: your feature definitions live in version control and the
+operator tracks a specific commit or branch.
+
+### Minimal example
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-feature-store
+spec:
+  feastProject: credit_scoring
+  feastProjectDir:
+    git:
+      url: https://github.com/my-org/feast-feature-repo
+      ref: main          # branch, tag, or commit SHA
+```
+
+### Pinning to a specific commit (recommended for production)
+
+```yaml
+feastProjectDir:
+  git:
+    url: https://github.com/my-org/feast-feature-repo
+    ref: 598a270        # immutable SHA — no surprise changes on pod restart
+```
+
+### Monorepo: feature repo in a subdirectory
+
+When the Feast feature repository lives inside a larger monorepo, use `featureRepoPath`
+to point at the subdirectory (relative path, no leading `/`):
+
+```yaml
+feastProjectDir:
+  git:
+    url: https://github.com/my-org/data-platform
+    ref: e959053
+    featureRepoPath: ml/feast/feature_repo   # relative to repo root
+```
+
+### Private repositories — token authentication
+
+Create a Kubernetes Secret containing the token:
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: git-token
+stringData:
+  TOKEN: <your-personal-access-token>
+```
+
+Reference the Secret from `envFrom` and rewrite the remote URL via `configs`:
+
+```yaml
+feastProjectDir:
+  git:
+    url: https://github.com/my-org/private-repo
+    configs:
+      # Replaces the HTTPS URL with one that includes the token
+      'url."https://api:${TOKEN}@github.com/".insteadOf': 'https://github.com/'
+    envFrom:
+      - secretRef:
+          name: git-token
+```
+
+### Disabling TLS verification (not recommended for production)
+
+```yaml
+feastProjectDir:
+  git:
+    url: https://internal-git.corp/feast-repo
+    configs:
+      http.sslVerify: 'false'
+```
+
+### Full `git` field reference
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `url` | string | Repository URL (HTTPS or SSH) |
+| `ref` | string | Branch, tag, or commit SHA. Defaults to the remote HEAD |
+| `featureRepoPath` | string | Relative path within the repo to the feature repository directory. Default: `feature_repo` |
+| `configs` | map[string]string | Key-value pairs passed to `git -c` before clone |
+| `env` | EnvVar[] | Environment variables for the git init container |
+| `envFrom` | EnvFromSource[] | Sources (Secrets, ConfigMaps) for init container environment |
+
+---
+
+## Option B — Scaffold a new project (`feastProjectDir.init`)
+
+The operator runs `feast init` on first startup to create a minimal feature repository.
+Use this for development, demos, and CI environments where you do not yet have a feature
+repo to point at.
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: feast-dev
+spec:
+  feastProject: sample_project
+  feastProjectDir:
+    init: {}           # defaults: template=local, minimal=false
+```
+
+### Templates
+
+`feast init` supports store-specific templates. Set `template` to generate a scaffold that
+matches your chosen online/offline store:
+
+```yaml
+feastProjectDir:
+  init:
+    template: spark      # scaffolds Spark-compatible feature_store.yaml
+```
+
+Available templates (validated by the CRD):
+`local` · `gcp` · `aws` · `snowflake` · `spark` · `postgres` · `hbase` · `cassandra` ·
+`hazelcast` · `couchbase` · `clickhouse`
+
+### Minimal scaffold
+
+`minimal: true` skips example feature-view files and creates only the bare
+`feature_store.yaml`:
+
+```yaml
+feastProjectDir:
+  init:
+    minimal: true
+```
+
+### Full `init` field reference
+
+| Field | Type | Default | Description |
+|-------|------|---------|-------------|
+| `template` | string | `local` | Template name for `feast init --template` |
+| `minimal` | bool | `false` | Pass `--minimal` to `feast init` |
+
+---
+
+## `feast apply` on startup
+
+By default, when the init container completes (git clone or `feast init`), the operator runs
+`feast apply` before starting the servers. This registers all feature definitions with the
+registry.
+
+To **skip** `feast apply` on pod start (e.g. you manage registry updates separately):
+
+```yaml
+services:
+  disableInitContainers: true    # skip both clone/init AND feast apply
+```
+
+Or to keep the init container but skip the apply step:
+
+```yaml
+services:
+  runFeastApplyOnInit: false
+```
+
+---
+
+## When `feastProjectDir` is omitted
+
+If neither `git` nor `init` is set, the operator mounts an empty directory. In this case
+you must supply a `feature_store.yaml` through another mechanism (e.g. a ConfigMap volume
+mount via `services.volumes` + `volumeMounts`).
+
+---
+
+## See also
+
+- [API reference — `FeastProjectDir`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#feastprojectdir)
+- [Sample: public git repo](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_git.yaml)
+- [Sample: private git repo with token](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_git_token.yaml)
+- [Sample: monorepo with featureRepoPath](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_git_repopath.yaml)
+- [Sample: feast init](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_init.yaml)
diff --git a/docs/how-to-guides/feast-operator/02-persistence.md b/docs/how-to-guides/feast-operator/02-persistence.md
new file mode 100644
index 00000000000..1097e68a6ce
--- /dev/null
+++ b/docs/how-to-guides/feast-operator/02-persistence.md
@@ -0,0 +1,307 @@
+# Guide 2 — Persistence
+
+The offline store, online store, and registry each need a place to store data. The operator
+supports two persistence patterns for each:
+
+- **File persistence** — a path on a volume (ephemeral or PVC-backed)
+- **DB/store persistence** — an external database or managed store, wired via a Kubernetes Secret
+
+The pattern is the same for all three services; only the store types differ.
+
+---
+
+## Persistence patterns at a glance
+
+| Pattern | Best for | Data survives pod restart? |
+|---------|----------|-----------------------------|
+| **File — emptyDir** | Dev / CI | No |
+| **File — PVC (ref)** | Single-node prod or testing | Yes (if PVC is retained) |
+| **File — PVC (create)** | Operator-managed storage | Yes |
+| **DB store** | Production, HA, multi-pod | Yes |
+
+---
+
+## File persistence
+
+### Ephemeral (emptyDir)
+
+The default when no `persistence` block is set. Data lives on the pod's local disk and is
+lost on restart. Suitable for development only.
+
+```yaml
+services:
+  onlineStore:
+    server: {}          # no persistence block → emptyDir
+```
+
+### PVC — reference an existing PVC
+
+When you already have a PVC provisioned (e.g. by your storage team):
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      file:
+        path: online_store.db          # filename relative to mountPath
+        pvc:
+          ref:
+            name: online-pvc           # name of the existing PVC
+          mountPath: /data/online      # where the PVC is mounted in the pod
+```
+
+### PVC — let the operator create one
+
+```yaml
+services:
+  offlineStore:
+    persistence:
+      file:
+        type: duckdb                   # offline file type: file | dask | duckdb
+        pvc:
+          create:
+            storageClassName: standard
+            resources:
+              requests:
+                storage: 20Gi
+          mountPath: /data/offline
+```
+
+Omitting `storageClassName` uses the cluster default StorageClass. Omitting `create`
+entirely creates a PVC with the operator's built-in defaults (1 Gi, default StorageClass).
+
+```yaml
+registry:
+  local:
+    persistence:
+      file:
+        path: registry.db
+        pvc:
+          create: {}                   # operator defaults: 1 Gi, default StorageClass
+          mountPath: /data/registry
+```
+
+---
+
+## DB / store persistence
+
+For production, point the operator at an external database. The operator reads connection
+details from a Kubernetes Secret and writes them into `feature_store.yaml`.
+
+### Secret format
+
+The Secret must contain one key per store component. The **key name** is the store type
+(e.g. `postgres`, `sql`, `redis`). The **value** is a YAML snippet identical to what you
+would write under the corresponding section in `feature_store.yaml`, **minus the `type:` key**
+(the operator inserts it from `persistence.store.type`).
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-data-stores
+stringData:
+  # Key for online store type "postgres"
+  postgres: |
+    host: postgres.feast.svc.cluster.local
+    port: 5432
+    database: feast
+    db_schema: public
+    user: feast
+    password: feast
+
+  # Key for registry type "sql" (SQLAlchemy URL)
+  sql: |
+    path: postgresql+psycopg://feast:feast@postgres.feast.svc.cluster.local:5432/feast  #pragma: allowlist secret
+    cache_ttl_seconds: 60
+    sqlalchemy_config_kwargs:
+      echo: false
+      pool_pre_ping: true
+```
+
+Reference the Secret from the CR:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: postgres
+        secretRef:
+          name: feast-data-stores      # key "postgres" is read automatically
+  registry:
+    local:
+      persistence:
+        store:
+          type: sql
+          secretRef:
+            name: feast-data-stores    # key "sql" is read automatically
+```
+
+> **Key lookup rule**: the operator looks up the Secret key that matches
+> `persistence.store.type` (e.g. `type: postgres` → key `postgres`).
+> Keep all stores in one Secret or split across multiple — both work.
+
+### Injecting DB credentials into the server pod
+
+The Secret key values in the example above hard-code passwords. For production, keep
+credentials in a separate Secret and inject them as environment variables using `envFrom`,
+then reference them with `${VAR}` substitution in the data-stores Secret value:
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: postgres-creds
+stringData:
+  POSTGRES_USER: feast
+  POSTGRES_PASSWORD: s3cr3t
+---
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-data-stores
+stringData:
+  postgres: |
+    host: postgres.feast.svc.cluster.local
+    port: 5432
+    database: feast
+    user: ${POSTGRES_USER}
+    password: ${POSTGRES_PASSWORD}
+```
+
+```yaml
+services:
+  onlineStore:
+    server:
+      envFrom:
+        - secretRef:
+            name: postgres-creds      # expands ${POSTGRES_USER} / ${POSTGRES_PASSWORD}
+    persistence:
+      store:
+        type: postgres
+        secretRef:
+          name: feast-data-stores
+```
+
+---
+
+## Store types by component
+
+### Online store
+
+| `type` | Secret key | SDK docs |
+|--------|------------|---------|
+| `sqlite` | `sqlite` | [SQLite](../reference/online-stores/sqlite.md) |
+| `redis` | `redis` | [Redis](../reference/online-stores/redis.md) |
+| `postgres` | `postgres` | [Postgres](../reference/online-stores/postgres.md) |
+| `cassandra` | `cassandra` | [Cassandra](../reference/online-stores/cassandra.md) |
+| `hazelcast` | `hazelcast` | [Hazelcast](../reference/online-stores/hazelcast.md) |
+| `hbase` | `hbase` | [HBase](../reference/online-stores/hbase.md) |
+| `datastore` | `datastore` | [Datastore](../reference/online-stores/datastore.md) |
+| `dynamodb` | `dynamodb` | [DynamoDB](../reference/online-stores/dynamodb.md) |
+| `bigtable` | `bigtable` | [Bigtable](../reference/online-stores/bigtable.md) |
+
+> For all store-specific YAML keys (connection options, pool sizes, etc.) see the
+> linked SDK docs — the Secret value accepts the same keys.
+
+### Offline store
+
+| `type` (file) | Notes |
+|-------|-------|
+| `file` | Default pandas-based parquet offline store |
+| `dask` | Dask-based parallel parquet |
+| `duckdb` | DuckDB in-process analytical engine |
+
+For external DB-backed offline stores (BigQuery, Snowflake, Spark, Trino, etc.), use
+`persistence.store.type` and a Secret with the matching key. See
+[Offline Stores](../reference/offline-stores/) in the SDK docs.
+
+### Registry
+
+| `type` | Secret key | Notes |
+|--------|------------|-------|
+| `file` | *(file persistence, no Secret)* | SQLite-backed file registry |
+| `sql` | `sql` | SQLAlchemy URL — supports PostgreSQL, MySQL, SQLite |
+| `snowflake.registry` | `snowflake.registry` | Snowflake-backed registry |
+
+For `sql`, the Secret value is a `path:` (SQLAlchemy URL) plus optional `cache_ttl_seconds`
+and `sqlalchemy_config_kwargs`:
+
+```yaml
+# feast-data-stores Secret, key "sql"
+sql: |
+  path: postgresql+psycopg://user:pass@host:5432/feast  #pragma: allowlist secret
+  cache_ttl_seconds: 60
+```
+
+---
+
+## Common patterns
+
+### Redis online store
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-data-stores
+stringData:
+  redis: |
+    connection_string: redis.feast.svc.cluster.local:6379
+---
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-redis
+spec:
+  feastProject: my_project
+  services:
+    onlineStore:
+      server: {}
+      persistence:
+        store:
+          type: redis
+          secretRef:
+            name: feast-data-stores
+```
+
+### Postgres for both online store and registry
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: postgres
+        secretRef:
+          name: feast-data-stores     # reads key "postgres"
+  offlineStore:
+    persistence:
+      file:
+        type: duckdb
+        pvc:
+          create: {}
+          mountPath: /data/offline
+  registry:
+    local:
+      persistence:
+        store:
+          type: sql
+          secretRef:
+            name: feast-data-stores   # reads key "sql"
+```
+
+---
+
+## See also
+
+- [API reference — `OnlineStorePersistence`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#onlinestorepersistence)
+- [API reference — `OfflineStorePersistence`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#offlinepersistence)
+- [API reference — `RegistryPersistence`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#registrypersistence)
+- [Sample: DB persistence (Postgres)](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_db_persistence.yaml)
+- [Sample: PVC persistence](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_pvc_persistence.yaml)
+- [Sample: object store (GCS)](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_gcs.yaml)
+- [Feast SDK — Online Stores](../reference/online-stores/)
+- [Feast SDK — Offline Stores](../reference/offline-stores/)
+- [Feast SDK — Registries](../reference/registries/)
diff --git a/docs/how-to-guides/feast-operator/03-serving-and-observability.md b/docs/how-to-guides/feast-operator/03-serving-and-observability.md
new file mode 100644
index 00000000000..7ecb7ef68bc
--- /dev/null
+++ b/docs/how-to-guides/feast-operator/03-serving-and-observability.md
@@ -0,0 +1,336 @@
+# Guide 3 — Serving & Observability
+
+This guide covers the `spec.services.onlineStore.serving` block and general server
+configuration (`server` block) for all Feast services: per-worker tuning, log levels,
+Prometheus metrics, offline push batching, and MCP (Model Context Protocol).
+
+---
+
+## Server configuration (`server` block)
+
+Every deployable Feast service (online store, offline store, registry, UI) accepts a
+`server` block under `spec.services.<service>`. The online and offline stores use
+`ServerConfigs`; the registry uses `RegistryServerConfigs` (adds `restAPI` / `grpc` toggles).
+
+### Enable a server
+
+An empty `server: {}` is enough to deploy a service. Without it the component is not
+deployed (e.g. the offline store runs as a local process, not as a network server):
+
+```yaml
+services:
+  onlineStore:
+    server: {}        # deploys the online feature server on port 6566
+  offlineStore:
+    server: {}        # deploys the offline feature server on port 8815
+  registry:
+    local:
+      server: {}      # deploys the registry server on port 6570
+  ui: {}              # deploys the Feast UI
+```
+
+### Log level
+
+```yaml
+services:
+  onlineStore:
+    server:
+      logLevel: debug    # debug | info | warning | error | critical
+  offlineStore:
+    server:
+      logLevel: info
+  registry:
+    local:
+      server:
+        logLevel: warning
+```
+
+### Container image and resources
+
+The operator resolves the feature server image through the following priority chain:
+
+1. **`server.image` in the CR** — per-service override, highest priority
+2. **`RELATED_IMAGE_FEATURE_SERVER` env var on the operator pod** — cluster-wide default set by OLM/platform
+3. **Built-in default** — `quay.io/feastdev/feature-server:<operator-version>`
+
+The same `RELATED_IMAGE_FEATURE_SERVER` image is used for **all server containers** (online,
+offline, registry, UI) and for the **init containers** (git clone, `feast apply`). Setting
+it overrides all of them at once without touching any CR.
+
+The **cronJob** container uses a separate env var: `RELATED_IMAGE_CRON_JOB`
+(default: `quay.io/openshift/origin-cli:4.17`).
+
+**Cluster-wide image override (operator env var)** — set this on the operator `Deployment`
+to redirect all pods cluster-wide to a different registry (e.g. a private mirror or a
+pinned digest):
+
+```sh
+kubectl set env deployment/feast-operator-controller-manager \
+  RELATED_IMAGE_FEATURE_SERVER=my-registry.example.com/feast/feature-server:custom \
+  RELATED_IMAGE_CRON_JOB=my-registry.example.com/tools/cli:latest \
+  -n feast-operator-system
+```
+
+**Per-service CR override** — for a single `FeatureStore` or to pin one service to a
+different image than the cluster default:
+
+```yaml
+services:
+  onlineStore:
+    server:
+      image: quay.io/feastdev/feature-server:0.62.0
+      resources:
+        requests:
+          cpu: "500m"
+          memory: "512Mi"
+        limits:
+          cpu: "2"
+          memory: "2Gi"
+```
+
+### Worker configuration (gunicorn)
+
+The online and offline servers run on gunicorn. Tune worker count, connections, and
+request limits:
+
+```yaml
+services:
+  onlineStore:
+    server:
+      workerConfigs:
+        workers: -1               # -1 = auto (2 × CPU cores + 1)
+        workerConnections: 1000   # simultaneous clients per worker
+        maxRequests: 1000         # requests before worker restart (memory leak prevention)
+        maxRequestsJitter: 50     # jitter to avoid thundering herd
+        keepAliveTimeout: 30      # keep-alive timeout in seconds
+        registryTtlSec: 60        # registry refresh interval in seconds
+```
+
+> **Production recommendation**: set `workers: -1` and `registryTtlSec: 60` or higher.
+> See [Online Server Performance Tuning](../online-server-performance-tuning.md)
+> for detailed guidance.
+
+### Environment variables and secrets
+
+Inject environment variables from Secrets or ConfigMaps into any server:
+
+```yaml
+services:
+  onlineStore:
+    server:
+      envFrom:
+        - secretRef:
+            name: my-db-credentials
+      env:
+        - name: FEAST_USAGE
+          value: "false"
+```
+
+### Volume mounts
+
+Mount additional volumes (ConfigMaps, Secrets, PVCs) into the server containers:
+
+```yaml
+services:
+  volumes:
+    - name: ca-cert
+      configMap:
+        name: cluster-ca
+  onlineStore:
+    server:
+      volumeMounts:
+        - name: ca-cert
+          mountPath: /etc/ssl/certs/cluster-ca.crt
+          subPath: ca.crt
+```
+
+---
+
+## TLS
+
+All servers support TLS termination. Provide a Kubernetes Secret containing the TLS
+certificate and key, and reference it from `tls`:
+
+```yaml
+services:
+  onlineStore:
+    server:
+      tls:
+        secretRef:
+          name: feast-tls       # Secret with keys tls.crt and tls.key
+```
+
+For mTLS (mutual TLS), also set a CA certificate ConfigMap:
+
+```yaml
+      tls:
+        secretRef:
+          name: feast-tls
+        caCertConfigMapRef:
+          name: cluster-ca
+        certKeyName: tls.crt    # default
+```
+
+---
+
+## Prometheus Metrics
+
+When metrics are enabled the feature server starts an HTTP server on port **8000** for
+Prometheus scraping. The operator automatically adds a `containerPort`, a Kubernetes `Service`
+port, and a `ServiceMonitor` for Prometheus discovery.
+
+### Two paths — use either or both
+
+**Path 1: CLI flag** (existing, simple)
+
+```yaml
+services:
+  onlineStore:
+    server:
+      metrics: true    # injects --metrics into feast serve; exposes port 8000
+```
+
+**Path 2: YAML config** (new, granular)
+
+```yaml
+services:
+  onlineStore:
+    serving:
+      metrics:
+        enabled: true
+        categories:
+          resource: true         # CPU / memory gauges
+          request: true          # per-endpoint latency and request counters
+          online_features: true  # feature retrieval metrics
+          push: true             # push request counters
+          materialization: true  # materialization counters and histograms
+          freshness: false       # feature freshness (can be expensive at scale)
+```
+
+Both paths expose port 8000 and create a `ServiceMonitor`. When `serving.metrics.enabled`
+is true the Python server reads it from `feature_store.yaml` directly; no `--metrics` flag
+is injected. When `server.metrics: true` is used, the `--metrics` flag is injected.
+
+> **SDK note**: `MetricsConfig` uses `extra="forbid"` in Pydantic. Only use category keys
+> that are recognized by your Feast SDK version.
+
+**Verify monitoring is wired:**
+```sh
+kubectl get servicemonitor -n <namespace>
+kubectl port-forward svc/<name>-online 8000:8000 -n <namespace>
+curl http://localhost:8000/metrics
+```
+
+---
+
+## Offline Push Batching
+
+When features are pushed to the online store via `/push`, each request also triggers a
+synchronous offline store write. At high push throughput this causes OOM. Push batching
+groups these writes into fixed-size batches flushed on a timer.
+
+```yaml
+services:
+  onlineStore:
+    serving:
+      offlinePushBatching:
+        enabled: true
+        batchSize: 1000           # max rows per batch
+        batchIntervalSeconds: 10  # flush interval in seconds
+```
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `enabled` | bool | Activates batching |
+| `batchSize` | int | Max rows per batch; flush when reached |
+| `batchIntervalSeconds` | int | Flush interval even when batch is not full |
+
+---
+
+## MCP (Model Context Protocol)
+
+MCP mounts LLM-agent-compatible tool endpoints alongside the existing REST API on port 6566.
+The REST API is not replaced — MCP is additive.
+
+The operator writes `feature_server.type: mcp` into `feature_store.yaml` only when
+`serving.mcp.enabled: true`. Setting `enabled: false` reverts to `type: local`.
+
+```yaml
+services:
+  onlineStore:
+    server: {}
+    serving:
+      mcp:
+        enabled: true
+        serverName: feast-mcp-server
+        serverVersion: "1.0.0"
+        transport: sse           # "sse" (default) or "http"
+```
+
+| Field | Type | Default | Description |
+|-------|------|---------|-------------|
+| `enabled` | bool | — | Must be `true`; `false` keeps `type: local` |
+| `serverName` | string | `feast-mcp-server` | Name advertised to MCP clients |
+| `serverVersion` | string | `1.0.0` | Version advertised to MCP clients |
+| `transport` | string | `sse` | `sse` (SSE-based) or `http` (Streamable HTTP) |
+
+MCP is mounted at `/mcp` on port 6566 — no additional Kubernetes Service is created.
+
+> **Dependency**: the feature server image must include `feast[mcp]` (`fastapi-mcp`).
+> Without it the server starts normally but MCP routes are not registered.
+
+### Registry MCP
+
+MCP can also be enabled on the **registry REST server**, exposing registry metadata
+(entities, feature views, feature services) as MCP tool endpoints. This is configured
+under `registry.local.server.mcp` and requires `restAPI: true`.
+
+```yaml
+services:
+  registry:
+    local:
+      server:
+        restAPI: true
+        mcp:
+          enabled: true
+      persistence:
+        store:
+          type: sql
+          secretRef:
+            name: feast-data-stores
+```
+
+The operator writes `registry.mcp.enabled: true` into `feature_store.yaml` when
+this field is set. A CEL validation rule enforces that `restAPI` must be `true`
+when MCP is enabled.
+
+> **Note**: Registry MCP uses only the `enabled` field — `serverName`, `serverVersion`,
+> and `transport` are not applicable to the registry server.
+
+---
+
+## `serving` vs `server` — summary
+
+| Capability | `server.*` block | `serving.*` block |
+|-----------|-----------------|------------------|
+| Enable the server | `server: {}` | — |
+| Log level | `server.logLevel` | — |
+| Workers / gunicorn | `server.workerConfigs` | — |
+| TLS | `server.tls` | — |
+| Env vars / image | `server.env`, `server.image` | — |
+| Metrics (simple) | `server.metrics: true` | — |
+| Metrics (per-category) | — | `serving.metrics.categories` |
+| Offline push batching | — | `serving.offlinePushBatching` |
+| MCP | — | `serving.mcp` |
+
+---
+
+## See also
+
+- [API reference — `ServerConfigs`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#serverconfigs)
+- [API reference — `ServingConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#servingconfig)
+- [Sample: serving + metrics + offline push batching](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_serving.yaml)
+- [Sample: MCP](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml)
+- [Sample: log levels](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_services_loglevel.yaml)
+- [Feast SDK — Python Feature Server](../reference/feature-servers/python-feature-server.md)
+- [Online Server Performance Tuning](../online-server-performance-tuning.md)
diff --git a/docs/how-to-guides/feast-operator/04-registry-topology.md b/docs/how-to-guides/feast-operator/04-registry-topology.md
new file mode 100644
index 00000000000..a74f8432fe4
--- /dev/null
+++ b/docs/how-to-guides/feast-operator/04-registry-topology.md
@@ -0,0 +1,218 @@
+# Guide 4 — Registry Topology
+
+The Feast registry stores metadata about feature views, entities, and feature services. The
+operator supports three topology options:
+
+| Topology | Use case |
+|----------|----------|
+| **Local** (file or DB) | Self-contained deployment; registry runs alongside other services |
+| **Local + server** | Local registry exposed as a gRPC / REST server for remote clients |
+| **Remote** | Multiple `FeatureStore` CRs share a single registry managed by another CR |
+
+---
+
+## Local registry
+
+### File-backed (default)
+
+```yaml
+services:
+  registry:
+    local:
+      persistence:
+        file:
+          path: registry.db
+          pvc:
+            create: {}
+            mountPath: /data/registry
+```
+
+### DB-backed (SQL / Snowflake)
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-data-stores
+stringData:
+  sql: |
+    path: postgresql+psycopg://feast:feast@postgres:5432/feast  #pragma: allowlist secret
+    cache_ttl_seconds: 60
+---
+services:
+  registry:
+    local:
+      persistence:
+        store:
+          type: sql
+          secretRef:
+            name: feast-data-stores   # reads key "sql"
+```
+
+### Exposing the registry as a server
+
+Add `server: {}` under `registry.local` to expose it on port **6570**:
+
+```yaml
+services:
+  registry:
+    local:
+      server: {}                       # exposes gRPC on 6570
+      persistence:
+        store:
+          type: sql
+          secretRef:
+            name: feast-data-stores
+```
+
+The registry server also supports REST and gRPC independently:
+
+```yaml
+registry:
+  local:
+    server:
+      restAPI: true    # enable REST API (default: true when server is set)
+      grpc: true       # enable gRPC (default: true when server is set)
+```
+
+### MCP on the registry server
+
+When the REST API is enabled, you can additionally expose registry metadata as
+MCP (Model Context Protocol) tool endpoints for LLM agents:
+
+```yaml
+services:
+  registry:
+    local:
+      server:
+        restAPI: true
+        mcp:
+          enabled: true
+      persistence:
+        store:
+          type: sql
+          secretRef:
+            name: feast-data-stores
+```
+
+The operator writes `registry.mcp.enabled: true` into `feature_store.yaml`.
+A validation rule enforces that `restAPI` must be `true` when `mcp.enabled` is `true`.
+
+See [Guide 3 — Serving & Observability](03-serving-and-observability.md#registry-mcp)
+for more details and the full MCP configuration reference.
+
+---
+
+## Remote registry
+
+A remote registry lets multiple `FeatureStore` CRs (e.g. in different namespaces or teams)
+share a single registry. One CR owns the registry; the others point at it.
+
+### Using a hostname
+
+Point at any existing Feast registry server endpoint:
+
+```yaml
+services:
+  registry:
+    remote:
+      hostname: feast-registry.feast-system.svc.cluster.local:6570
+```
+
+### Using `feastRef` (recommended for operator-managed registries)
+
+`feastRef` lets one `FeatureStore` CR reference another CR's registry without hard-coding
+hostnames. The operator resolves the Service name automatically:
+
+```yaml
+# CR that owns the registry (in namespace "feast-system")
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: registry-owner
+  namespace: feast-system
+spec:
+  feastProject: shared_project
+  services:
+    registry:
+      local:
+        server: {}
+        persistence:
+          store:
+            type: sql
+            secretRef:
+              name: feast-data-stores
+```
+
+```yaml
+# CR that consumes the shared registry (in namespace "team-a")
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: team-a-store
+  namespace: team-a
+spec:
+  feastProject: shared_project
+  services:
+    registry:
+      remote:
+        feastRef:
+          name: registry-owner
+          namespace: feast-system      # omit if same namespace
+```
+
+### Remote registry with TLS
+
+If the remote registry server uses TLS, provide the CA certificate so clients can verify it:
+
+```yaml
+services:
+  registry:
+    remote:
+      feastRef:
+        name: registry-owner
+        namespace: feast-system
+      tls:
+        configMapRef:
+          name: registry-ca-cert       # ConfigMap containing the CA cert
+        certKeyName: ca.crt            # key inside the ConfigMap (default: ca.crt)
+```
+
+---
+
+## All-remote topology
+
+For teams that deploy services independently, all services can use remote endpoints:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: client-store
+spec:
+  feastProject: my_project
+  services:
+    offlineStore:
+      remote:
+        hostname: feast-offline.feast-system.svc.cluster.local:8815
+    onlineStore:
+      remote:
+        hostname: feast-online.feast-system.svc.cluster.local:6566
+    registry:
+      remote:
+        feastRef:
+          name: central-registry
+          namespace: feast-system
+```
+
+---
+
+## See also
+
+- [API reference — `RegistryConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#registryconfig)
+- [API reference — `LocalRegistryConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#localregistryconfig)
+- [API reference — `RemoteRegistryConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#remoteregistryconfig)
+- [Sample: all remote servers](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_all_remote_servers.yaml)
+- [Sample: DB persistence](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_db_persistence.yaml)
+- [Sample: MCP](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml)
+- [Feast SDK — Registries](../reference/registries/)
diff --git a/docs/how-to-guides/feast-operator/05-security.md b/docs/how-to-guides/feast-operator/05-security.md
new file mode 100644
index 00000000000..4c28aba9805
--- /dev/null
+++ b/docs/how-to-guides/feast-operator/05-security.md
@@ -0,0 +1,190 @@
+# Guide 5 — Security
+
+The operator supports two authorization models via `spec.authz`, plus TLS for all servers.
+Authorization is optional — omitting `authz` deploys Feast with no access control.
+
+---
+
+## Kubernetes RBAC authorization
+
+Kubernetes RBAC authorization uses ServiceAccount tokens. The operator creates
+`ClusterRole`s for each named role you declare and binds them to ServiceAccounts. Feast
+servers enforce these roles on every API call.
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-rbac
+spec:
+  feastProject: feast_rbac
+  authz:
+    kubernetes:
+      roles:
+        - feast-writer     # created as a ClusterRole
+        - feast-reader
+  services:
+    offlineStore:
+      server: {}
+    onlineStore:
+      server: {}
+    registry:
+      local:
+        server: {}
+```
+
+The operator creates `ClusterRole` resources named after each entry in `roles`. Bind them
+to subjects using standard Kubernetes `ClusterRoleBinding` or `RoleBinding` resources.
+
+> Kubernetes auth requires all services to be exposed as servers (the controller rejects
+> partial configurations where some services are local while RBAC is enabled).
+
+**SDK docs**: [Feast RBAC](../reference/auth/rbac.md)
+
+---
+
+## OIDC authorization
+
+OIDC authorization validates Bearer tokens against an OIDC provider (Keycloak, Dex, etc.).
+
+### Secret format
+
+Create a Secret with the OIDC client credentials:
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: oidc-secret
+stringData:
+  client_id: <your-client-id>
+  auth_discovery_url: https://keycloak.example.com/realms/feast/.well-known/openid-configuration
+  client_secret: <your-client-secret>
+  username: <service-account-username>     # used for client-credentials flow
+  password: <service-account-password>
+```
+
+Reference the Secret from the CR:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-oidc
+spec:
+  feastProject: my_project
+  authz:
+    oidc:
+      secretRef:
+        name: oidc-secret
+```
+
+### Advanced OIDC options
+
+```yaml
+authz:
+  oidc:
+    secretRef:
+      name: oidc-secret
+    secretKeyName: client_id          # override the default Secret key name
+    tokenEnvVar: FEAST_TOKEN          # env var from which servers read the Bearer token
+    verifySSL: false                  # disable SSL verification (dev only)
+    caCertConfigMap: oidc-ca-cert     # ConfigMap with CA cert for SSL verification
+```
+
+**SDK docs**: [Feast OIDC Auth](../reference/auth/oidc.md)
+
+---
+
+## TLS for servers
+
+Each server accepts a `tls` block pointing to a Kubernetes Secret that holds the TLS
+certificate and key.
+
+### Creating a TLS Secret
+
+```sh
+kubectl create secret tls feast-tls \
+  --cert=path/to/tls.crt \
+  --key=path/to/tls.key \
+  -n <namespace>
+```
+
+### Applying TLS to servers
+
+```yaml
+services:
+  onlineStore:
+    server:
+      tls:
+        secretRef:
+          name: feast-tls
+  offlineStore:
+    server:
+      tls:
+        secretRef:
+          name: feast-tls
+  registry:
+    local:
+      server:
+        tls:
+          secretRef:
+            name: feast-tls
+```
+
+Each service can use different TLS Secrets.
+
+### Custom certificate key names
+
+By default the operator looks for keys `tls.crt` and `tls.key`. Override with:
+
+```yaml
+tls:
+  secretRef:
+    name: feast-tls
+  certKeyName: server.crt     # default: tls.crt
+```
+
+### mTLS — providing a CA certificate
+
+For mutual TLS (client certificate verification), supply a CA cert via a ConfigMap:
+
+```yaml
+tls:
+  secretRef:
+    name: feast-tls
+  caCertConfigMapRef:
+    name: client-ca-cert
+  certKeyName: tls.crt
+```
+
+---
+
+## OpenShift non-TLS mode
+
+On OpenShift, services are typically accessed via Routes with TLS termination at the edge.
+In this case it is common to run the Feast servers without internal TLS:
+
+```yaml
+# See config/samples/v1_featurestore_all_openshift_non_tls.yaml
+services:
+  onlineStore:
+    server: {}    # no tls block
+  offlineStore:
+    server: {}
+  registry:
+    local:
+      server: {}
+```
+
+---
+
+## See also
+
+- [API reference — `AuthzConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#authzconfig)
+- [API reference — `TlsConfigs`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#tlsconfigs)
+- [Sample: Kubernetes auth](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_kubernetes_auth.yaml)
+- [Sample: OIDC auth](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_oidc_auth.yaml)
+- [Sample: Postgres with TLS volumes](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_postgres_db_volumes_tls.yaml)
+- [Sample: OpenShift non-TLS](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_all_openshift_non_tls.yaml)
+- [Feast SDK — Auth Overview](../reference/auth/)
diff --git a/docs/how-to-guides/feast-operator/06-batch-and-jobs.md b/docs/how-to-guides/feast-operator/06-batch-and-jobs.md
new file mode 100644
index 00000000000..fd513168c54
--- /dev/null
+++ b/docs/how-to-guides/feast-operator/06-batch-and-jobs.md
@@ -0,0 +1,266 @@
+# Guide 6 — Batch Engine & Scheduled Jobs
+
+This guide covers two related top-level spec fields:
+
+- **`spec.batchEngine`** — override the compute engine used for materialization
+- **`spec.cronJob`** — schedule periodic `feast materialize-incremental` (or any command) as a Kubernetes `CronJob`
+
+---
+
+## Batch Engine (`spec.batchEngine`)
+
+By default, Feast runs materialization using the **local** batch engine (in-process Python).
+For large feature sets you can point the operator at a Spark, Ray, or other supported engine
+via a Kubernetes ConfigMap.
+
+### ConfigMap format
+
+Create a ConfigMap whose value is a YAML snippet identical to the `batch_engine` section of
+`feature_store.yaml`. Include the `type:` key and all engine-specific options:
+
+```yaml
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: feast-batch-engine
+data:
+  config: |
+    type: spark
+    spark_conf:
+      spark.master: k8s://https://kubernetes.default.svc
+      spark.kubernetes.namespace: feast
+      spark.kubernetes.container.image: ghcr.io/feast-dev/feast-spark:latest
+      spark.executor.instances: "2"
+      spark.executor.memory: 4g
+      spark.driver.memory: 2g
+```
+
+Reference the ConfigMap from the CR:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-spark
+spec:
+  feastProject: my_project
+  batchEngine:
+    configMapRef:
+      name: feast-batch-engine     # ConfigMap name
+    configMapKey: config           # key inside the ConfigMap (default: "config")
+```
+
+### Engine types
+
+| `type` | Notes |
+|--------|-------|
+| `local` | Default; in-process Python, no extra infra |
+| `spark` | Apache Spark; requires a Spark operator or standalone cluster |
+| `ray` | Ray cluster; requires a Ray operator |
+| `bytewax` | Bytewax streaming engine |
+| `snowflake.engine` | Snowflake Snowpark compute |
+
+> For engine-specific YAML options (Spark conf, Ray address, etc.) see the
+> [Feast SDK — Compute Engine](../reference/compute-engine/) docs.
+
+---
+
+## Scheduled Materialization (`spec.cronJob`)
+
+The operator can deploy a Kubernetes `CronJob` that runs `feast materialize-incremental`
+(or any custom command) on a schedule. This is the recommended way to keep your online store
+fresh without managing an external job scheduler.
+
+### CronJob image resolution
+
+The CronJob container image is resolved through the following priority chain:
+
+1. **`cronJob.containerConfigs.image` in the CR** — per-CronJob override
+2. **`RELATED_IMAGE_CRON_JOB` env var on the operator pod** — cluster-wide default set by OLM/platform (default: `quay.io/openshift/origin-cli:4.17`)
+
+```sh
+# Override cluster-wide for all CronJobs
+kubectl set env deployment/feast-operator-controller-manager \
+  RELATED_IMAGE_CRON_JOB=my-registry.example.com/tools/cli:latest \
+  -n feast-operator-system
+```
+
+### Minimal example — nightly materialization
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: feast-production
+spec:
+  feastProject: my_project
+  cronJob:
+    schedule: "0 2 * * *"          # every day at 02:00 UTC
+    containerConfigs:
+      image: quay.io/feastdev/feature-server:0.62.0
+```
+
+The CronJob runs the default `feast materialize-incremental` command using the same
+`feature_store.yaml` that the operator generated for this `FeatureStore`.
+
+### Custom command
+
+Override the container command to run any Feast CLI command:
+
+```yaml
+cronJob:
+  schedule: "*/30 * * * *"
+  containerConfigs:
+    image: quay.io/feastdev/feature-server:0.62.0
+    commands:
+      - feast
+      - materialize-incremental
+      - "2099-01-01T00:00:00"      # materialize up to a fixed end time
+```
+
+Or run a Python script instead:
+
+```yaml
+containerConfigs:
+  commands:
+    - python
+    - /app/materialize.py
+```
+
+### Time zone
+
+```yaml
+cronJob:
+  schedule: "0 3 * * *"
+  timeZone: "Asia/Kolkata"         # defaults to the kube-controller-manager time zone
+```
+
+### Concurrency policy
+
+```yaml
+cronJob:
+  schedule: "0 * * * *"
+  concurrencyPolicy: Forbid        # Allow | Forbid | Replace
+  startingDeadlineSeconds: 300     # skip if missed by > 5 minutes
+```
+
+### Job history retention
+
+```yaml
+cronJob:
+  schedule: "0 2 * * *"
+  successfulJobsHistoryLimit: 3    # keep last 3 successful runs
+  failedJobsHistoryLimit: 5        # keep last 5 failed runs
+```
+
+### Suspend a CronJob
+
+To temporarily pause scheduled runs without deleting the `CronJob`:
+
+```yaml
+cronJob:
+  schedule: "0 2 * * *"
+  suspend: true
+```
+
+### Resource requests for the job pod
+
+```yaml
+cronJob:
+  schedule: "0 2 * * *"
+  containerConfigs:
+    image: quay.io/feastdev/feature-server:0.62.0
+    resources:
+      requests:
+        cpu: "1"
+        memory: "2Gi"
+      limits:
+        cpu: "4"
+        memory: "8Gi"
+```
+
+### Environment variables and secrets in the job pod
+
+```yaml
+cronJob:
+  schedule: "0 2 * * *"
+  containerConfigs:
+    image: quay.io/feastdev/feature-server:0.62.0
+    envFrom:
+      - secretRef:
+          name: feast-data-stores
+    env:
+      - name: FEAST_USAGE
+        value: "false"
+```
+
+### Advanced job spec
+
+```yaml
+cronJob:
+  schedule: "0 2 * * *"
+  jobSpec:
+    parallelism: 1
+    completions: 1
+    activeDeadlineSeconds: 3600    # abort if job takes more than 1 hour
+    backoffLimit: 2                # retry up to 2 times on failure
+    podTemplateAnnotations:
+      prometheus.io/scrape: "false"
+  containerConfigs:
+    image: quay.io/feastdev/feature-server:0.62.0
+```
+
+### Full `cronJob` field reference
+
+| Field | Type | Default | Description |
+|-------|------|---------|-------------|
+| `schedule` | string | — | Cron expression (required) |
+| `timeZone` | string | kube-controller-manager TZ | IANA time zone name |
+| `concurrencyPolicy` | string | `Allow` | `Allow` / `Forbid` / `Replace` |
+| `suspend` | bool | `false` | Suspend future runs |
+| `startingDeadlineSeconds` | int64 | — | Abort if start missed by this many seconds |
+| `successfulJobsHistoryLimit` | int32 | — | Successful job history to keep |
+| `failedJobsHistoryLimit` | int32 | — | Failed job history to keep |
+| `annotations` | map | — | CronJob metadata annotations |
+| `jobSpec.parallelism` | int32 | 1 | Job pod parallelism |
+| `jobSpec.completions` | int32 | 1 | Required completions |
+| `jobSpec.activeDeadlineSeconds` | int64 | — | Max job duration |
+| `jobSpec.backoffLimit` | int32 | — | Retry limit |
+| `containerConfigs.image` | string | operator default | Feature server image |
+| `containerConfigs.commands` | []string | `feast materialize-incremental` | Override container command |
+| `containerConfigs.resources` | ResourceRequirements | — | CPU/memory requests and limits |
+| `containerConfigs.env` / `envFrom` | — | — | Environment variables |
+
+---
+
+## Combining batchEngine + cronJob
+
+Use both together to run scheduled Spark-based materialization:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: feast-spark
+spec:
+  feastProject: my_project
+  batchEngine:
+    configMapRef:
+      name: feast-spark-engine
+  cronJob:
+    schedule: "0 1 * * *"
+    concurrencyPolicy: Forbid
+    containerConfigs:
+      image: quay.io/feastdev/feature-server:0.62.0
+      resources:
+        requests:
+          memory: "4Gi"
+```
+
+---
+
+## See also
+
+- [API reference — `BatchEngineConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#batchengineconfig)
+- [API reference — `FeastCronJob`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#feastcronjob)
+- [Feast SDK — Compute Engine](../reference/compute-engine/)
diff --git a/docs/how-to-guides/feast-operator/07-openlineage-and-materialization.md b/docs/how-to-guides/feast-operator/07-openlineage-and-materialization.md
new file mode 100644
index 00000000000..72b2fe92a7e
--- /dev/null
+++ b/docs/how-to-guides/feast-operator/07-openlineage-and-materialization.md
@@ -0,0 +1,218 @@
+# Guide 7 — OpenLineage & Materialization
+
+Both `spec.openlineage` and `spec.materialization` are written into `feature_store.yaml`
+for **all** service pods — they apply to the online server, offline server, registry, and
+materialization jobs alike.
+
+---
+
+## OpenLineage Data Lineage (`spec.openlineage`)
+
+OpenLineage emits data lineage events during `feast apply` (registry changes) and
+materialization. Events go outbound from Feast pods to your OpenLineage-compatible backend
+([Marquez](https://marquezproject.ai), any OpenLineage HTTP endpoint, Kafka, or a file).
+No inbound ports or additional Kubernetes Services are required.
+
+> **Dependency**: the Feast image must include `feast[openlineage]` (`openlineage-python`).
+
+### HTTP transport (Marquez)
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-openlineage
+spec:
+  feastProject: my_project
+  openlineage:
+    enabled: true
+    transportType: http
+    transportUrl: "http://marquez.feast.svc.cluster.local:5000"
+    transportEndpoint: "api/v1/lineage"
+    extraConfig:
+      namespace: "my-feast-project"
+      producer: "feast-operator"
+      emit_on_apply: "true"
+      emit_on_materialize: "true"
+```
+
+### HTTP with API key authentication
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: openlineage-secret
+  namespace: feast
+stringData:
+  api_key: "<your-api-key>"
+---
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-openlineage-auth
+  namespace: feast
+spec:
+  feastProject: my_project
+  openlineage:
+    enabled: true
+    transportType: http
+    transportUrl: "https://marquez.example.com"
+    transportEndpoint: "api/v1/lineage"
+    apiKeySecretRef:
+      name: openlineage-secret    # Secret must contain key "api_key"
+    extraConfig:
+      namespace: "my-feast-project"
+      emit_on_apply: "true"
+      emit_on_materialize: "true"
+```
+
+The operator reads the `api_key` value from the Secret and writes it into
+`feature_store.yaml`. The Secret must be in the same namespace as the `FeatureStore`.
+
+### Kafka transport
+
+```yaml
+openlineage:
+  enabled: true
+  transportType: kafka
+  extraConfig:
+    namespace: "my-feast-project"
+    emit_on_apply: "true"
+    emit_on_materialize: "true"
+    bootstrap_servers: "kafka.svc:9092"
+    topic: "openlineage"
+    sasl_mechanism: "PLAIN"
+```
+
+### Console transport (development)
+
+Events are printed to stdout — useful for verifying integration without a backend:
+
+```yaml
+openlineage:
+  enabled: true
+  transportType: console
+  extraConfig:
+    emit_on_apply: "true"
+    emit_on_materialize: "true"
+```
+
+### Field reference
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `enabled` | bool | Activates OpenLineage. Must be `true` |
+| `transportType` | string | `http` / `console` / `file` / `kafka` |
+| `transportUrl` | string | Base URL for HTTP transport |
+| `transportEndpoint` | string | API path appended to `transportUrl` |
+| `apiKeySecretRef.name` | string | Name of a Secret containing key `api_key` |
+| `extraConfig` | map[string]string | Additional settings (see below) |
+
+### `extraConfig` keys
+
+Values that are `"true"` or `"false"` are automatically coerced to native YAML booleans
+so that Feast's Pydantic `StrictBool` validators accept them.
+
+| Key | Type | Description |
+|-----|------|-------------|
+| `namespace` | string | OpenLineage namespace for emitted events |
+| `producer` | string | Producer identifier in emitted events |
+| `emit_on_apply` | bool string | Emit events on `feast apply` |
+| `emit_on_materialize` | bool string | Emit events on materialization |
+| `bootstrap_servers` | string | Kafka: comma-separated broker addresses |
+| `topic` | string | Kafka: target topic name |
+| `sasl_mechanism` | string | Kafka: SASL mechanism (e.g. `PLAIN`, `SCRAM-SHA-256`) |
+| `file_path` | string | File transport: path to write lineage events |
+
+---
+
+## Materialization (`spec.materialization`)
+
+Controls how features are written to the online store during materialization jobs. Settings
+are written into `feature_store.yaml` for all pods.
+
+```yaml
+spec:
+  materialization:
+    onlineWriteBatchSize: 10000
+    extraConfig:
+      pull_latest_features: "false"
+```
+
+### `onlineWriteBatchSize`
+
+Limits the number of rows written per batch during materialization. Without this, all rows
+for a feature view are written in a single batch — this can cause OOM for large feature views.
+
+- Supported engines: **local**, **Spark**, **Ray**
+- Minimum value: **1** (enforced by CRD validation)
+
+```yaml
+materialization:
+  onlineWriteBatchSize: 10000    # 10 k rows per batch
+```
+
+### `extraConfig`
+
+Passes additional `MaterializationConfig` settings inline. Boolean strings
+(`"true"` / `"false"`) are coerced to native YAML booleans.
+
+```yaml
+materialization:
+  extraConfig:
+    pull_latest_features: "false"    # only materialize the latest value per entity
+```
+
+| Key | Type | Description |
+|-----|------|-------------|
+| `pull_latest_features` | bool string | When `"true"`, only the latest feature value per entity is materialized. Default is engine-dependent |
+
+---
+
+## Full example
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: openlineage-secret
+  namespace: feast
+stringData:
+  api_key: "<your-api-key>"
+---
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: feast-production
+  namespace: feast
+spec:
+  feastProject: my_project
+  materialization:
+    onlineWriteBatchSize: 10000
+  openlineage:
+    enabled: true
+    transportType: http
+    transportUrl: "http://marquez.feast.svc.cluster.local:5000"
+    transportEndpoint: "api/v1/lineage"
+    apiKeySecretRef:
+      name: openlineage-secret
+    extraConfig:
+      namespace: "my-feast-project"
+      producer: "feast-operator"
+      emit_on_apply: "true"
+      emit_on_materialize: "true"
+  services:
+    onlineStore:
+      server: {}
+```
+
+---
+
+## See also
+
+- [API reference — `OpenLineageConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#openlineageconfig)
+- [API reference — `MaterializationConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#materializationconfig)
+- [Sample: materialization + openlineage](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_materialization_openlineage.yaml)
+- [Feast SDK — OpenLineage](../reference/openlineage.md)
+- [Guide 6 — Batch Engine & Scheduled Jobs](06-batch-and-jobs.md)
diff --git a/docs/how-to-guides/feast-operator/README.md b/docs/how-to-guides/feast-operator/README.md
new file mode 100644
index 00000000000..26e515f309f
--- /dev/null
+++ b/docs/how-to-guides/feast-operator/README.md
@@ -0,0 +1,54 @@
+# Feast Operator Configuration Guides
+
+These guides cover the `FeatureStore` Custom Resource (CR) from an **operator perspective** —
+what to put in the CR, how the operator translates it into Kubernetes objects, and where to
+look for store-specific YAML options in the Feast SDK docs.
+
+## How the docs are organised
+
+| Layer | Source | What it covers |
+|-------|--------|----------------|
+| **CR field reference** | [`api/markdown/ref.md`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md) | Every field, type, validation constraint — auto-generated from Go types |
+| **Operator guides** (this folder) | Narrative how-tos | CR→K8s behavior, Secret formats, PVC patterns, operator-specific trade-offs |
+| **Feast SDK reference** | [`feast/docs/reference/`](../reference/) | Store-specific `feature_store.yaml` options (online/offline store drivers, registry drivers, etc.) |
+| **Sample CRs** | [`config/samples/`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/) | Copy-paste starting points for common configurations |
+
+> **Rule of thumb**: if you need to know *what to put in the CR and why*, read the operator
+> guides. If you need to know *which keys a particular store driver accepts*, read the Feast
+> SDK docs for that store.
+
+---
+
+## Guide index
+
+| # | Guide | Topic |
+|---|-------|-------|
+| 1 | [Project Provisioning](01-project-provisioning.md) | `feastProjectDir`: cloning a git repo vs `feast init` templates |
+| 2 | [Persistence](02-persistence.md) | File (path + PVC) vs DB store for offline/online/registry; Secret format |
+| 3 | [Serving & Observability](03-serving-and-observability.md) | Feature server workers, log level, Prometheus metrics, offline push batching, MCP |
+| 4 | [Registry Topology](04-registry-topology.md) | Local vs remote registry, cross-namespace `feastRef`, remote TLS |
+| 5 | [Security](05-security.md) | Kubernetes RBAC roles vs OIDC auth; TLS for all servers |
+| 6 | [Batch Jobs](06-batch-and-jobs.md) | `batchEngine` ConfigMap contract, `cronJob` for scheduled materialization |
+| 7 | [OpenLineage & Materialization](07-openlineage-and-materialization.md) | Lineage transports, API key Secret, materialization batch size |
+
+---
+
+## Quick-start: which guide do I need?
+
+- **"How do I point the operator at my existing git feature repo?"** → [Guide 1](01-project-provisioning.md)
+- **"How do I wire Postgres/Redis/DuckDB as my store?"** → [Guide 2](02-persistence.md)
+- **"How do I enable Prometheus scraping for the feature server?"** → [Guide 3](03-serving-and-observability.md)
+- **"How do I make all services share a remote registry?"** → [Guide 4](04-registry-topology.md)
+- **"How do I enable Kubernetes RBAC or OIDC auth?"** → [Guide 5](05-security.md)
+- **"How do I schedule nightly materialization?"** → [Guide 6](06-batch-and-jobs.md)
+- **"How do I send lineage events to Marquez?"** → [Guide 7](07-openlineage-and-materialization.md)
+- **"What are all valid fields on `ServingConfig`?"** → [API ref](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#servingconfig)
+
+---
+
+## Scaling & HA
+
+Horizontal scaling, HPA, PodDisruptionBudget, affinity, and topology spread constraints are
+covered in the main Feast docs:
+
+→ [Horizontal Scaling with the Feast Operator](../scaling-feast.md#horizontal-scaling-with-the-feast-operator)
diff --git a/docs/how-to-guides/online-server-performance-tuning.md b/docs/how-to-guides/online-server-performance-tuning.md
index f942c94944b..34508ff6ce4 100644
--- a/docs/how-to-guides/online-server-performance-tuning.md
+++ b/docs/how-to-guides/online-server-performance-tuning.md
@@ -31,6 +31,10 @@ When the server processes a `get_online_features()` call, it groups the requeste
 
 **Guideline:** For features that share the same entity key and are frequently requested together, consolidate them into a **single feature view**. This reduces the number of store round-trips per request. Split feature views only when features have different entities, different materialization schedules, or different data source update frequencies.
 
+{% hint style="info" %}
+**Redis exception:** The Redis online store overrides `get_online_features()` to batch all `HMGET` commands across every feature view into a **single pipeline execution**. Because all feature views for the same entity share one Redis hash key, the number of Redis round trips is always **1**, regardless of how many feature views the request touches. This means the "fewer feature views" guideline is less critical for Redis than for other stores — but consolidating feature views still reduces serialization and protobuf overhead at the application layer.
+{% endhint %}
+
 ### Feature services are free
 
 A [Feature Service](../getting-started/concepts/feature-retrieval.md) is a named collection of feature references — it's a convenience grouping, not a separate storage or execution unit. Using a feature service adds only a registry lookup (cached) compared to listing features individually. There is no performance penalty for using feature services, and they are the recommended way to define stable, versioned feature sets for production models.
@@ -229,7 +233,7 @@ The online store is the single largest factor in `get_online_features()` latency
 
 | Store | Typical p50 latency | Async read | Best for | Key trade-off |
 | ----- | ------------------- | ---------- | -------- | ------------- |
-| **Redis / Dragonfly** | < 1 ms | No (threadpool) | Ultra-low latency, high throughput | Requires in-memory capacity for your dataset |
+| **Redis / Dragonfly** | < 1 ms | No (threadpool) | Ultra-low latency, high throughput; all FV reads batched into 1 pipeline | Requires in-memory capacity for your dataset |
 | **DynamoDB** | 2–5 ms | Yes | Serverless, auto-scaling on AWS | Pay-per-request cost; batch API limits (100 items) |
 | **PostgreSQL** | 3–10 ms | No (threadpool) | Teams with existing Postgres infra | Connection pooling needed at scale |
 | **MongoDB** | 2–5 ms | Yes | Flexible schema, async-native | Requires index tuning for large datasets |
@@ -259,7 +263,7 @@ The feature server can read from the online store using either an **async** or *
 | **DynamoDB** | Yes | Yes | Uses `aiobotocore` for non-blocking I/O |
 | **MongoDB** | Yes | Yes | Uses `motor` (async MongoDB driver) |
 | **PostgreSQL** | Implemented | No | Has `online_read_async` but does not yet advertise via `async_supported`; uses sync/threadpool path |
-| **Redis** | Implemented | No | Has `online_read_async` but does not yet advertise via `async_supported`; uses sync/threadpool path |
+| **Redis** | Implemented | **Yes** | `online_read_async` and `online_write_batch_async` both implemented; uses sync/threadpool path for `get_online_features` (overridden with batched single pipeline) |
 | All others | No | No | Fall back to sync with `run_in_threadpool()` |
 
 **When async matters most:**
@@ -329,12 +333,39 @@ online_store:
   connection_string: "redis-cluster.internal:6379,ssl=true"
   redis_type: redis_cluster
   key_ttl_seconds: 604800
+  skip_dedup: false          # set true for initial bulk loads to halve write round trips
 ```
 
 - Use `redis_cluster` for horizontal partitioning across shards.
-- Set `key_ttl_seconds` to auto-expire stale feature data, keeping memory usage bounded.
+- Set `key_ttl_seconds` to auto-expire stale feature data, keeping memory usage bounded. This is a **key-level** TTL — it expires the entire entity hash (all feature views for that entity) together.
 - Ensure the Redis instance is in the **same availability zone** as the feature server pods to minimize network round-trips.
 
+#### Batched multi-feature-view reads
+
+The Redis online store overrides `get_online_features()` to issue all `HMGET` commands — across every feature view in the request — in a **single pipeline execution**. This reduces Redis round trips from `N` (one per feature view) to `1` regardless of request size.
+
+| Feature views | Round trips (other stores) | Round trips (Redis) |
+| :---: | :---: | :---: |
+| 1 | 1 | 1 |
+| 5 | 5 | **1** |
+| 10 | 10 | **1** |
+| 20 | 20 | **1** |
+
+This means the latency cost of adding feature views to a Redis-backed request is primarily **serialization and protobuf overhead** at the application layer, not Redis network latency.
+
+#### Write throughput: `skip_dedup`
+
+For initial bulk loads or append-only materialization pipelines:
+
+```yaml
+online_store:
+  type: redis
+  connection_string: "localhost:6379"
+  skip_dedup: true
+```
+
+With `skip_dedup: true`, `online_write_batch()` skips the existing-timestamp read pipeline and writes all values directly in a single pass, halving write round trips. Use only when you can guarantee write ordering — under concurrent writers, an older record can overwrite a newer one.
+
 ### Cassandra / ScyllaDB tuning
 
 Cassandra and ScyllaDB share the same Feast connector. The key read-path knobs are concurrency and data-center-aware routing:
@@ -421,7 +452,7 @@ Different online stores have different optimal batch sizes for `get_online_featu
 | Store | Default batch size | Max batch size | Recommendation |
 | ----- | ------------------ | -------------- | -------------- |
 | DynamoDB | 100 | 100 (API limit) | Keep at 100; tune `max_read_workers` for parallelism |
-| Redis | N/A (pipelined) | N/A | Redis pipelines all keys in one round-trip; no batch tuning needed |
+| Redis | N/A (pipelined) | N/A | All entity keys **and** all feature views are batched into a single pipeline; no batch tuning needed |
 | PostgreSQL | N/A (single query) | N/A | Single `SELECT ... WHERE key IN (...)` query; tune connection pool instead |
 
 Profile your workload by measuring `feast_feature_server_online_store_read_duration_seconds` (see [Metrics setup](#metrics-setup-prometheus--opentelemetry)) across different entity counts to find the sweet spot.
@@ -980,6 +1011,72 @@ registry:
 
 ---
 
+## Materialization write performance
+
+Materialization (`feast materialize` / `feast materialize-incremental`) reads features from the offline store and writes them to the online store. For large feature views, two common bottlenecks arise: **memory exhaustion** during proto conversion and **write throughput** to the online store.
+
+### Memory: `online_write_batch_size`
+
+By default, Feast converts the entire Arrow table returned by the offline store into Python protobuf objects in a single pass before writing to the online store. For datasets with millions of rows this can consume tens of gigabytes of memory on the materialization worker.
+
+Set `online_write_batch_size` in `feature_store.yaml` to break the write into manageable chunks:
+
+```yaml
+materialization:
+  online_write_batch_size: 10000   # rows per write batch
+```
+
+Each chunk is independently converted and written, keeping peak memory proportional to the batch size rather than the full dataset. This is supported by the **local, Spark, and Ray** compute engines.
+
+| Dataset size | Without batching | With `online_write_batch_size: 10000` |
+| --- | --- | --- |
+| 1 M rows (100 bytes/row) | ~100 MB peak | ~1 MB peak |
+| 10 M rows | ~1 GB peak | ~1 MB peak |
+| 100 M rows | OOM / swap | ~1 MB peak |
+
+**Choosing a value:**
+
+- **Larger batches** (50 000+): fewer write calls to the online store, lower overhead per row — good when worker memory allows.
+- **Smaller batches** (1 000–5 000): lower peak memory — necessary for memory-constrained workers or very wide feature views (many features per row).
+- For **Redis**: pipeline overhead per batch is negligible; a batch size of 10 000–50 000 is a good starting point.
+- For **DynamoDB**: each batch maps to one or more `BatchWriteItem` calls (max 25 items per call); a larger `online_write_batch_size` amortizes the per-call overhead but doesn't change the 25-item DynamoDB limit.
+
+See the [feature-store-yaml reference](../reference/feature-repository/feature-store-yaml.md#online_write_batch_size) for the complete option documentation.
+
+### Throughput: parallel feature view materialization
+
+Each feature view in a `feast materialize` call is materialized sequentially by the local engine. To materialize multiple feature views in parallel, use a job orchestrator (Airflow, Kubernetes Jobs) and materialize one feature view per job:
+
+```bash
+# Airflow / cron: one task per feature view
+feast materialize-incremental $(date -u +"%Y-%m-%dT%H:%M:%S") \
+  --views driver_stats
+```
+
+Alternatively, use the **Spark** or **Ray** compute engines which distribute the work across a cluster.
+
+### Redis: combine with `skip_dedup` for bulk reloads
+
+When performing a full historical reload into Redis (not an incremental update), combine `online_write_batch_size` with `skip_dedup` for maximum throughput:
+
+```yaml
+materialization:
+  online_write_batch_size: 50000   # large chunks — memory is bounded
+
+online_store:
+  type: redis
+  connection_string: "redis-cluster.internal:6379"
+  skip_dedup: true                 # skip per-row timestamp check — halves write round trips
+```
+
+`skip_dedup: true` eliminates the timestamp-read pipeline before each write (see [Redis tuning](#redis-tuning)), while `online_write_batch_size` prevents the write worker from converting the entire dataset into memory at once.
+
+{% hint style="warning" %}
+Reset `skip_dedup` to `false` (or remove it) after the bulk reload. Under normal incremental materialization, deduplication prevents older feature values from overwriting newer ones.
+{% endhint %}
+
+---
+
 ## Further reading
 
 - [Scaling Feast](./scaling-feast.md) — Horizontal scaling, HPA, KEDA, and HA in detail
@@ -987,5 +1084,6 @@ registry:
 - [OpenTelemetry Integration](../getting-started/components/open-telemetry.md) — Full OTEL setup with Prometheus Operator
 - [DynamoDB Online Store](../reference/online-stores/dynamodb.md) — Store-specific configuration and performance tuning
 - [PostgreSQL Online Store](../reference/online-stores/postgres.md) — Connection pooling and SSL configuration
-- [Redis Online Store](../reference/online-stores/redis.md) — Cluster mode, Sentinel, and TTL configuration
+- [Redis Online Store](../reference/online-stores/redis.md) — Cluster mode, Sentinel, TTL configuration, and batched reads
 - [On Demand Feature Views](../reference/beta-on-demand-feature-view.md) — Transformation modes and write-time transforms
+- [feature_store.yaml reference](../reference/feature-repository/feature-store-yaml.md) — Full configuration reference including `materialization` options
diff --git a/docs/how-to-guides/production-deployment-topologies.md b/docs/how-to-guides/production-deployment-topologies.md
new file mode 100644
index 00000000000..ee8bb49be54
--- /dev/null
+++ b/docs/how-to-guides/production-deployment-topologies.md
@@ -0,0 +1,1529 @@
+# Feast Production Deployment Topologies
+
+## Table of Contents
+
+* [Overview](#overview)
+* [1. Minimal Production](#1-minimal-production)
+* [2. Standard Production (Recommended)](#2-standard-production-recommended)
+* [3. Enterprise Production](#3-enterprise-production)
+  * [Isolated Registries (per namespace)](#architecture--isolated-registries-per-namespace)
+  * [Shared Registry (cross-namespace)](#architecture--shared-registry-cross-namespace)
+  * [Reliability & Disaster Recovery](#reliability--disaster-recovery)
+* [Feast Permissions and RBAC](#feast-permissions-and-rbac)
+  * [Actions](#actions)
+  * [Policy types](#policy-types)
+  * [Examples](#example-role-based-permissions)
+  * [Authorization configuration](#authorization-configuration)
+* [Infrastructure-Specific Recommendations](#infrastructure-specific-recommendations)
+  * [AWS / EKS / ROSA](#aws--eks--rosa)
+  * [GCP / GKE](#gcp--gke)
+  * [On-Premise / OpenShift](#on-premise--openshift--self-managed-kubernetes)
+* [Air-Gapped / Disconnected Environments](#air-gapped--disconnected-environment-deployments)
+* [Hybrid Store Configuration](#hybrid-store-configuration)
+  * [Hybrid online store](#hybrid-online-store)
+  * [Hybrid offline store](#hybrid-offline-store)
+* [Performance Considerations](#performance-considerations)
+  * [Server sizing](#online-feature-server-sizing)
+  * [Store latency](#online-store-latency-guidelines)
+  * [Connection pooling](#connection-pooling-for-remote-online-store)
+  * [Registry cache tuning at scale](#registry-cache-tuning-at-scale)
+  * [Materialization](#materialization-performance)
+  * [Redis sizing](#redis-sizing-guidelines)
+* [Design Principles](#design-principles)
+  * [Control plane vs data plane](#control-plane-vs-data-plane)
+  * [Stateless vs stateful](#stateless-vs-stateful-components)
+  * [Scalability](#scalability-guidelines)
+* [Topology Comparison](#topology-comparison)
+* [Next Steps](#next-steps)
+
+---
+
+## Overview
+
+This guide defines three production-ready deployment topologies for Feast on Kubernetes using the [Feast Operator](./feast-on-kubernetes.md). Each topology addresses a different stage of organizational maturity, from getting started safely to running large-scale multi-tenant deployments.
+
+| Topology | Target audience | Key traits |
+|---|---|---|
+| [Minimal Production](#1-minimal-production) | Small teams, POCs moving to production | Single namespace, no HA, simple setup |
+| [Standard Production](#2-standard-production-recommended) | Most production workloads | HA registry, autoscaling, TLS, RBAC |
+| [Enterprise Production](#3-enterprise-production) | Large orgs, multi-tenant | Namespace isolation, managed stores, full observability |
+
+Beyond the core topologies, this guide also covers:
+
+* [Feast Permissions and RBAC](#feast-permissions-and-rbac) — securing resources with policies
+* [Infrastructure-Specific Recommendations](#infrastructure-specific-recommendations) — store choices for AWS, GCP, and on-premise
+* [Hybrid Store Configuration](#hybrid-store-configuration) — routing to multiple backends from a single deployment
+* [Performance Considerations](#performance-considerations) — tuning for production workloads
+
+{% hint style="info" %}
+**Prerequisites:** All topologies assume a running Kubernetes cluster with the [Feast Operator installed](./feast-on-kubernetes.md#deploy-feast-feature-servers-on-kubernetes). Familiarity with Feast [concepts](../getting-started/concepts/overview.md) and [components](../getting-started/components/overview.md) is recommended.
+{% endhint %}
+
+---
+
+## 1. Minimal Production
+
+### When to use
+
+* Small teams with a single ML use case
+* POCs graduating to production
+* Low-traffic, non-critical workloads where simplicity is more important than availability
+
+### Architecture
+
+```mermaid
+graph TD
+    subgraph Kubernetes["Kubernetes (single namespace)"]
+        Operator["Feast Operator"]
+        Registry["Registry Server<br/>(1 replica)"]
+        OnlineServer["Online Feature Server<br/>(1 replica)"]
+        MaterializationJob["Materialization Job<br/>(feast materialize / CronJob)"]
+        NotebookPod(["Notebook / Training Pod<br/>(Feast SDK — remote online + registry)"])
+    end
+
+    subgraph BackingStores["Backing Stores (inside or outside Kubernetes)"]
+        Redis["Online Store<br/>(e.g. Redis for prod; SQLite for dev)"]
+        OfflineStore["Offline Store<br/>(e.g. DuckDB/PVC for dev; S3/MinIO for prod)"]
+    end
+
+    Operator -->|manages| Registry
+    Operator -->|manages| OnlineServer
+    OnlineServer -->|reads/writes| Redis
+    OnlineServer -->|reads metadata| Registry
+    MaterializationJob -->|reads source data| OfflineStore
+    MaterializationJob -->|writes features| Redis
+    NotebookPod -->|online features REST| OnlineServer
+    NotebookPod -->|metadata gRPC| Registry
+
+    Client(["Client / ML Service"]) -->|REST port 6566| OnlineServer
+
+    style Kubernetes fill:#f0f4ff,stroke:#3366cc,color:#000
+    style BackingStores fill:#fafafa,stroke:#999,color:#000
+    style Operator fill:#e8f5e9,stroke:#388e3c,color:#000
+    style Registry fill:#fff3e0,stroke:#f57c00,color:#000
+    style OnlineServer fill:#e3f2fd,stroke:#1976d2,color:#000
+    style Redis fill:#fce4ec,stroke:#c62828,color:#000
+    style OfflineStore fill:#f3e5f5,stroke:#7b1fa2,color:#000
+    style MaterializationJob fill:#fff8e1,stroke:#f9a825,color:#000
+    style NotebookPod fill:#e8f5e9,stroke:#388e3c,color:#000
+```
+
+### Components
+
+| Component | Configuration | Notes |
+|---|---|---|
+| **Feast Operator** | Default install | Manages all Feast CRDs |
+| **Registry** | REST, 1 replica | Single point of metadata |
+| **Online Feature Server** | 1 replica, no autoscaling | Serves online features |
+| **Online Store** | Redis standalone (example) | SQLite is simplest for development; Redis for production. See [supported online stores](../reference/online-stores/README.md) for all options |
+| **Offline Store** | File-based or MinIO | DuckDB or file-based for development; MinIO/S3 for production. See [supported offline stores](../reference/offline-stores/README.md) for all options |
+| **Compute Engine** | In-process (default) | Suitable for small datasets and development; use Spark, Ray, or Snowflake Engine for larger workloads |
+
+### Sample FeatureStore CR
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: minimal-production
+spec:
+  feastProject: my_project
+  services:
+    onlineStore:
+      persistence:
+        store:
+          type: redis
+          secretRef:
+            name: feast-online-store
+      server:
+        resources:
+          requests:
+            cpu: 500m
+            memory: 512Mi
+          limits:
+            cpu: "1"
+            memory: 1Gi
+    offlineStore:
+      persistence:
+        file:
+          type: duckdb  # Use type: file for generic file-based; swap for S3/MinIO in production
+          pvc:
+            create:
+              storageClassName: standard
+              resources:
+                requests:
+                  storage: 10Gi
+            mountPath: /data/offline
+    registry:
+      local:
+        server:
+          restAPI: true
+          resources:
+            requests:
+              cpu: 250m
+              memory: 256Mi
+            limits:
+              cpu: 500m
+              memory: 512Mi
+```
+
+### Limitations
+
+{% hint style="warning" %}
+* **No high availability** — a single replica failure causes downtime
+* **No automatic failover** — manual intervention required on failure
+* **Manual scaling** — no HPA configured
+* **Limited security** — no TLS, no ingress, no RBAC by default
+{% endhint %}
+
+---
+
+## 2. Standard Production (Recommended)
+
+### When to use
+
+* Most production ML workloads
+* Teams with moderate traffic that need reliability
+* Environments that require TLS, RBAC, and automated scaling
+
+### Architecture
+
+```mermaid
+graph TD
+    Client(["Client / ML Service"]) -->|HTTPS| Ingress
+
+    subgraph Kubernetes["Kubernetes"]
+        Ingress["Ingress Controller<br/>(TLS termination)"]
+        Operator["Feast Operator"]
+        MaterializationJob["Materialization Job<br/>(CronJob / batchEngine)"]
+        NotebookPod(["Notebook / Training Pod<br/>(Feast SDK — remote online, offline, registry)"])
+
+        subgraph FeastDeployment["Feast Deployment (HPA autoscaled — all containers scale together)"]
+            Registry["Registry Server"]
+            OnlineServer["Online Feature Server"]
+            OfflineServer["Offline Feature Server"]
+        end
+
+        Ingress -->|port 6566| OnlineServer
+        Operator -->|manages| Registry
+        Operator -->|manages| OnlineServer
+        Operator -->|manages| OfflineServer
+        OnlineServer -->|reads metadata| Registry
+        OfflineServer -->|reads metadata| Registry
+        MaterializationJob -->|reads metadata| Registry
+        NotebookPod -->|online features REST| OnlineServer
+        NotebookPod -->|historical features Arrow Flight| OfflineServer
+        NotebookPod -->|metadata gRPC| Registry
+    end
+
+    subgraph BackingStores["Backing Stores (inside or outside Kubernetes)"]
+        RedisCluster["Online Store<br/>(e.g. Redis Cluster, DynamoDB, etc.)"]
+        OfflineStore["Offline Store<br/>(e.g. PostgreSQL, Redshift, BigQuery, etc.)"]
+    end
+
+    OnlineServer -->|reads/writes| RedisCluster
+    MaterializationJob -->|writes features| RedisCluster
+    OfflineServer -->|historical features| OfflineStore
+    MaterializationJob -->|reads source data| OfflineStore
+
+    style Kubernetes fill:#f0f4ff,stroke:#3366cc,color:#000
+    style FeastDeployment fill:#e8f5e9,stroke:#388e3c,color:#000
+    style BackingStores fill:#fafafa,stroke:#999,color:#000
+    style Ingress fill:#fff9c4,stroke:#f9a825,color:#000
+    style Operator fill:#e8f5e9,stroke:#388e3c,color:#000
+    style Registry fill:#fff3e0,stroke:#f57c00,color:#000
+    style OnlineServer fill:#e3f2fd,stroke:#1976d2,color:#000
+    style OfflineServer fill:#ede7f6,stroke:#512da8,color:#000
+    style RedisCluster fill:#fce4ec,stroke:#c62828,color:#000
+    style OfflineStore fill:#f3e5f5,stroke:#7b1fa2,color:#000
+    style MaterializationJob fill:#fff8e1,stroke:#f9a825,color:#000
+    style NotebookPod fill:#e8f5e9,stroke:#388e3c,color:#000
+```
+
+### Components
+
+**Core**
+
+| Component | Configuration | Notes |
+|---|---|---|
+| **Feast Operator** | Default install | Manages all Feast CRDs |
+| **Registry** | SQL-backed (PostgreSQL) | Database-backed for consistency and concurrent access |
+| **Online Feature Server** | HPA (min 2 replicas, max based on peak load) | Separate container — serves online features from the online store |
+| **Offline Feature Server** | Scales with the same Deployment | Separate container — serves historical features and materialization source reads from the offline store |
+
+**Storage**
+
+| Component | Configuration | Notes |
+|---|---|---|
+| **Online Store** | Redis Cluster (example) | Multi-node for availability and low latency; other production stores are also supported — see [supported online stores](../reference/online-stores/README.md) |
+| **Offline Store** | PostgreSQL (example) | Platform-agnostic DB-backed store; use Redshift/Athena for AWS, BigQuery for GCP, Spark for S3/MinIO pipelines — see [supported offline stores](../reference/offline-stores/README.md) for all options |
+| **Compute Engine** | Spark, Ray (KubeRay), or Snowflake Engine | Distributed compute for materialization and historical retrieval at scale |
+
+**Networking & Security**
+
+| Component | Configuration | Notes |
+|---|---|---|
+| **Ingress** | TLS-terminated | Secure external access |
+| **RBAC** | Kubernetes RBAC | Namespace-scoped permissions |
+| **Secrets** | Kubernetes Secrets + `${ENV_VAR}` substitution | Store credentials via `secretRef` / `envFrom` in the FeatureStore CR; inject into `feature_store.yaml` with [environment variable syntax](./running-feast-in-production.md#5-using-environment-variables-in-your-yaml-configuration) |
+
+### Sample FeatureStore CR
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: standard-production
+spec:
+  feastProject: my_project
+  authz:
+    kubernetes:
+      roles:
+        - feast-admin-role
+        - feast-user-role
+  batchEngine:
+    configMapRef:
+      name: feast-batch-engine
+  services:
+    scaling:
+      autoscaling:
+        minReplicas: 2
+        maxReplicas: 10  # Set based on your peak load
+        metrics:
+        - type: Resource
+          resource:
+            name: cpu
+            target:
+              type: Utilization
+              averageUtilization: 70
+    podDisruptionBudgets:
+      maxUnavailable: 1
+    onlineStore:
+      persistence:
+        store:
+          type: redis
+          secretRef:
+            name: feast-online-store
+      server:
+        resources:
+          requests:
+            cpu: "1"
+            memory: 1Gi
+          limits:
+            cpu: "2"
+            memory: 2Gi
+    offlineStore:
+      persistence:
+        store:
+          type: postgres
+          secretRef:
+            name: feast-offline-store
+      server:
+        resources:
+          requests:
+            cpu: 500m
+            memory: 512Mi
+          limits:
+            cpu: "1"
+            memory: 1Gi
+    registry:
+      local:
+        persistence:
+          store:
+            type: sql
+            secretRef:
+              name: feast-registry-store
+        server:
+          restAPI: true
+          resources:
+            requests:
+              cpu: 500m
+              memory: 512Mi
+            limits:
+              cpu: "1"
+              memory: 1Gi
+---
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: feast-batch-engine
+data:
+  config: |
+    type: ray
+    address: auto  # KubeRay cluster address; replace with explicit URL if not using auto-discovery
+```
+
+{% hint style="success" %}
+**Key features:**
+
+* **High availability** — multi-replica deployment with auto-injected pod anti-affinity and topology spread constraints
+* **Scalable serving** — HPA adjusts the shared deployment replicas (all services scale together) based on demand
+* **Secure external access** — TLS-terminated ingress with RBAC
+* **Persistent storage** — Online Store (Redis Cluster shown as example; see [supported online stores](../reference/online-stores/README.md) for all options) + Offline Store (PostgreSQL shown as example; see [supported offline stores](../reference/offline-stores/README.md) for all options) for durability
+
+See [Horizontal Scaling with the Feast Operator](./scaling-feast.md#horizontal-scaling-with-the-feast-operator) for full scaling configuration details.
+{% endhint %}
+
+---
+
+## 3. Enterprise Production
+
+### When to use
+
+* Large organizations with multiple ML teams
+* Multi-tenant environments requiring strict isolation
+* High-scale deployments with governance, compliance, and SLA requirements
+
+### Architecture — Isolated Registries (per namespace)
+
+Each team gets its own registry and online feature server in a dedicated namespace. This provides the strongest isolation but has notable trade-offs: feature discovery is siloed per team (no cross-project visibility), and each registry requires its own [Feast UI](../reference/alpha-web-ui.md) deployment — you cannot view multiple projects in a single UI instance.
+
+```mermaid
+graph TD
+    Client(["Clients / ML Services"]) -->|HTTPS| Gateway
+
+    subgraph Kubernetes["Kubernetes"]
+        Gateway["API Gateway / Ingress<br/>(TLS + rate limiting)"]
+        Operator["Feast Operator<br/>(cluster-scoped)"]
+
+        subgraph NamespaceA["Namespace A — Team A"]
+            subgraph DeployA["Feast Deployment (HPA autoscaled)"]
+                RegistryA["Registry Server"]
+                OnlineServerA["Online Feature Server"]
+                OfflineServerA["Offline Feature Server"]
+            end
+            NotebookPodA(["Notebook — Team A<br/>(Feast SDK)"])
+            MaterializationJobA["Materialization Job"]
+        end
+
+        subgraph NamespaceB["Namespace B — Team B"]
+            subgraph DeployB["Feast Deployment (HPA autoscaled)"]
+                RegistryB["Registry Server"]
+                OnlineServerB["Online Feature Server"]
+                OfflineServerB["Offline Feature Server"]
+            end
+            NotebookPodB(["Notebook — Team B<br/>(Feast SDK)"])
+            MaterializationJobB["Materialization Job"]
+        end
+
+        Gateway -->|port 6566| OnlineServerA
+        Gateway -->|port 6566| OnlineServerB
+        Operator -->|manages| RegistryA
+        Operator -->|manages| OnlineServerA
+        Operator -->|manages| OfflineServerA
+        Operator -->|manages| RegistryB
+        Operator -->|manages| OnlineServerB
+        Operator -->|manages| OfflineServerB
+        OnlineServerA -->|metadata| RegistryA
+        OnlineServerB -->|metadata| RegistryB
+        OfflineServerA -->|metadata| RegistryA
+        OfflineServerB -->|metadata| RegistryB
+        NotebookPodA -.->|online REST| OnlineServerA
+        NotebookPodA -.->|Arrow Flight| OfflineServerA
+        NotebookPodA -.->|metadata| RegistryA
+        NotebookPodB -.->|online REST| OnlineServerB
+        NotebookPodB -.->|Arrow Flight| OfflineServerB
+        NotebookPodB -.->|metadata| RegistryB
+        MaterializationJobA -->|metadata| RegistryA
+        MaterializationJobB -->|metadata| RegistryB
+    end
+
+    subgraph BackingStores["Backing Stores (inside or outside Kubernetes)"]
+        RedisA["Online Store — Team A<br/>(e.g. Redis, DynamoDB, etc.)"]
+        RedisB["Online Store — Team B<br/>(e.g. Redis, DynamoDB, etc.)"]
+        OfflineStore["Offline Store — shared instance<br/>(e.g. BigQuery, Redshift, etc.)<br/>isolated via per-team datasets / schemas"]
+    end
+
+    subgraph Observability["Observability Stack"]
+        OTel["OpenTelemetry<br/>(traces + metrics)"]
+        Prometheus["Prometheus"]
+        Grafana["Grafana"]
+        Jaeger["Jaeger"]
+    end
+
+    OnlineServerA -->|reads/writes| RedisA
+    OnlineServerB -->|reads/writes| RedisB
+    OfflineServerA -->|Team A dataset| OfflineStore
+    OfflineServerB -->|Team B dataset| OfflineStore
+    MaterializationJobA -->|Team A data| OfflineStore
+    MaterializationJobA -->|writes| RedisA
+    MaterializationJobB -->|Team B data| OfflineStore
+    MaterializationJobB -->|writes| RedisB
+
+    style Kubernetes fill:#f0f4ff,stroke:#3366cc,color:#000
+    style NamespaceA fill:#e8f5e9,stroke:#388e3c,color:#000
+    style NamespaceB fill:#e3f2fd,stroke:#1976d2,color:#000
+    style DeployA fill:#c8e6c9,stroke:#2e7d32,color:#000
+    style DeployB fill:#bbdefb,stroke:#1565c0,color:#000
+    style BackingStores fill:#fafafa,stroke:#999,color:#000
+    style Observability fill:#fff3e0,stroke:#f57c00,color:#000
+    style Gateway fill:#fff9c4,stroke:#f9a825,color:#000
+    style Operator fill:#e8f5e9,stroke:#388e3c,color:#000
+```
+
+### Architecture — Shared Registry (cross-namespace)
+
+Alternatively, a single centralized registry server can serve multiple tenant namespaces. Tenant online feature servers connect to the shared registry via the [Remote Registry](../reference/registries/remote.md) gRPC client. This reduces operational overhead, enables cross-team feature discovery, and allows a single [Feast UI](../reference/alpha-web-ui.md) deployment to browse all projects — while Feast [permissions](#feast-permissions-and-rbac) enforce tenant isolation at the data level.
+
+```mermaid
+graph TD
+    Client(["Clients / ML Services"]) -->|HTTPS| Gateway
+
+    subgraph Kubernetes["Kubernetes"]
+        Gateway["API Gateway / Ingress<br/>(TLS + rate limiting)"]
+
+        subgraph SharedInfra["Shared Infrastructure Namespace"]
+            Operator["Feast Operator<br/>(cluster-scoped)"]
+            subgraph SharedDeploy["Feast Deployment (3 replicas)"]
+                SharedRegistry["Registry Server<br/>(gRPC + REST)"]
+            end
+            SharedDB[("SQL Database<br/>(PostgreSQL)")]
+            SharedRegistry -->|persists| SharedDB
+        end
+
+        subgraph NamespaceA["Namespace A — Team A"]
+            subgraph DeployA2["Feast Deployment (HPA autoscaled)"]
+                OnlineServerA["Online Feature Server"]
+                OfflineServerA["Offline Feature Server"]
+            end
+            NotebookPodA(["Notebook — Team A<br/>(Feast SDK)"])
+            MaterializationJobA["Materialization Job"]
+            ConfigA["registry_type: remote<br/>path: shared-registry:6570"]
+        end
+
+        subgraph NamespaceB["Namespace B — Team B"]
+            subgraph DeployB2["Feast Deployment (HPA autoscaled)"]
+                OnlineServerB["Online Feature Server"]
+                OfflineServerB["Offline Feature Server"]
+            end
+            NotebookPodB(["Notebook — Team B<br/>(Feast SDK)"])
+            MaterializationJobB["Materialization Job"]
+            ConfigB["registry_type: remote<br/>path: shared-registry:6570"]
+        end
+
+        Gateway -->|port 6566| OnlineServerA
+        Gateway -->|port 6566| OnlineServerB
+        OnlineServerA -->|gRPC port 6570| SharedRegistry
+        OnlineServerB -->|gRPC port 6570| SharedRegistry
+        OfflineServerA -->|gRPC port 6570| SharedRegistry
+        OfflineServerB -->|gRPC port 6570| SharedRegistry
+        Operator -->|manages| SharedRegistry
+        Operator -->|manages| OnlineServerA
+        Operator -->|manages| OfflineServerA
+        Operator -->|manages| OnlineServerB
+        Operator -->|manages| OfflineServerB
+        NotebookPodA -.->|online REST| OnlineServerA
+        NotebookPodA -.->|Arrow Flight| OfflineServerA
+        NotebookPodA -.->|metadata| SharedRegistry
+        NotebookPodB -.->|online REST| OnlineServerB
+        NotebookPodB -.->|Arrow Flight| OfflineServerB
+        NotebookPodB -.->|metadata| SharedRegistry
+        MaterializationJobA -->|gRPC port 6570| SharedRegistry
+        MaterializationJobB -->|gRPC port 6570| SharedRegistry
+    end
+
+    subgraph BackingStores["Backing Stores (inside or outside Kubernetes)"]
+        RedisA["Online Store — Team A<br/>(e.g. Redis, DynamoDB, etc.)"]
+        RedisB["Online Store — Team B<br/>(e.g. Redis, DynamoDB, etc.)"]
+        OfflineStore["Offline Store — shared instance<br/>(e.g. BigQuery, Redshift, etc.)<br/>isolated via per-team datasets / schemas"]
+    end
+
+    OnlineServerA -->|reads/writes| RedisA
+    OnlineServerB -->|reads/writes| RedisB
+    OfflineServerA -->|Team A dataset| OfflineStore
+    OfflineServerB -->|Team B dataset| OfflineStore
+    MaterializationJobA -->|Team A data| OfflineStore
+    MaterializationJobA -->|writes| RedisA
+    MaterializationJobB -->|Team B data| OfflineStore
+    MaterializationJobB -->|writes| RedisB
+
+    style Kubernetes fill:#f0f4ff,stroke:#3366cc,color:#000
+    style SharedInfra fill:#fff3e0,stroke:#f57c00,color:#000
+    style SharedDeploy fill:#ffe0b2,stroke:#e65100,color:#000
+    style NamespaceA fill:#e8f5e9,stroke:#388e3c,color:#000
+    style NamespaceB fill:#e3f2fd,stroke:#1976d2,color:#000
+    style DeployA2 fill:#c8e6c9,stroke:#2e7d32,color:#000
+    style DeployB2 fill:#bbdefb,stroke:#1565c0,color:#000
+    style BackingStores fill:#fafafa,stroke:#999,color:#000
+    style Gateway fill:#fff9c4,stroke:#f9a825,color:#000
+    style Operator fill:#e8f5e9,stroke:#388e3c,color:#000
+    style OfflineStore fill:#f3e5f5,stroke:#7b1fa2,color:#000
+```
+
+**Shared registry client configuration** — each tenant's `feature_store.yaml` points to the centralized registry:
+
+```yaml
+registry:
+  registry_type: remote
+  path: shared-registry.feast-system.svc.cluster.local:6570
+```
+
+{% hint style="info" %}
+**Shared vs isolated registries:**
+
+| | Shared Registry | Isolated Registries |
+|---|---|---|
+| **Feature discovery** | Cross-team — all projects visible | Siloed — each team sees only its own |
+| **Feast UI** | Single deployment serves all projects | Separate UI deployment per registry |
+| **Isolation** | Logical (Feast permissions + tags) | Physical (separate metadata stores) |
+| **Operational cost** | Lower — one registry to manage | Higher — N registries to maintain |
+| **Best for** | Feature reuse, shared ML platform | Regulatory/compliance separation |
+
+Use a shared registry when teams need to discover and reuse features across projects, and rely on Feast permissions for access control. Use isolated registries when regulatory or compliance requirements demand physical separation of metadata.
+{% endhint %}
+
+### Components
+
+**Multi-tenancy**
+
+| Aspect | Configuration | Notes |
+|---|---|---|
+| **Isolation model** | Namespace-per-team | Physical isolation via Kubernetes namespaces |
+| **Registry strategy** | Shared (remote) or isolated (per-namespace) | See architecture variants above |
+| **Network boundaries** | NetworkPolicy enforced | Cross-namespace traffic denied by default (allow-listed for shared registry) |
+
+**Storage**
+
+| Component | Configuration | Notes |
+|---|---|---|
+| **Online Store** | Managed Redis / DynamoDB / Elasticsearch | Cloud-managed, per-tenant instances; see [supported online stores](../reference/online-stores/README.md) for all options |
+| **Offline Store** | External data warehouse (Snowflake, BigQuery) | Shared or per-tenant access controls; see [supported offline stores](../reference/offline-stores/README.md) for all options |
+
+**Scaling**
+
+| Component | Configuration | Notes |
+|---|---|---|
+| **FeatureStore Deployment** | HPA + Cluster Autoscaler | All services (Online Feature Server, Registry, Offline Feature Server) scale together per tenant; set `maxReplicas` based on your peak load. Independent scaling across tenants. |
+| **Cluster** | Multi-zone node pools | Zone-aware scheduling with auto-injected topology spread constraints |
+
+**Security**
+
+| Component | Configuration | Notes |
+|---|---|---|
+| **Authentication** | OIDC via Keycloak | Centralized identity provider |
+| **Authorization** | Feast permissions + Kubernetes RBAC | See [Permissions and RBAC](#feast-permissions-and-rbac) below |
+| **Network** | NetworkPolicies per namespace | Microsegmentation |
+| **Secrets** | Kubernetes Secrets (`secretRef` / `envFrom`) | Credentials injected via FeatureStore CR; use Kubernetes-native tooling (e.g. External Secrets Operator) to sync from external vaults if needed |
+
+**Observability**
+
+| Component | Purpose | Notes |
+|---|---|---|
+| **[OpenTelemetry](../getting-started/components/open-telemetry.md)** | Traces + metrics export | Built-in Feast integration; emits spans for feature retrieval, materialization, and registry operations |
+| **Prometheus** | Metrics collection | Collects OpenTelemetry metrics from Online Feature Server + Online Store |
+| **Grafana** | Dashboards + traces | Per-tenant and aggregate views; can display OpenTelemetry traces via Tempo or Jaeger data source |
+| **Jaeger** | Distributed tracing | Visualize OpenTelemetry traces for request latency analysis and debugging |
+
+**Reliability & Disaster Recovery**
+
+| Aspect | Configuration | Notes |
+|---|---|---|
+| **PodDisruptionBudgets** | Configured per deployment | Protects against voluntary disruptions |
+| **Multi-zone** | Topology spread constraints | Auto-injected by operator when scaling; survives single zone failures |
+| **Backup / Restore** | See recovery priority below | Strategy depends on component criticality |
+
+**Recovery priority guidance**
+
+Not all Feast components carry the same recovery urgency. The table below ranks components by restoration priority and provides guidance for **RPO** (Recovery Point Objective — maximum acceptable data loss) and **RTO** (Recovery Time Objective — maximum acceptable downtime). Specific targets depend on your backing store SLAs and organizational requirements.
+
+| Priority | Component | RPO guidance | RTO guidance | Rationale |
+|---|---|---|---|---|
+| 1 — Critical | **Registry DB** (PostgreSQL / MySQL) | Minutes (continuous replication or frequent backups) | Minutes (failover to standby) | Contains all feature definitions and metadata; without it, no service can resolve features |
+| 2 — High | **Online Store** (Redis / DynamoDB) | Reconstructible via materialization | Minutes to hours (depends on data volume) | Can be fully rebuilt by re-running materialization from the offline store; no unique data to lose |
+| 3 — Medium | **Offline Store** (Redshift / BigQuery) | Per data warehouse SLA | Per data warehouse SLA | Source of truth for historical data; typically managed by the cloud provider with built-in replication |
+| 4 — Low | **Feast Operator + CRDs** | N/A (declarative, stored in Git) | Minutes (re-apply manifests) | Stateless; redeployable from version-controlled manifests |
+
+{% hint style="info" %}
+**Key insight:** The online store is *reconstructible* — it can always be rebuilt from the offline store by re-running materialization. This means its RPO is effectively zero (no unique data to lose), but RTO depends on how long full materialization takes for your dataset volume. For large datasets, consider maintaining Redis persistence (RDB snapshots or AOF) to reduce recovery time.
+{% endhint %}
+
+**Backup recommendations by topology**
+
+| Topology | Registry | Online Store | Offline Store |
+|---|---|---|---|
+| **Minimal** | Manual file backups; accept downtime on failure | Not backed up (re-materialize) | N/A (file-based) |
+| **Standard** | Automated PostgreSQL backups (daily + WAL archiving) | Redis RDB snapshots or AOF persistence | Per cloud provider SLA |
+| **Enterprise** | Managed DB replication (multi-AZ); cross-region replicas for DR | Managed Redis with automatic failover (ElastiCache Multi-AZ, Memorystore HA) | Managed warehouse replication (Redshift cross-region, BigQuery cross-region) |
+
+### Sample FeatureStore CR (per tenant)
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: team-a-production
+  namespace: team-a
+spec:
+  feastProject: team_a
+  authz:
+    oidc:
+      secretRef:
+        name: feast-oidc-secret  # Secret keys: client_id, client_secret, auth_discovery_url
+  batchEngine:
+    configMapRef:
+      name: feast-batch-engine
+  services:
+    scaling:
+      autoscaling:
+        minReplicas: 3
+        maxReplicas: 20  # Set based on your peak load
+        metrics:
+        - type: Resource
+          resource:
+            name: cpu
+            target:
+              type: Utilization
+              averageUtilization: 65
+    podDisruptionBudgets:
+      minAvailable: 2
+    onlineStore:
+      persistence:
+        store:
+          type: redis
+          secretRef:
+            name: feast-online-store
+      server:
+        resources:
+          requests:
+            cpu: "2"
+            memory: 2Gi
+          limits:
+            cpu: "4"
+            memory: 4Gi
+    offlineStore:
+      persistence:
+        store:
+          type: bigquery  # Use snowflake.offline, redshift, etc. as alternatives — see supported offline stores
+          secretRef:
+            name: feast-offline-store
+      server:
+        resources:
+          requests:
+            cpu: "1"
+            memory: 1Gi
+          limits:
+            cpu: "2"
+            memory: 2Gi
+    registry:
+      local:
+        persistence:
+          store:
+            type: sql
+            secretRef:
+              name: feast-registry-store
+        server:
+          restAPI: true
+          resources:
+            requests:
+              cpu: "1"
+              memory: 1Gi
+            limits:
+              cpu: "2"
+              memory: 2Gi
+---
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: feast-batch-engine
+  namespace: team-a
+data:
+  config: |
+    type: spark
+    spark_master: k8s://https://kubernetes.default.svc:443
+    spark_app_name: feast-materialization
+```
+
+---
+
+## Feast Permissions and RBAC
+
+Feast provides a built-in permissions framework that secures resources at the application level, independently of Kubernetes RBAC. Permissions are defined as Python objects in your feature repository and registered via `feast apply`.
+
+For full details, see the [Permission concept](../getting-started/concepts/permission.md) and [RBAC architecture](../getting-started/architecture/rbac.md) docs.
+
+### How it works
+
+```mermaid
+graph LR
+    subgraph Client["Client Request"]
+        Token["Auth Token<br/>(OIDC / K8s SA)"]
+    end
+
+    subgraph Server["Feast Server"]
+        Extractor["Token Extractor"]
+        Parser["Token Parser"]
+        Enforcer["Policy Enforcer"]
+    end
+
+    subgraph Registry["Registry"]
+        Permissions["Permission Objects"]
+    end
+
+    Token --> Extractor
+    Extractor --> Parser
+    Parser -->|user roles/groups/ns| Enforcer
+    Enforcer -->|match resource + action| Permissions
+    Enforcer -->|allow / deny| Response(["Response"])
+
+    style Client fill:#e3f2fd,stroke:#1976d2,color:#000
+    style Server fill:#fff3e0,stroke:#f57c00,color:#000
+    style Registry fill:#e8f5e9,stroke:#388e3c,color:#000
+```
+
+Permission enforcement happens on the server side (Online Feature Server, Offline Feature Server, Registry Server). There is no enforcement when using the Feast SDK with a local provider.
+
+### Actions
+
+Feast defines eight granular actions:
+
+| Action | Description |
+|---|---|
+| `CREATE` | Create a new Feast object |
+| `DESCRIBE` | Read object metadata/state |
+| `UPDATE` | Modify an existing object |
+| `DELETE` | Remove an object |
+| `READ_ONLINE` | Read from the online store |
+| `READ_OFFLINE` | Read from the offline store |
+| `WRITE_ONLINE` | Write to the online store |
+| `WRITE_OFFLINE` | Write to the offline store |
+
+Convenience aliases are provided:
+
+| Alias | Includes |
+|---|---|
+| `ALL_ACTIONS` | All eight actions |
+| `READ` | `READ_ONLINE` + `READ_OFFLINE` |
+| `WRITE` | `WRITE_ONLINE` + `WRITE_OFFLINE` |
+| `CRUD` | `CREATE` + `DESCRIBE` + `UPDATE` + `DELETE` |
+
+### Protected resource types
+
+Permissions can be applied to any of these Feast object types:
+
+`Project`, `Entity`, `FeatureView`, `OnDemandFeatureView`, `BatchFeatureView`, `StreamFeatureView`, `FeatureService`, `DataSource`, `ValidationReference`, `SavedDataset`, `Permission`
+
+The constant `ALL_RESOURCE_TYPES` includes all of the above. `ALL_FEATURE_VIEW_TYPES` includes all feature view subtypes.
+
+### Policy types
+
+| Policy | Match criteria | Use case |
+|---|---|---|
+| `RoleBasedPolicy(roles=[...])` | User must have at least one of the listed roles | Kubernetes RBAC roles, OIDC roles |
+| `GroupBasedPolicy(groups=[...])` | User must belong to at least one of the listed groups | LDAP/OIDC group membership |
+| `NamespaceBasedPolicy(namespaces=[...])` | User's service account must be in one of the listed namespaces | Kubernetes namespace-level isolation |
+| `CombinedGroupNamespacePolicy(groups=[...], namespaces=[...])` | User must match at least one group **or** one namespace | Flexible cross-cutting policies |
+| `AllowAll` | Always grants access | Development / unsecured resources |
+
+### Example: Role-based permissions
+
+This is the most common pattern — separate admin and read-only roles:
+
+```python
+from feast.feast_object import ALL_RESOURCE_TYPES
+from feast.permissions.action import READ, ALL_ACTIONS, AuthzedAction
+from feast.permissions.permission import Permission
+from feast.permissions.policy import RoleBasedPolicy
+
+admin_perm = Permission(
+    name="feast_admin_permission",
+    types=ALL_RESOURCE_TYPES,
+    policy=RoleBasedPolicy(roles=["feast-admin-role"]),
+    actions=ALL_ACTIONS,
+)
+
+user_perm = Permission(
+    name="feast_user_permission",
+    types=ALL_RESOURCE_TYPES,
+    policy=RoleBasedPolicy(roles=["feast-user-role"]),
+    actions=[AuthzedAction.DESCRIBE] + READ,
+)
+```
+
+### Example: Namespace-based isolation for multi-tenant deployments
+
+Use `NamespaceBasedPolicy` to restrict access based on the Kubernetes namespace of the calling service account — ideal for the shared-registry enterprise topology.
+
+Each team gets two permissions: full access to its own resources (matched by `team` tag), and read-only access to resources any team has explicitly published as shared (matched by `visibility: shared` tag). The two `required_tags` target **different** resources — a feature view tagged `team: team-b, visibility: shared` matches only the second permission for Team A, enabling cross-team discovery without granting write access:
+
+```python
+from feast.feast_object import ALL_RESOURCE_TYPES
+from feast.permissions.action import ALL_ACTIONS, READ, AuthzedAction
+from feast.permissions.permission import Permission
+from feast.permissions.policy import NamespaceBasedPolicy
+
+# Team A: full access to its own resources
+team_a_own = Permission(
+    name="team_a_full_access",
+    types=ALL_RESOURCE_TYPES,
+    required_tags={"team": "team-a"},          # matches only Team A's resources
+    policy=NamespaceBasedPolicy(namespaces=["team-a"]),
+    actions=ALL_ACTIONS,
+)
+
+# Team A: read-only access to shared resources published by ANY team
+# e.g. a Team B feature view tagged {team: team-b, visibility: shared}
+# satisfies required_tags here but NOT team_a_own above
+team_a_read_shared = Permission(
+    name="team_a_read_shared",
+    types=ALL_RESOURCE_TYPES,
+    required_tags={"visibility": "shared"},    # matches shared resources from any team
+    policy=NamespaceBasedPolicy(namespaces=["team-a"]),
+    actions=[AuthzedAction.DESCRIBE] + READ,
+)
+
+# Team B: mirror of the above — full access to its own, read-only to shared
+team_b_own = Permission(
+    name="team_b_full_access",
+    types=ALL_RESOURCE_TYPES,
+    required_tags={"team": "team-b"},
+    policy=NamespaceBasedPolicy(namespaces=["team-b"]),
+    actions=ALL_ACTIONS,
+)
+
+team_b_read_shared = Permission(
+    name="team_b_read_shared",
+    types=ALL_RESOURCE_TYPES,
+    required_tags={"visibility": "shared"},
+    policy=NamespaceBasedPolicy(namespaces=["team-b"]),
+    actions=[AuthzedAction.DESCRIBE] + READ,
+)
+```
+
+### Example: Combined group + namespace policy
+
+For organizations that use both OIDC groups and Kubernetes namespaces for identity — ideal when platform engineers lack a dedicated namespace but need cross-team visibility, or when OIDC group membership and namespace ownership should independently grant access:
+
+```python
+from feast.feast_object import ALL_RESOURCE_TYPES
+from feast.permissions.action import ALL_ACTIONS, READ, AuthzedAction
+from feast.permissions.permission import Permission
+from feast.permissions.policy import CombinedGroupNamespacePolicy
+
+# Platform engineers (OIDC group) OR any team namespace can read shared features.
+# This covers platform engineers who have no dedicated K8s namespace of their own
+# but need cross-team feature discovery.
+platform_read_shared = Permission(
+    name="platform_read_shared",
+    types=ALL_RESOURCE_TYPES,
+    required_tags={"visibility": "shared"},
+    policy=CombinedGroupNamespacePolicy(
+        groups=["ml-platform"],           # OIDC group for platform/infra engineers
+        namespaces=["team-a", "team-b"],  # team namespaces from enterprise topology
+    ),
+    actions=[AuthzedAction.DESCRIBE] + READ,
+)
+
+# ML engineers (OIDC) OR team namespace owners have full write access.
+# Either identity alone is sufficient — useful during namespace migration or
+# when the same person holds both the OIDC role and the team namespace.
+ml_engineer_write = Permission(
+    name="ml_engineer_full_access",
+    types=ALL_RESOURCE_TYPES,
+    policy=CombinedGroupNamespacePolicy(
+        groups=["ml-engineers"],
+        namespaces=["team-a", "team-b"],
+    ),
+    actions=ALL_ACTIONS,
+)
+```
+
+### Example: Fine-grained resource filtering
+
+Permissions support `name_patterns` (regex) and `required_tags` for targeting specific resources:
+
+```python
+from feast.feature_view import FeatureView
+from feast.data_source import DataSource
+from feast.permissions.action import AuthzedAction, READ
+from feast.permissions.permission import Permission
+from feast.permissions.policy import RoleBasedPolicy
+
+sensitive_fv_perm = Permission(
+    name="sensitive_feature_reader",
+    types=[FeatureView],
+    name_patterns=[".*sensitive.*", ".*pii.*"],
+    policy=RoleBasedPolicy(roles=["trusted-reader"]),
+    actions=[AuthzedAction.READ_OFFLINE],
+)
+
+high_risk_ds_writer = Permission(
+    name="high_risk_ds_writer",
+    types=[DataSource],
+    required_tags={"risk_level": "high"},
+    policy=RoleBasedPolicy(roles=["admin", "data_team"]),
+    actions=[AuthzedAction.WRITE_ONLINE, AuthzedAction.WRITE_OFFLINE],
+)
+```
+
+### Authorization configuration
+
+Enable auth enforcement in `feature_store.yaml`:
+
+```yaml
+auth:
+  type: kubernetes    # or: oidc
+```
+
+For OIDC:
+
+```yaml
+auth:
+  type: oidc
+  client_id: feast-client
+  auth_server_url: https://keycloak.example.com/realms/feast
+  auth_discovery_url: https://keycloak.example.com/realms/feast/.well-known/openid-configuration
+```
+
+{% hint style="warning" %}
+**Permission granting order:** Feast uses an *affirmative* decision strategy — if **any** matching permission grants access, the request is allowed. Access is denied only when **all** matching permissions deny the user. If no permission matches a resource + action combination, access is **denied**. Resources that do not match any configured permission are unsecured. Always define explicit coverage for all critical resources.
+{% endhint %}
+
+### Recommended RBAC by topology
+
+| Topology | Auth type | Policy type | Guidance |
+|---|---|---|---|
+| **Minimal** | `no_auth` or `kubernetes` | `RoleBasedPolicy` | Basic admin/reader roles |
+| **Standard** | `kubernetes` | `RoleBasedPolicy` | K8s service account roles |
+| **Enterprise (isolated)** | `oidc` or `kubernetes` | `RoleBasedPolicy` + `GroupBasedPolicy` | Per-team OIDC groups |
+| **Enterprise (shared registry)** | `kubernetes` | `NamespaceBasedPolicy` or `CombinedGroupNamespacePolicy` | Namespace isolation with tag-based resource scoping |
+
+---
+
+## Infrastructure-Specific Recommendations
+
+Choosing the right online store, offline store, and registry backend depends on your cloud environment and existing infrastructure. The table below maps common deployment environments to recommended Feast components.
+
+### Recommendation matrix
+
+```mermaid
+graph TD
+    subgraph AWS["AWS / EKS / ROSA"]
+        A_Online["Online: ElastiCache Redis<br/>or DynamoDB"]
+        A_Offline["Offline: Redshift<br/>or Snowflake or Athena"]
+        A_Registry["Registry: RDS PostgreSQL (SQL)<br/>or S3"]
+        A_Compute["Compute: Snowflake Engine<br/>or Spark on EMR<br/>or Ray (KubeRay)"]
+    end
+
+    subgraph GCP["GCP / GKE"]
+        G_Online["Online: Memorystore Redis<br/>or Bigtable or Datastore"]
+        G_Offline["Offline: BigQuery<br/>or Snowflake"]
+        G_Registry["Registry: Cloud SQL PostgreSQL<br/>or GCS"]
+        G_Compute["Compute: Snowflake Engine<br/>or Spark on Dataproc<br/>or Ray (KubeRay)"]
+    end
+
+    subgraph OnPrem["On-Premise / OpenShift"]
+        O_Online["Online: Redis<br/>or PostgreSQL"]
+        O_Offline["Offline: Spark + MinIO<br/>or PostgreSQL or Trino or Oracle"]
+        O_Registry["Registry: PostgreSQL (SQL)"]
+        O_Compute["Compute: Spark<br/>or Ray (KubeRay)"]
+    end
+
+    style AWS fill:#fff3e0,stroke:#f57c00,color:#000
+    style GCP fill:#e3f2fd,stroke:#1976d2,color:#000
+    style OnPrem fill:#e8f5e9,stroke:#388e3c,color:#000
+```
+
+### AWS / EKS / ROSA
+
+| Component | Recommended | Alternative | Notes |
+|---|---|---|---|
+| **Online Store** | **Redis** (ElastiCache) | DynamoDB | Redis offers TTL at retrieval, concurrent writes, Java/Go SDK support. DynamoDB is fully managed with zero ops. |
+| **Offline Store** | **Redshift** | Snowflake, Athena (contrib), Spark | Redshift is the core AWS offline store. Use Snowflake if it's already your warehouse. Athena for S3-native query patterns. |
+| **Registry** | **SQL** (RDS PostgreSQL) | S3 | SQL registry required for concurrent materialization writers. S3 registry is simpler but limited to single-writer. |
+| **Compute Engine** | **Snowflake Engine** | Spark on EMR, [Ray (KubeRay)](../reference/compute-engine/ray.md) | Snowflake engine when your offline/online stores are Snowflake. Spark for S3-based pipelines. Ray with KubeRay for Kubernetes-native distributed processing. |
+
+{% hint style="info" %}
+**ROSA (Red Hat OpenShift on AWS):** Same store recommendations as EKS. Use OpenShift Routes instead of Ingress for TLS termination. Leverage OpenShift's built-in OAuth for `auth.type: kubernetes` integration.
+{% endhint %}
+
+### GCP / GKE
+
+| Component | Recommended | Alternative | Notes |
+|---|---|---|---|
+| **Online Store** | **Redis** (Memorystore) | Bigtable, Datastore | Redis for latency-sensitive workloads. Bigtable for very large-scale feature storage. Datastore is GCP-native and zero-ops. |
+| **Offline Store** | **BigQuery** | Snowflake, Spark (Dataproc) | BigQuery is the core GCP offline store with full feature support. |
+| **Registry** | **SQL** (Cloud SQL PostgreSQL) | GCS | SQL for multi-writer. GCS for simple single-writer setups. |
+| **Compute Engine** | **Snowflake Engine** | Spark on Dataproc, [Ray (KubeRay)](../reference/compute-engine/ray.md) | Use Snowflake engine if your offline store is Snowflake. Spark for BigQuery + GCS pipelines. Ray with KubeRay for Kubernetes-native distributed processing. |
+
+### On-Premise / OpenShift / Self-Managed Kubernetes
+
+| Component | Recommended | Alternative | Notes |
+|---|---|---|---|
+| **Online Store** | **Redis** (self-managed or operator) | PostgreSQL (contrib) | Redis for best performance. PostgreSQL if you want to minimize infrastructure components. |
+| **Offline Store** | **Spark** + MinIO (contrib) | PostgreSQL (contrib), Trino (contrib), Oracle (contrib), DuckDB | Spark for scale. PostgreSQL for simpler setups. Oracle for enterprise customers with existing Oracle infrastructure. DuckDB for development only. |
+| **Registry** | **SQL** (PostgreSQL) | — | Always use SQL registry in production on-prem. File-based registries do not support concurrent writers. |
+| **Compute Engine** | **Spark** | [Ray (KubeRay)](../reference/compute-engine/ray.md) | Run Spark on Kubernetes or standalone. Ray with KubeRay for Kubernetes-native distributed DAG execution. |
+
+{% hint style="warning" %}
+**Multi-replica constraint:** When scaling any Feast service to multiple replicas (via the Feast Operator), you **must** use database-backed persistence for all enabled services. File-based stores (SQLite, DuckDB, `registry.db`) are incompatible with multi-replica deployments. See [Scaling Feast](./scaling-feast.md#horizontal-scaling-with-the-feast-operator) for details.
+{% endhint %}
+
+---
+
+## Air-Gapped / Disconnected Environment Deployments
+
+Production environments in regulated industries (finance, government, defense) often have no outbound internet access from the Kubernetes cluster. The Feast Operator supports air-gapped deployments through custom container images, init container controls, and standard Kubernetes image-pull mechanisms.
+
+### Default init container behavior
+
+When `feastProjectDir` is set on the FeatureStore CR, the operator creates up to two init containers:
+
+1. **`feast-init`** — bootstraps the feature repository by running either `git clone` (if `feastProjectDir.git` is set) or `feast init` (if `feastProjectDir.init` is set), then writes the generated `feature_store.yaml` into the repo directory.
+2. **`feast-apply`** — runs `feast apply` to register feature definitions in the registry. Controlled by `runFeastApplyOnInit` (defaults to `true`). Skipped when `disableInitContainers` is `true`.
+
+In air-gapped environments, `git clone` will fail because the cluster cannot reach external Git repositories. The solution is to **pre-bake** the feature repository into a custom container image and disable the init containers entirely.
+
+### Air-gapped deployment workflow
+
+```mermaid
+graph TD
+    subgraph BuildEnv["Build Environment (internet access)"]
+        Code["Feature repo source code"]
+        Base["Base Feast image<br/>(feastdev/feature-server)"]
+        Custom["Custom image with<br/>bundled feature repo"]
+        Code --> Custom
+        Base --> Custom
+    end
+
+    subgraph InternalRegistry["Internal Container Registry"]
+        Mirror["registry.internal.example.com<br/>/feast/feature-server:v0.61"]
+    end
+
+    subgraph AirGappedCluster["Air-Gapped Kubernetes Cluster"]
+        SA["ServiceAccount<br/>(imagePullSecrets)"]
+        CR["FeatureStore CR<br/>disableInitContainers: true<br/>image: registry.internal..."]
+        Deploy["Feast Deployment<br/>(no init containers)"]
+        SA --> Deploy
+        CR --> Deploy
+    end
+
+    Custom -->|push| Mirror
+    Mirror -->|pull| Deploy
+```
+
+**Steps:**
+
+1. **Build a custom container image** that bundles the feature repository and all Python dependencies into the Feast base image.
+2. **Push** the image to your internal container registry.
+3. **Set `services.disableInitContainers: true`** on the FeatureStore CR to skip `git clone` / `feast init` and `feast apply`.
+4. **Override the image** on each service using the per-service `image` field.
+5. **Set `imagePullPolicy: IfNotPresent`** (or `Never` if images are pre-loaded on nodes).
+6. **Configure `imagePullSecrets`** on the namespace's ServiceAccount — the FeatureStore CRD does not expose an `imagePullSecrets` field, so use the standard Kubernetes approach of attaching secrets to the ServiceAccount that the pods run under.
+
+### Sample FeatureStore CR (air-gapped)
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: airgap-production
+spec:
+  feastProject: my_project
+  services:
+    disableInitContainers: true
+    onlineStore:
+      persistence:
+        store:
+          type: redis
+          secretRef:
+            name: feast-online-store
+      server:
+        image: registry.internal.example.com/feast/feature-server:v0.61
+        imagePullPolicy: IfNotPresent
+        resources:
+          requests:
+            cpu: "1"
+            memory: 1Gi
+          limits:
+            cpu: "2"
+            memory: 2Gi
+    registry:
+      local:
+        persistence:
+          store:
+            type: sql
+            secretRef:
+              name: feast-registry-store
+        server:
+          image: registry.internal.example.com/feast/feature-server:v0.61
+          imagePullPolicy: IfNotPresent
+```
+
+{% hint style="info" %}
+**Pre-populating the registry:** With init containers disabled, `feast apply` does not run on pod startup. You can populate the registry by:
+
+1. **Running `feast apply` from your CI/CD pipeline** that has network access to the registry DB.
+2. **Using the FeatureStore CR's built-in CronJob** (`spec.cronJob`) — the operator creates a Kubernetes CronJob that runs `feast apply` and `feast materialize-incremental` on a schedule. The CronJob runs inside the cluster (no external access needed) and can use a custom image just like the main deployment. This is the recommended approach for air-gapped environments.
+3. **Running `feast apply` manually** from the build environment before deploying the CR.
+{% endhint %}
+
+### Air-gapped deployment checklist
+
+{% hint style="warning" %}
+**Pre-stage the following artifacts before deploying Feast in an air-gapped environment:**
+
+* **Container images** — Feast feature server image (with bundled feature repo) pushed to internal registry
+* **CRD manifests** — Feast Operator CRDs and operator deployment manifests available locally
+* **Store credentials** — Kubernetes Secrets for online store, offline store, and registry DB connections created in the target namespace
+* **Python packages** (if using custom on-demand transforms) — bundled into the custom image or available from an internal PyPI mirror
+* **ServiceAccount configuration** — `imagePullSecrets` attached to the ServiceAccount used by the Feast deployment
+{% endhint %}
+
+---
+
+## Hybrid Store Configuration
+
+The hybrid store feature allows a single Feast deployment to route feature operations to multiple backends based on tags or data sources. This is useful when different feature views have different latency, cost, or compliance requirements.
+
+### Hybrid online store
+
+The `HybridOnlineStore` routes online operations to different backends based on a configurable tag on the `FeatureView`.
+
+```mermaid
+graph LR
+    FS["Online Feature Server"] --> Router["HybridOnlineStore<br/>(routes by tag)"]
+    Router -->|"tag: dynamodb"| DDB["DynamoDB"]
+    Router -->|"tag: redis"| RD["Redis"]
+
+    style Router fill:#fff3e0,stroke:#f57c00,color:#000
+    style DDB fill:#e3f2fd,stroke:#1976d2,color:#000
+    style RD fill:#fce4ec,stroke:#c62828,color:#000
+```
+
+**`feature_store.yaml` configuration:**
+
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+  type: hybrid
+  routing_tag: team
+  online_stores:
+    - type: dynamodb
+      conf:
+        region: us-east-1
+    - type: redis
+      conf:
+        connection_string: "redis-cluster:6379"
+        redis_type: redis_cluster
+```
+
+**Feature view with routing tag:**
+
+```python
+from feast import FeatureView
+
+user_features = FeatureView(
+    name="user_features",
+    entities=[user_entity],
+    source=user_source,
+    tags={"team": "dynamodb"},  # Routes to DynamoDB backend
+)
+
+transaction_features = FeatureView(
+    name="transaction_features",
+    entities=[txn_entity],
+    source=txn_source,
+    tags={"team": "redis"},  # Routes to Redis backend
+)
+```
+
+The tag value must match the online store `type` name (e.g. `dynamodb`, `redis`, `bigtable`).
+
+### Hybrid offline store
+
+The `HybridOfflineStore` routes offline operations to different backends based on the `batch_source` type of each `FeatureView`.
+
+```mermaid
+graph LR
+    Client["Materialization /<br/>Training Job"] --> Router["HybridOfflineStore<br/>(routes by source type)"]
+    Router -->|"SparkSource"| Spark["Spark"]
+    Router -->|"RedshiftSource"| RS["Redshift"]
+
+    style Router fill:#fff3e0,stroke:#f57c00,color:#000
+    style Spark fill:#e8f5e9,stroke:#388e3c,color:#000
+    style RS fill:#e3f2fd,stroke:#1976d2,color:#000
+```
+
+**`feature_store.yaml` configuration:**
+
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+offline_store:
+  type: hybrid_offline_store.HybridOfflineStore
+  offline_stores:
+    - type: spark
+      conf:
+        spark_master: local[*]
+        spark_app_name: feast_spark_app
+    - type: redshift
+      conf:
+        cluster_id: my-redshift-cluster
+        region: us-east-1
+        database: feast_db
+        user: feast_user
+        s3_staging_location: s3://my-bucket/feast-staging
+        iam_role: arn:aws:iam::123456789012:role/FeastRedshiftRole
+```
+
+**Feature views with different sources:**
+
+```python
+from feast import FeatureView, Entity, ValueType
+from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import SparkSource
+from feast.infra.offline_stores.redshift_source import RedshiftSource
+
+user_features = FeatureView(
+    name="user_features",
+    entities=[user_entity],
+    source=SparkSource(path="s3://bucket/user_features"),  # Routes to Spark
+)
+
+activity_features = FeatureView(
+    name="user_activity",
+    entities=[user_entity],
+    source=RedshiftSource(                                 # Routes to Redshift
+        table="user_activity",
+        event_timestamp_column="event_ts",
+    ),
+)
+```
+
+{% hint style="warning" %}
+**Hybrid offline store constraint:** `get_historical_features` requires all requested feature views to share the same `batch_source` type within a single call. You cannot join features across different offline engines in one retrieval request.
+{% endhint %}
+
+---
+
+## Performance Considerations
+
+For detailed server-level tuning (worker counts, timeouts, keep-alive, etc.), see the [Online Server Performance Tuning](./online-server-performance-tuning.md) guide.
+
+### Online feature server sizing
+
+| Traffic tier | Replicas | CPU (per pod) | Memory (per pod) | Notes |
+|---|---|---|---|---|
+| Low (<100 RPS) | 1–2 | 500m–1 | 512Mi–1Gi | Minimal production |
+| Medium (100–1000 RPS) | 2–5 (HPA) | 1–2 | 1–2Gi | Standard production |
+| High (>1000 RPS) | 5–20 (HPA) | 2–4 | 2–4Gi | Enterprise, per-tenant |
+
+### Online store latency guidelines
+
+| Store | p50 latency | p99 latency | Best for |
+|---|---|---|---|
+| **Redis** (single) | <1ms | <5ms | Lowest latency, small-medium datasets |
+| **Redis Cluster** | <2ms | <10ms | High availability + low latency |
+| **DynamoDB** | <5ms | <20ms | Serverless, variable traffic |
+| **PostgreSQL** | <5ms | <30ms | On-prem, simplicity |
+| **Remote (HTTP)** | <10ms | <50ms | Client-server separation |
+
+### Connection pooling for remote online store
+
+When using the [Remote Online Store](../reference/online-stores/remote.md) (client-server architecture), connection pooling significantly reduces latency by reusing TCP/TLS connections:
+
+```yaml
+online_store:
+  type: remote
+  path: http://feast-feature-server:80
+  connection_pool_size: 50        # Max connections in pool (default: 50)
+  connection_idle_timeout: 300    # Idle timeout in seconds (default: 300)
+  connection_retries: 3           # Retry count with exponential backoff
+```
+
+**Tuning by workload:**
+
+| Workload | `connection_pool_size` | `connection_idle_timeout` | `connection_retries` |
+|---|---|---|---|
+| High-throughput inference | 100 | 600 | 5 |
+| Long-running batch service | 50 | 0 (never close) | 3 |
+| Resource-constrained edge | 10 | 60 | 2 |
+
+### Registry performance
+
+* **SQL registry** (PostgreSQL, MySQL) is required for concurrent materialization jobs writing to the registry simultaneously.
+* **File-based registries** (S3, GCS, local) serialize the entire registry on each write — suitable only for single-writer scenarios.
+* For read-heavy workloads, scale the Registry Server to multiple replicas (all connecting to the same database).
+
+### Registry cache tuning at scale
+
+Each Feast server pod maintains its own in-memory copy of the registry metadata. With multiple Gunicorn workers per pod, the total number of independent registry copies is **replicas x workers**. For example, 5 replicas with 4 workers each means 20 copies of the registry in memory, each refreshing independently.
+
+With the default `cache_mode: sync`, the refresh is **synchronous** — when the TTL expires, the next request blocks until the full registry is re-downloaded. At scale, this causes periodic latency spikes across multiple pods simultaneously.
+
+**Recommendation:** Use `cache_mode: thread` with a higher TTL in production to avoid refresh storms:
+
+```yaml
+# In the Operator secret for SQL/DB-backed registries:
+registry:
+  registry_type: sql
+  path: postgresql://<user>:<password>@<host>:5432/feast
+  cache_mode: thread
+  cache_ttl_seconds: 300
+```
+
+For the server-side refresh interval, set `registryTTLSeconds` on the CR:
+
+```yaml
+spec:
+  services:
+    onlineStore:
+      server:
+        workerConfigs:
+          registryTTLSeconds: 300
+```
+
+| Scenario | `cache_mode` | `cache_ttl_seconds` | `registryTTLSeconds` |
+|---|---|---|---|
+| Development / iteration | `sync` (default) | 5–10 | 5 |
+| Production (low-latency) | `thread` | 300 | 300 |
+| Production (frequent schema changes) | `thread` | 60 | 60 |
+
+{% hint style="info" %}
+`registryTTLSeconds` on the CR controls the **server-side** refresh interval. `cache_ttl_seconds` in the registry secret controls the **SDK client** refresh. In Operator deployments, the CR field is what matters for serving performance. For a deep dive into sync vs thread mode trade-offs, memory impact, and freshness considerations, see the [Registry Cache Tuning](./online-server-performance-tuning.md#registry-cache-tuning) section in the performance tuning guide.
+{% endhint %}
+
+### Materialization performance
+
+| Data volume | Recommended engine | Notes |
+|---|---|---|
+| <1M rows | In-process (default) | Simple, no external dependencies |
+| 1M–100M rows | Snowflake Engine, Spark, or Ray | Distributed processing |
+| >100M rows | Spark on Kubernetes / EMR / Dataproc, or Ray via KubeRay | Full cluster-scale materialization with distributed DAG execution |
+
+For detailed engine configuration, see [Scaling Materialization](./scaling-feast.md#scaling-materialization).
+
+### Redis sizing guidelines
+
+| Metric | Guideline |
+|---|---|
+| **Memory** | ~100 bytes per feature value (varies by data type). For 1M entities x 50 features = ~5GB. |
+| **Connections** | Each online feature server replica opens a connection pool. Plan for `replicas x pool_size`. |
+| **TTL** | Set `key_ttl_seconds` in `feature_store.yaml` to auto-expire stale data and bound memory usage. |
+| **Cluster mode** | Use Redis Cluster for >25GB datasets or >10K connections. |
+
+---
+
+## Design Principles
+
+Understanding the following principles helps you choose and customize the right topology.
+
+### Control plane vs data plane
+
+```mermaid
+graph LR
+    subgraph ControlPlane["Control Plane"]
+        Operator["Feast Operator"]
+        Registry["Registry Server"]
+    end
+
+    subgraph DataPlane["Data Plane"]
+        OnlineServer["Online Feature Server"]
+        OfflineServer["Offline Feature Server"]
+    end
+
+    subgraph BackingStores["Backing Stores (external)"]
+        OnlineStore["Online Store<br/>(e.g. Redis, DynamoDB, PostgreSQL, etc.)"]
+        OfflineStore["Offline Store<br/>(e.g. Redshift, BigQuery, Spark, etc.)"]
+        RegistryDB["Registry DB<br/>(PostgreSQL / MySQL)"]
+    end
+
+    ControlPlane -->|configures| DataPlane
+    DataPlane -->|reports status| ControlPlane
+    OnlineServer --> OnlineStore
+    OfflineServer --> OfflineStore
+    Registry --> RegistryDB
+
+    style ControlPlane fill:#e8f5e9,stroke:#388e3c,color:#000
+    style DataPlane fill:#e3f2fd,stroke:#1976d2,color:#000
+    style BackingStores fill:#fce4ec,stroke:#c62828,color:#000
+```
+
+* **Control plane** (Operator + Registry Server) manages feature definitions, metadata, and lifecycle. It changes infrequently and should be highly available.
+* **Data plane** (Online Feature Server + Offline Feature Server) handles the actual feature reads/writes at request time. It must scale with traffic.
+* **Backing stores** (databases, object storage) hold the actual data. These are stateful and managed independently.
+
+### Stateless vs stateful components
+
+The Feast Operator deploys all Feast services (Online Feature Server, Offline Feature Server, Registry Server) in a **single shared Deployment**. When scaling (`spec.replicas > 1` or HPA autoscaling), all services scale together.
+
+{% hint style="warning" %}
+**Scaling requires DB-backed persistence for all enabled services.** The operator enforces this via CRD validation:
+
+* **Online Store** — must use DB persistence (e.g. `type: redis`, `type: dynamodb`, `type: postgres`)
+* **Offline Store** — if enabled, must use DB persistence (e.g. `type: redshift`, `type: bigquery`, `type: spark`, `type: postgres`)
+* **Registry** — must use SQL persistence (`type: sql`), a remote registry, or S3/GCS file-backed registry
+
+File-based stores (SQLite, DuckDB, `registry.db`) are **rejected** when `replicas > 1` or autoscaling is configured.
+{% endhint %}
+
+| Component | Type | Scaling | DB-backed requirement |
+|---|---|---|---|
+| Online Feature Server | **Stateless** (server) | Scales with the shared Deployment (HPA or `spec.replicas`) | Online store must use DB persistence (e.g. Redis, DynamoDB, PostgreSQL) |
+| Offline Feature Server | **Stateless** (server) | Scales with the shared Deployment (HPA or `spec.replicas`) | Offline store must use DB persistence (e.g. Redshift, BigQuery, Spark, PostgreSQL) |
+| Registry Server | **Stateless** (server) | Scales with the shared Deployment (HPA or `spec.replicas`) | Registry must use SQL, remote, or S3/GCS persistence |
+| Online Store (Redis, DynamoDB, etc.) | **Stateful** (backing store) | Scale via managed service or clustering | Managed independently of Feast services |
+| Offline Store (Redshift, BigQuery, etc.) | **Stateful** (backing store) | Scale via cloud-managed infrastructure | Managed independently of Feast services |
+| Registry DB (PostgreSQL, MySQL) | **Stateful** (backing store) | Scale via managed database service | Managed independently of Feast services |
+
+### Scalability guidelines
+
+```mermaid
+graph TD
+    Read["Read traffic increase"] -->|scale| FS["Online Feature Server replicas (HPA)"]
+    Write["Write / materialization load"] -->|scale| Engine["Compute Engine<br/>(Spark / Ray / Snowflake)"]
+    Storage["Data volume growth"] -->|scale| Store["Online / Offline Store capacity"]
+
+    FS -.- Independent["Scale independently"]
+    Engine -.- Independent
+    Store -.- Independent
+
+    style Read fill:#e3f2fd,stroke:#1976d2,color:#000
+    style Write fill:#fff3e0,stroke:#f57c00,color:#000
+    style Storage fill:#f3e5f5,stroke:#7b1fa2,color:#000
+    style FS fill:#e3f2fd,stroke:#1976d2,color:#000
+    style Engine fill:#fff3e0,stroke:#f57c00,color:#000
+    style Store fill:#f3e5f5,stroke:#7b1fa2,color:#000
+```
+
+* **Read scaling** — increase Online Feature Server replicas; they are stateless and scale linearly.
+* **Write scaling** — use a distributed compute engine ([Spark](../reference/compute-engine/spark.md), [Ray/KubeRay](../reference/compute-engine/ray.md), or [Snowflake](../reference/compute-engine/snowflake.md)) for materialization.
+* **Storage scaling** — scale online and offline stores independently based on data volume and query patterns.
+
+For detailed scaling configuration, see [Scaling Feast](./scaling-feast.md).
+
+---
+
+## Topology Comparison
+
+| Capability | Minimal | Standard | Enterprise |
+|---|:---:|:---:|:---:|
+| **High availability** | No | Yes | Yes |
+| **Autoscaling** | No | HPA | HPA + Cluster Autoscaler |
+| **TLS / Ingress** | No | Yes | Yes + API Gateway |
+| **RBAC** | No | Kubernetes RBAC | OIDC + fine-grained RBAC |
+| **Multi-tenancy** | No | No | Namespace-per-team |
+| **Shared registry** | N/A | N/A | Optional (remote registry) |
+| **Hybrid stores** | No | Optional | Recommended for mixed backends |
+| **Observability** | Logs only | Basic metrics | OpenTelemetry + Prometheus + Grafana + Jaeger |
+| **Disaster recovery** | No | Partial | Full backup/restore |
+| **Network policies** | No | Optional | Enforced |
+| **Recommended team size** | 1–3 | 3–15 | 15+ |
+
+---
+
+## Next Steps
+
+* [Feast on Kubernetes](./feast-on-kubernetes.md) — install the Feast Operator and deploy your first FeatureStore CR
+* [Scaling Feast](./scaling-feast.md) — detailed HPA, registry scaling, and materialization engine configuration
+* [Online Server Performance Tuning](./online-server-performance-tuning.md) — worker counts, timeouts, keep-alive, and server-level tuning
+* [Starting Feast Servers in TLS Mode](./starting-feast-servers-tls-mode.md) — enable TLS for secure communication
+* [Running Feast in Production](./running-feast-in-production.md) — CI/CD, materialization scheduling, and model serving patterns
+* [Multi-Team Feature Store Setup](./federated-feature-store.md) — federated feature store for multi-team environments
+* [Permission Concepts](../getting-started/concepts/permission.md) — full permission model reference
+* [RBAC Architecture](../getting-started/architecture/rbac.md) — authorization architecture details
+* [OpenTelemetry Integration](../getting-started/components/open-telemetry.md) — traces and metrics for Feast servers
+* [Hybrid Online Store](../reference/online-stores/hybrid.md) — hybrid online store configuration reference
+* [Hybrid Offline Store](../reference/offline-stores/hybrid.md) — hybrid offline store configuration reference
diff --git a/docs/how-to-guides/running-feast-in-production.md b/docs/how-to-guides/running-feast-in-production.md
index be6fd2afeb4..d26e0234b2e 100644
--- a/docs/how-to-guides/running-feast-in-production.md
+++ b/docs/how-to-guides/running-feast-in-production.md
@@ -18,6 +18,10 @@ For example, you might not have a stream source and, thus, no need to write feat
 Additionally, please check the how-to guide for some specific recommendations on [how to scale Feast](./scaling-feast.md).
 {% endhint %}
 
+{% hint style="info" %}
+**Looking for production deployment patterns?** See the [Feast Production Deployment Topologies](./production-deployment-topologies.md) guide for three Kubernetes-ready topologies (Minimal, Standard, Enterprise), sample FeatureStore CRs, RBAC policies, infrastructure recommendations, and scaling best practices.
+{% endhint %}
+
 In this guide we will show you how to:
 
 1. Deploy your feature store and keep your infrastructure in sync with your feature repository
@@ -71,6 +75,15 @@ Feast keeps the history of materialization in its registry so that the choice co
 
 However, the amount of work can quickly outgrow the resources of a single machine. That happens because the materialization job needs to repackage all rows before writing them to an online store. That leads to high utilization of CPU and memory. In this case, you might want to use a job orchestrator to run multiple jobs in parallel using several workers. Kubernetes Jobs or Airflow are good choices for more comprehensive job orchestration.
 
+For large datasets, you can also reduce peak memory on the materialization worker by setting `online_write_batch_size` in `feature_store.yaml`. This breaks the proto conversion and write into chunks instead of loading the entire dataset into memory at once:
+
+```yaml
+materialization:
+  online_write_batch_size: 10000   # rows per write batch; reduces peak memory proportionally
+```
+
+See the [Materialization write performance](./online-server-performance-tuning.md#materialization-write-performance) guide for sizing recommendations and the full option reference in [feature_store.yaml](../reference/feature-repository/feature-store-yaml.md#online_write_batch_size).
+
 If you are using Airflow as a scheduler, Feast can be invoked through a  [PythonOperator](https://airflow.apache.org/docs/apache-airflow/stable/howto/operator/python.html) after the [Python SDK](https://pypi.org/project/feast/) has been installed into a virtual environment and your feature repo has been synced:
 
 ```python
diff --git a/docs/project/contributing.md b/docs/project/contributing.md
index cded378951d..d79291b9aa8 100644
--- a/docs/project/contributing.md
+++ b/docs/project/contributing.md
@@ -22,9 +22,22 @@ PRs that are submitted by the general public need to be identified as `ok-to-tes
 
 See also [Making a pull request](development-guide.md#making-a-pull-request) for other guidelines on making pull requests in Feast.
 
+## RFCs and Architecture Decision Records
+
+For substantial changes (new features, architecture changes, removing features), we use an RFC process. See the [governance document](../../community/governance.md#rfcs-process) for details.
+
+Once an RFC is finalized and approved, it should be recorded as an Architecture Decision Record (ADR) in the [`docs/adr/`](../adr/README.md) directory. This ensures that architectural decisions are version-controlled alongside the codebase and easily accessible to all contributors.
+
+To add a finalized RFC as an ADR:
+
+1. Copy the [ADR template](../adr/ADR-TEMPLATE.md) to a new file with the next sequential number.
+2. Summarize the RFC's context, decision, and consequences.
+3. Submit a pull request with the new ADR.
+
 ## Resources
 
 - [Community](../community.md) for other ways to get involved with the community
 - [Development guide](development-guide.md) for tips on how to contribute
 - [Feast GitHub issues](https://github.com/feast-dev/feast/issues) to see what others are working on
-- [Feast RFCs](https://drive.google.com/drive/u/0/folders/1msUsgmDbVBaysmhBlg9lklYLLTMk4bC3) for a folder of previously written RFCs
\ No newline at end of file
+- [Feast RFCs](https://drive.google.com/drive/u/0/folders/1msUsgmDbVBaysmhBlg9lklYLLTMk4bC3) for a folder of previously written RFCs
+- [Architecture Decision Records](../adr/README.md) for documented architectural decisions
\ No newline at end of file
diff --git a/docs/reference/alpha-feature-view-versioning.md b/docs/reference/alpha-feature-view-versioning.md
index fbfc733afc6..c9a0a998915 100644
--- a/docs/reference/alpha-feature-view-versioning.md
+++ b/docs/reference/alpha-feature-view-versioning.md
@@ -206,7 +206,7 @@ Version history tracking in the registry (listing versions, pinning, `--no-promo
 
 ## Full Details
 
-For the complete design, concurrency semantics, and feature service interactions, see the [Feature View Versioning RFC](../rfcs/feature-view-versioning.md).
+For the complete design, concurrency semantics, and feature service interactions, see the [Feature View Versioning RFC](../adr/feature-view-versioning.md).
 
 ## Naming Restrictions
 
diff --git a/docs/reference/beta-on-demand-feature-view.md b/docs/reference/beta-on-demand-feature-view.md
index efb7023d567..684bc0ac4b2 100644
--- a/docs/reference/beta-on-demand-feature-view.md
+++ b/docs/reference/beta-on-demand-feature-view.md
@@ -69,6 +69,42 @@ def driver_aggregated_stats(inputs):
 
 Aggregated columns are automatically named using the pattern `{function}_{column}` (e.g., `sum_trips`, `mean_rating`).
 
+### Using `input_schema` with Aggregations
+
+When the input data is not already stored as a feature view, use `input_schema` instead of `sources` to describe the fields that will be passed at request time. Feast will create an internal `RequestSource` automatically.
+
+```python
+from datetime import timedelta
+from feast import Field, on_demand_feature_view
+from feast.aggregation import Aggregation
+from feast.types import Float64, Int64
+
+@on_demand_feature_view(
+    input_schema=[
+        Field(name="txn_amount", dtype=Float64),
+    ],
+    schema=[
+        Field(name="txn_count", dtype=Int64),
+        Field(name="total_txn_amount", dtype=Float64),
+        Field(name="avg_txn_amount", dtype=Float64),
+    ],
+    aggregations=[
+        Aggregation(column="txn_amount", function="count", name="txn_count",
+                    time_window=timedelta(days=30)),
+        Aggregation(column="txn_amount", function="sum", name="total_txn_amount",
+                    time_window=timedelta(days=30)),
+        Aggregation(column="txn_amount", function="mean", name="avg_txn_amount",
+                    time_window=timedelta(days=30)),
+    ],
+    entities=[user],
+)
+def user_transaction_stats(inputs):
+    # Aggregations replace the transformation function — no body needed.
+    pass
+```
+
+`input_schema` also accepts fields that are not aggregation columns — for example, thresholds, currency codes, or other contextual values passed at request time that your UDF needs but that are not stored as features.
+
 ## Example
 See [https://github.com/feast-dev/on-demand-feature-views-demo](https://github.com/feast-dev/on-demand-feature-views-demo) for an example on how to use on demand feature views.
 
diff --git a/docs/reference/compute-engine/ray.md b/docs/reference/compute-engine/ray.md
index 22b1e1a4700..19604e21788 100644
--- a/docs/reference/compute-engine/ray.md
+++ b/docs/reference/compute-engine/ray.md
@@ -28,6 +28,7 @@ The Ray compute engine provides:
 - **Lazy Evaluation**: Deferred execution for optimal performance
 - **Resource Management**: Automatic scaling and resource optimization
 - **Point-in-Time Joins**: Efficient temporal joins for historical feature retrieval
+- **GPU Support**: Schedule transformation workers on GPU nodes via `num_gpus` config (all modes including KubeRay)
 
 ## Architecture
 
@@ -87,6 +88,9 @@ batch_engine:
 | `enable_distributed_joins` | boolean | true | Enable distributed joins for large datasets |
 | `staging_location` | string | None | Remote path for batch materialization jobs |
 | `ray_conf` | dict | None | Ray configuration parameters (memory, CPU limits) |
+| `num_gpus` | float | None | Number of GPUs to request per worker task. Requires GPU nodes in the Ray cluster. Fractional values (e.g. `0.5`) are supported. Supported in all modes including KubeRay. |
+| `gpu_batch_format` | string | `"pandas"` | Batch format for `map_batches` when `num_gpus` is set. Use `"numpy"` or `"pyarrow"` for GPU-native libraries (e.g. cuDF, PyTorch). |
+| `worker_task_options` | dict | None | Arbitrary Ray `.options()` kwargs applied to every worker task. See [Worker Resource Scheduling](#worker-resource-scheduling) for the full reference. |
 
 ### Mode Detection Precedence
 
@@ -344,6 +348,7 @@ import ray
 # Check cluster resources
 resources = ray.cluster_resources()
 print(f"Available CPUs: {resources.get('CPU', 0)}")
+print(f"Available GPUs: {resources.get('GPU', 0)}")
 print(f"Available memory: {resources.get('memory', 0) / 1e9:.2f} GB")
 
 # Monitor job progress
@@ -351,6 +356,89 @@ job = store.get_historical_features(...)
 # Ray compute engine provides built-in progress tracking
 ```
 
+## Worker Resource Scheduling
+
+`worker_task_options` is a passthrough dict of [Ray `.options()` kwargs](https://docs.ray.io/en/latest/ray-core/api/doc/ray.remote_function.RemoteFunction.options.html) applied to every worker task Feast dispatches. It pairs with `ray_conf` (cluster-level `ray.init` options) — `worker_task_options` targets individual worker tasks. Options are forwarded at two levels so Ray schedules correctly:
+
+1. On the `@ray.remote` orchestration task via `.options(**worker_task_options)` — controls node selection.
+2. Inside `map_batches` for the scheduling-relevant subset (`num_gpus`, `num_cpus`, `accelerator_type`, `resources`) — controls which nodes run the data workers.
+
+This is supported across **all execution modes**: local, remote, and KubeRay.
+
+### Common `worker_task_options` keys
+
+| Key | Type | Description |
+|-----|------|-------------|
+| `num_cpus` | float | CPUs per task (default: 1). Fractional values supported. |
+| `memory` | int | Heap memory in **bytes** (e.g. `8589934592` for 8 GB). |
+| `accelerator_type` | string | Pin tasks to a specific GPU model — `"A100"`, `"T4"`, `"V100"`, etc. Useful on KubeRay clusters with mixed GPU node pools. |
+| `resources` | dict | Custom/Kubernetes extended resource labels, e.g. `{"intel.com/gpu": 1}`. |
+| `runtime_env` | dict | Per-task [Ray runtime environment](https://docs.ray.io/en/latest/ray-core/handling-dependencies.html) — `pip`, `conda`, `env_vars`, `working_dir`, etc. For KubeRay, use this to install packages on worker pods without rebuilding images. |
+| `max_retries` | int | Task retry count on worker failure (default: 3). |
+| `scheduling_strategy` | string | `"DEFAULT"`, `"SPREAD"`, or a placement group strategy. |
+
+> For the full list of supported keys see the [Ray RemoteFunction.options() API docs](https://docs.ray.io/en/latest/ray-core/api/doc/ray.remote_function.RemoteFunction.options.html).
+
+### GPU support
+
+`num_gpus` is the only first-class GPU field because it also drives `gpu_batch_format` selection inside Feast. Set it directly rather than inside `worker_task_options`:
+
+```yaml
+batch_engine:
+    type: ray.engine
+    num_gpus: 1               # GPUs per task (fractional values like 0.5 supported)
+    gpu_batch_format: numpy   # numpy/pyarrow for GPU-native libs (cuDF, PyTorch)
+```
+
+When `num_gpus` is set your transformation UDF runs on a GPU worker:
+
+```python
+import cudf  # RAPIDS cuDF – GPU-accelerated DataFrame library
+
+def gpu_transform(batch):
+    gpu_df = cudf.from_pandas(batch)
+    gpu_df["score"] = gpu_df["raw_value"] * 2.0
+    return gpu_df.to_pandas()
+```
+
+### Full example — KubeRay with GPU + all common options
+
+```yaml
+batch_engine:
+    type: ray.engine
+    use_kuberay: true
+    kuberay_conf:
+        cluster_name: "feast-gpu-cluster"
+        namespace: "feast-system"
+        auth_token: "${RAY_AUTH_TOKEN}"
+        auth_server: "https://api.openshift.com:6443"
+    num_gpus: 1
+    gpu_batch_format: numpy
+    worker_task_options:
+        num_cpus: 4
+        memory: 8589934592        # 8 GB
+        accelerator_type: "A100"  # pin to A100 nodes on mixed GPU pool
+        max_retries: 5
+        runtime_env:
+            pip:
+                - cudf-cu12==24.10.0
+                - torch==2.4.0
+            env_vars:
+                CUDA_VISIBLE_DEVICES: "0"
+```
+
+### Checking cluster resources
+
+```python
+import ray
+
+ray.init(address="auto")
+resources = ray.cluster_resources()
+print(f"Available CPUs: {resources.get('CPU', 0)}")
+print(f"Available GPUs: {resources.get('GPU', 0)}")
+print(f"Available memory: {resources.get('memory', 0) / 1e9:.2f} GB")
+```
+
 ## Integration Examples
 
 ### With Spark Offline Store
diff --git a/docs/reference/data-sources/README.md b/docs/reference/data-sources/README.md
index 9d2873c56c3..24bf18dbe86 100644
--- a/docs/reference/data-sources/README.md
+++ b/docs/reference/data-sources/README.md
@@ -65,3 +65,11 @@ Please see [Data Source](../../getting-started/concepts/data-ingestion.md) for a
 {% content-ref url="oracle.md" %}
 [oracle.md](oracle.md)
 {% endcontent-ref %}
+
+{% content-ref url="ray.md" %}
+[ray.md](ray.md)
+{% endcontent-ref %}
+
+{% content-ref url="mongodb.md" %}
+[mongodb.md](mongodb.md)
+{% endcontent-ref %}
diff --git a/docs/reference/data-sources/mongodb.md b/docs/reference/data-sources/mongodb.md
new file mode 100644
index 00000000000..8902affd3c5
--- /dev/null
+++ b/docs/reference/data-sources/mongodb.md
@@ -0,0 +1,103 @@
+# MongoDB source (contrib)
+
+## Description
+
+MongoDB data sources are [MongoDB](https://www.mongodb.com/) collections that can be used as a source for feature data. The `MongoDBSource` points at a MongoDB collection and provides the metadata Feast needs to read historical features from the offline store's collection.
+
+## Examples
+
+Defining a MongoDB source:
+
+```python
+from feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb import (
+    MongoDBSource,
+)
+
+driver_stats_source = MongoDBSource(
+    name="driver_stats",
+    timestamp_field="event_timestamp",
+    created_timestamp_column="created_at",
+)
+```
+
+The `name` field becomes the `feature_view` discriminator stored in every document in the `feature_history` collection.
+
+Configuration options such as `connection_string`, `database`, and `collection` are inherited from the offline store configuration in `feature_store.yaml`.
+
+The full set of configuration options is available [here](https://rtd.feast.dev/en/master/#feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb.MongoDBSource).
+
+## Vector Search
+
+The MongoDB online store supports [MongoDB Vector Search](https://www.mongodb.com/docs/atlas/atlas-vector-search/), enabling similarity search over feature embeddings stored in MongoDB. This is powered by the `$vectorSearch` aggregation stage and supports MongoDB Atlas, self-hosted MongoDB with Atlas Search indexes, and the `mongodb/mongodb-atlas-local` Docker image for local development.
+
+### Configuration
+
+Enable vector search in your `feature_store.yaml`:
+
+```yaml
+project: my_project
+provider: local
+online_store:
+  type: mongodb
+  connection_string: mongodb+srv://<user>:<pass>@cluster.mongodb.net  # pragma: allowlist secret
+  vector_enabled: true
+  similarity: cosine  # cosine | euclidean | dotProduct
+  vector_index_wait_timeout: 60  # seconds to wait for index to become queryable
+  vector_index_wait_poll_interval: 1.0  # seconds between polls
+```
+
+### Defining a Feature View with Vector Index
+
+Mark embedding fields with `vector_index=True` and specify `vector_length`:
+
+```python
+from feast import Entity, FeatureView, Field, FileSource
+from feast.types import Array, Float32, Int64, String
+from datetime import timedelta
+
+item_embeddings = FeatureView(
+    name="item_embeddings",
+    entities=[Entity(name="item_id", join_keys=["item_id"])],
+    schema=[
+        Field(
+            name="embedding",
+            dtype=Array(Float32),
+            vector_index=True,
+            vector_length=384,
+            vector_search_metric="cosine",
+        ),
+        Field(name="title", dtype=String),
+        Field(name="item_id", dtype=Int64),
+    ],
+    source=FileSource(path="items.parquet", timestamp_field="event_timestamp"),
+    ttl=timedelta(hours=24),
+)
+```
+
+When `feast apply` (or `store.update()`) runs with `vector_enabled=True`, MongoDB vector search indexes are automatically created for any field with `vector_index=True`. Indexes are also automatically dropped when feature views are removed.
+
+### Retrieving Documents via Vector Search
+
+Use `retrieve_online_documents_v2()` to perform similarity search:
+
+```python
+store = FeatureStore(repo_path=".")
+results = store.retrieve_online_documents_v2(
+    features=["item_embeddings:embedding", "item_embeddings:title"],
+    query=[0.1, 0.2, ...],  # query vector
+    top_k=5,
+)
+```
+
+### How It Works
+
+- **Index creation**: `update()` creates a MongoDB vector search index named `<feature_view>__<field>__vs_index` for each vector-indexed field. It waits for the index to reach `READY` status before proceeding.
+- **Query execution**: `retrieve_online_documents_v2()` builds a `$vectorSearch` aggregation pipeline with `numCandidates = max(top_k * 10, 100)` and the specified `limit`.
+- **Score**: Results include a `distance` field populated from `$meta: "vectorSearchScore"`.
+- **BSON compatibility**: Query vectors are coerced to native Python floats to avoid numpy serialization issues.
+- **Idempotency**: Calling `update()` multiple times will not duplicate indexes.
+
+## Supported Types
+
+MongoDB data sources support all eight primitive types (`bytes`, `string`, `int32`, `int64`, `float32`, `float64`, `bool`, `timestamp`) and their corresponding array types. Complex types such as `Map` and `Struct` are preserved through the MongoDB document model.
+For a comparison against other batch data sources, please see [here](overview.md#functionality-matrix).
diff --git a/docs/reference/data-sources/ray.md b/docs/reference/data-sources/ray.md
new file mode 100644
index 00000000000..30d4880a58a
--- /dev/null
+++ b/docs/reference/data-sources/ray.md
@@ -0,0 +1,233 @@
+# Ray Data Source (contrib)
+
+> **⚠️ Contrib Plugin:**
+> `RaySource` is a contributed plugin shipped alongside the [Ray offline store](../offline-stores/ray.md). It may not be as stable or fully supported as core data sources.
+
+`RaySource` is a pure-metadata descriptor that tells Feast **how** to load a
+[Ray Dataset](https://docs.ray.io/en/latest/data/api/dataset.html) from any
+source that Ray Data supports natively — Parquet, CSV, JSON, HuggingFace
+Datasets, MongoDB, binary files, images, TFRecords, and more.
+
+It is the recommended data source when using the
+[Ray offline store](../offline-stores/ray.md) and replaces the need for
+`FileSource` for all non-Parquet and non-file-based data.
+
+---
+
+## When to use RaySource vs FileSource
+
+| Scenario | Recommended source |
+|---|---|
+| Parquet files on disk / S3 / GCS (existing setup) | `FileSource` (backward compatible) |
+| Parquet via Ray reader (pipelines, remote auth) | `RaySource(reader_type="parquet")` |
+| CSV, JSON, text, images via Ray | `RaySource` |
+| HuggingFace `datasets` library | `RaySource(reader_type="huggingface")` |
+| MongoDB, SQL, TFRecords, WebDataset | `RaySource` |
+
+---
+
+## Installation
+
+`RaySource` is bundled with the Ray offline store contrib package:
+
+```bash
+pip install 'feast[ray]'
+```
+
+---
+
+## Supported `reader_type` values
+
+| `reader_type` | Underlying Ray API | Notes |
+|---|---|---|
+| `parquet` | `ray.data.read_parquet` | S3, GCS, HDFS, local |
+| `csv` | `ray.data.read_csv` | |
+| `json` | `ray.data.read_json` | |
+| `text` | `ray.data.read_text` | |
+| `images` | `ray.data.read_images` | |
+| `binary_files` | `ray.data.read_binary_files` | |
+| `tfrecords` | `ray.data.read_tfrecords` | |
+| `webdataset` | `ray.data.read_webdataset` | |
+| `huggingface` | `ray.data.from_huggingface` | Wraps `datasets.load_dataset` |
+| `mongo` | `ray.data.read_mongo` | |
+| `sql` | `ray.data.read_sql` | Pass `connection_url` in `reader_options` |
+
+---
+
+## Configuration
+
+### Parameters
+
+| Parameter | Type | Required | Description |
+|---|---|---|---|
+| `name` | `str` | Yes | Unique name for this data source |
+| `reader_type` | `str` | Yes | One of the supported reader types above |
+| `path` | `str` | No | File or directory path (required for file-based readers) |
+| `reader_options` | `dict` | No | Extra keyword arguments forwarded to the Ray reader |
+| `timestamp_field` | `str` | No | Column containing event timestamps |
+| `created_timestamp_column` | `str` | No | Column containing row creation timestamps |
+| `tags` | `dict` | No | Arbitrary key-value metadata |
+| `description` | `str` | No | Human-readable description |
+| `owner` | `str` | No | Owning team or contact |
+
+---
+
+## Usage examples
+
+### Parquet on S3
+
+```python
+from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import RaySource
+
+driver_stats = RaySource(
+    name="driver_stats_parquet",
+    reader_type="parquet",
+    path="s3://my-bucket/driver_stats/",
+    timestamp_field="event_timestamp",
+)
+```
+
+### CSV
+
+```python
+sensor_readings = RaySource(
+    name="sensor_readings_csv",
+    reader_type="csv",
+    path="/data/sensors/",
+    timestamp_field="ts",
+)
+```
+
+### HuggingFace dataset
+
+Load a dataset from the [HuggingFace Hub](https://huggingface.co/datasets)
+directly into Feast.
+
+```python
+from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import RaySource
+
+cheque_images = RaySource(
+    name="cheque_images_hf",
+    reader_type="huggingface",
+    reader_options={
+        "dataset_name": "cheques_sample_data",
+        "split": "train",
+    },
+    timestamp_field="event_timestamp",
+)
+```
+
+### MongoDB
+
+```python
+transaction_log = RaySource(
+    name="transactions_mongo",
+    reader_type="mongo",
+    reader_options={
+        "uri": "mongodb://localhost:27017",
+        "database": "featuredb",
+        "collection": "transactions",
+    },
+    timestamp_field="created_at",
+)
+```
+
+### SQL (via connection URL)
+
+```python
+user_features = RaySource(
+    name="user_features_sql",
+    reader_type="sql",
+    reader_options={
+        "connection_url": "postgresql+psycopg2://user:password@host:5432/db",  # pragma: allowlist secret
+        "query": "SELECT * FROM user_features",
+    },
+    timestamp_field="event_timestamp",
+)
+```
+
+---
+
+## Using RaySource in a BatchFeatureView
+
+```python
+from datetime import timedelta
+from feast import BatchFeatureView, Entity, Field
+from feast.types import Float32, Int64, String
+from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import RaySource
+
+cheque = Entity(name="cheque_id", description="Unique cheque identifier")
+
+cheque_source = RaySource(
+    name="cheque_images_hf",
+    reader_type="huggingface",
+    reader_options={
+        "dataset_name": "cheques_sample_data",
+        "split": "train",
+    },
+    timestamp_field="event_timestamp",
+)
+
+cheque_ocr_fv = BatchFeatureView(
+    name="cheque_ocr_features",
+    entities=[cheque],
+    ttl=timedelta(days=365),
+    schema=[
+        Field(name="cheque_id", dtype=Int64),
+        Field(name="payee_name", dtype=String),
+        Field(name="amount", dtype=String),
+        Field(name="bank_name", dtype=String),
+        Field(name="raw_text", dtype=String),
+    ],
+    source=cheque_source,
+)
+```
+
+---
+
+## Retrieving data as a Ray Dataset
+
+Once the feature view is materialised you can retrieve the offline features
+directly as a Ray Dataset using the first-class `to_ray_dataset()` method:
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+
+# Chain directly on the retrieval job — to_ray_dataset() is a first-class
+# method on every RetrievalJobs.
+ds = store.get_historical_features(
+    features=["cheque_ocr_features:payee_name", "cheque_ocr_features:amount"],
+    entity_df=entity_df,
+).to_ray_dataset()
+
+# Use the dataset downstream in Ray or ML pipelines
+ds.show(3)
+```
+
+---
+
+## Proto serialisation
+
+`RaySource` is fully serialisable to Feast's protobuf registry format. The
+`reader_type`, `path`, and `reader_options` dict are all persisted and can be
+round-tripped via `to_proto()` / `from_proto()`.
+
+---
+
+## Limitations
+
+* The Ray offline store (and therefore `RaySource`) requires `feast[ray]`.
+* `reader_type="sql"` requires a serialisable `connection_url`; raw
+  `sqlalchemy.engine.Engine` objects cannot be pickled across Ray workers.
+* Streaming sources (Kafka, Kinesis) are not supported via `RaySource`; use
+  the dedicated [Kafka](kafka.md) or [Kinesis](kinesis.md) data sources.
+
+---
+
+## Related pages
+
+* [Ray Offline Store](../offline-stores/ray.md)
+* [Ray Compute Engine](../compute-engine/ray.md)
+* [Feature Retrieval](../../getting-started/concepts/feature-retrieval.md)
diff --git a/docs/reference/feast-cli-commands.md b/docs/reference/feast-cli-commands.md
index 535065b5a98..99a99ab1707 100644
--- a/docs/reference/feast-cli-commands.md
+++ b/docs/reference/feast-cli-commands.md
@@ -21,6 +21,7 @@ Commands:
   apply                    Create or update a feature store deployment
   configuration            Display Feast configuration
   delete                   Delete a Feast object from the registry
+  demo-notebooks           Generate demo Jupyter notebooks for the project
   entities                 Access entities
   feature-views            Access feature views
   init                     Create a new Feast repository
@@ -142,6 +143,47 @@ The delete operation is permanent and will remove the object from the registry.
 If multiple objects have the same name across different types, `feast delete` will delete the first one it finds. For programmatic deletion with more control, use the Python SDK methods like `store.delete_feature_view()`, `store.delete_feature_service()`, etc.
 {% endhint %}
 
+## Demo Notebooks
+
+Generate tailored demo Jupyter notebooks for each Feast project found in the current directory.
+
+```bash
+feast demo-notebooks
+```
+
+The command searches for `feature_store.yaml` in the current directory and every file inside the `feast-config/` directory. Each file is treated as a separate project config, and notebooks are created under `./feast-demo-notebooks/<project>/`.
+
+The generated notebooks adapt to your project configuration (online/offline store types, authentication, vector search) and cover:
+
+* **Feature store overview** — explore registered entities, feature views, and services.
+* **Historical feature retrieval** — build training datasets with point-in-time correct joins.
+* **Online feature serving** — materialize features and retrieve them at low latency.
+
+**Options:**
+
+* `-o, --output-dir` — Directory where the notebooks are written. Default: `./feast-demo-notebooks`.
+* `--overwrite` — Overwrite existing notebooks if the output directory already exists.
+
+```bash
+feast demo-notebooks -o ./my-notebooks --overwrite
+```
+
+You can also use the `--chdir` global option to point at a different feature repository:
+
+```bash
+feast -c /path/to/feature_repo demo-notebooks
+```
+
+The same functionality is available via the Python SDK:
+
+```python
+from feast import copy_demo_notebooks
+
+copy_demo_notebooks(output_dir="./feast-demo-notebooks", repo_path=".")
+```
+
+For more details see the [Demo Notebooks tutorial](../tutorials/demo-notebooks.md).
+
 ## Entities
 
 List all registered entities
diff --git a/docs/reference/feature-repository/feature-store-yaml.md b/docs/reference/feature-repository/feature-store-yaml.md
index a87e09ba43e..aec6082b383 100644
--- a/docs/reference/feature-repository/feature-store-yaml.md
+++ b/docs/reference/feature-repository/feature-store-yaml.md
@@ -25,5 +25,69 @@ The following top-level configuration options exist in the `feature_store.yaml`
 * **offline_store** — Configures the offline store.
 * **project** — Defines a namespace for the entire feature store. Can be used to isolate multiple deployments in a single installation of Feast. Should only contain letters, numbers, and underscores.
 * **engine** - Configures the batch materialization engine.
+* **materialization** - Configures materialization behavior (write batching, feature pull strategy). See below.
 
 Please see the [RepoConfig](https://rtd.feast.dev/en/latest/#feast.repo_config.RepoConfig) API reference for the full list of configuration options.
+
+---
+
+## `materialization` configuration
+
+The `materialization` block controls how Feast reads from the offline store and writes to the online store during `feast materialize` / `feast materialize-incremental` runs.
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+  type: redis
+  connection_string: "localhost:6379"
+materialization:
+  online_write_batch_size: 10000   # write rows in chunks of 10 000
+  pull_latest_features: false      # pull full time range (default)
+```
+{% endcode %}
+
+### `online_write_batch_size`
+
+| Field | Type | Default | Supported engines |
+| --- | --- | --- | --- |
+| `online_write_batch_size` | `int` (positive) | `null` | local, spark, ray |
+
+Controls how many rows are converted to protobuf and written to the online store per batch during materialization.
+
+**Default behaviour (`null`):** All rows fetched from the offline store are converted to protobuf in a single in-memory operation before writing. This is fast but can exhaust memory for large datasets — every row must be held as a Python proto object simultaneously.
+
+**With `online_write_batch_size` set:** The Arrow table returned by the offline store is split into chunks of at most `online_write_batch_size` rows. Each chunk is converted and written independently, keeping peak memory proportional to the batch size rather than the full dataset size.
+
+```yaml
+# Recommended for datasets > a few million rows or memory-constrained workers
+materialization:
+  online_write_batch_size: 10000
+```
+
+**Choosing a value:**
+
+| Dataset size | Worker memory | Recommended batch size |
+| --- | --- | --- |
+| < 1 M rows | Any | `null` (default — single batch is fine) |
+| 1–10 M rows | ≥ 4 GB | `50000` |
+| 10–100 M rows | ≥ 8 GB | `10000` |
+| > 100 M rows | Any | `5000`–`10000` |
+
+A smaller batch size reduces peak memory at the cost of more `online_write_batch` calls to the online store. For Redis, each call is a pipelined batch, so the overhead is low. For stores with higher per-call latency (e.g. DynamoDB), prefer larger batch sizes.
+
+{% hint style="info" %}
+`online_write_batch_size` is applied **per feature view** within a single materialization job. If you materialize five feature views in parallel, peak memory is `5 × batch_size × bytes_per_row`.
+{% endhint %}
+
+### `pull_latest_features`
+
+| Field | Type | Default |
+| --- | --- | --- |
+| `pull_latest_features` | `bool` | `false` |
+
+When `false` (default), the offline store retrieves **all** feature values within the requested time range for each entity.
+
+When `true`, only the **latest** value per entity is retrieved. This reduces I/O and memory for feature views where historical values are not needed (e.g., slowly changing dimensions). It is equivalent to running a `GROUP BY entity, MAX(event_timestamp)` on the offline data before writing.
diff --git a/docs/reference/feature-store-yaml.md b/docs/reference/feature-store-yaml.md
index c287ddbc73a..9c8975eb335 100644
--- a/docs/reference/feature-store-yaml.md
+++ b/docs/reference/feature-store-yaml.md
@@ -49,6 +49,29 @@ feature_server:
   offline_push_batching_batch_interval_seconds: 5 # Maximum time rows may remain buffered before a forced flush.
 ```
 
+### registry
+
+The `registry` field can be a simple path string or an object with additional
+configuration. When using the REST registry server, MCP support can be enabled:
+
+```yaml
+registry:
+  registry_type: sql
+  path: postgresql+psycopg://feast:feast@localhost:5432/feast #pragma: allowlist secret
+  mcp:
+    enabled: true
+```
+
+| Field | Type | Default | Description |
+|-------|------|---------|-------------|
+| `registry_type` | string | `file` | Registry backend (`file`, `sql`, etc.) |
+| `path` | string | — | Connection string or file path |
+| `mcp.enabled` | bool | `false` | Enable MCP (Model Context Protocol) on the REST registry server |
+
+When `registry.mcp.enabled` is `true`, the REST registry server exposes registry
+metadata (entities, feature views, feature services) as MCP tool endpoints for
+LLM agents. Requires `feast[mcp]` to be installed.
+
 ## Providers
 
 The `provider` field defines the environment in which Feast will execute data flows. As a result, it also determines the default values for other fields.
diff --git a/docs/reference/mlflow.md b/docs/reference/mlflow.md
new file mode 100644
index 00000000000..6522478409c
--- /dev/null
+++ b/docs/reference/mlflow.md
@@ -0,0 +1,347 @@
+# MLflow Integration
+
+Feast provides **native integration** with [MLflow](https://mlflow.org/) for automatic feature lineage tracking alongside ML experiments. When enabled, every feature retrieval is logged to the active MLflow run.
+
+## Overview
+
+- **Which features did this model use?** -- auto-logged on every `get_historical_features()` / `get_online_features()` call
+- **Which feature service should I use to serve this model?** -- resolved from model URI via `store.mlflow.resolve_features()`
+- **Can I reproduce the exact training data?** -- entity DataFrame saved as an MLflow artifact
+- **Which models break if I change a feature view?** -- reverse index via the Feast UI `/api/mlflow-feature-usage` endpoint
+- **When was the feature store last updated?** -- `feast apply` and `feast materialize` logged to a separate ops experiment
+
+### Capabilities
+
+| Capability | How |
+|---|---|
+| Auto-log feature metadata | Tags on every retrieval inside an active MLflow run |
+| Entity DataFrame archival | `entity_df.parquet` artifact for full reproducibility |
+| Model registration with lineage | `feast.feature_service` tag propagated to model versions |
+| Training-to-prediction linkage | `store.mlflow.load_model()` links prediction runs back to training runs |
+| Model-to-feature resolution | Map any model URI back to its Feast feature service |
+| Operation audit trail | `feast apply` / `feast materialize` logged to `{project}-feast-ops` |
+| `store.mlflow` API | Single entry point — zero `import mlflow`, zero client objects |
+| Feast UI integration | Per-feature-view usage stats and registered model associations |
+
+## Installation
+
+MLflow is an optional dependency:
+
+```bash
+pip install feast[mlflow]
+```
+
+## Configuration
+
+Add the `mlflow` section to your `feature_store.yaml`:
+
+```yaml
+project: my_project
+registry: data/registry.db
+provider: local
+online_store:
+  type: sqlite
+  path: data/online_store.db
+
+mlflow:
+  enabled: true
+  tracking_uri: http://127.0.0.1:5000   # optional, falls back to MLFLOW_TRACKING_URI env var
+  auto_log: true                         # default
+  auto_log_entity_df: false              # default
+  entity_df_max_rows: 100000             # default
+  log_operations: false                  # default
+  ops_experiment_suffix: "-feast-ops"    # default
+```
+
+### Configuration options
+
+| Option | Type | Default | Description |
+|--------|------|---------|-------------|
+| `enabled` | bool | `false` | Master switch for the entire integration |
+| `tracking_uri` | string | *(none)* | MLflow tracking server URI. Falls back to `MLFLOW_TRACKING_URI` env var, then MLflow default (`./mlruns`) |
+| `auto_log` | bool | `true` | Automatically log feature metadata on every retrieval when an active MLflow run exists |
+| `auto_log_entity_df` | bool | `false` | Save the entity DataFrame as `entity_df.parquet` artifact on historical retrieval |
+| `entity_df_max_rows` | int | `100000` | Skip entity DataFrame artifact upload for DataFrames exceeding this limit |
+| `log_operations` | bool | `false` | Log `feast apply` and `feast materialize` to a separate MLflow experiment |
+| `ops_experiment_suffix` | string | `"-feast-ops"` | Suffix appended to project name for the operations experiment |
+
+### Tracking URI resolution
+
+The tracking URI is resolved in this order:
+
+1. `tracking_uri` field in `feature_store.yaml`
+2. `MLFLOW_TRACKING_URI` environment variable
+3. MLflow's default (`./mlruns` local directory)
+
+This means you can omit `tracking_uri` from the YAML and set `MLFLOW_TRACKING_URI` in your environment instead, or it would be pulled from `./mlruns` automatically when both are not set.
+
+## What gets logged
+
+### Tags on retrieval runs
+
+When `auto_log: true` and an active MLflow run exists, each `get_historical_features()` or `get_online_features()` call records:
+
+| Tag | Example | Description |
+|-----|---------|-------------|
+| `feast.project` | `my_project` | Feast project name |
+| `feast.retrieval_type` | `historical` / `online` | Type of feature retrieval |
+| `feast.feature_service` | `driver_activity_v1` | Auto-resolved feature service name (if matched) |
+| `feast.feature_views` | `driver_hourly_stats` | Comma-separated feature view names |
+| `feast.feature_refs` | `driver_hourly_stats:conv_rate,...` | All feature references |
+| `feast.entity_count` | `200` | Number of entities in the request |
+| `feast.feature_count` | `5` | Number of features retrieved |
+
+### Metrics
+
+| Metric | Example | Description |
+|--------|---------|-------------|
+| `feast.job_submission_sec` | `0.4321` | Feature retrieval duration in seconds |
+
+### Artifacts
+
+When `auto_log_entity_df: true` and the entity DataFrame has fewer than `entity_df_max_rows` rows:
+
+| Artifact | Description |
+|----------|-------------|
+| `entity_df.parquet` | Full entity DataFrame used in the retrieval |
+
+When a model is logged via `store.mlflow.log_model()`:
+
+| Artifact | Description |
+|----------|-------------|
+| `feast_features.json` | JSON list of feature references the model was trained on |
+
+### Entity DataFrame metadata
+
+Regardless of `auto_log_entity_df`, the following metadata is logged when present:
+
+| Tag / Param | When | Description |
+|-------------|------|-------------|
+| `feast.entity_df_type` | Always | `dataframe`, `sql`, or `range` |
+| `feast.entity_df_rows` | DataFrame input | Row count |
+| `feast.entity_df_columns` | DataFrame input | Column names |
+| `feast.entity_df_query` | SQL input | The SQL query string |
+| `feast.start_date` / `feast.end_date` | Range-based input | Date range |
+
+### Operation logs
+
+When `log_operations: true`, `feast apply` and `feast materialize` create self-contained runs in the `{project}{ops_experiment_suffix}` experiment (default: `my_project-feast-ops`):
+
+**Apply runs:**
+
+| Tag / Metric | Example |
+|--------------|---------|
+| `feast.operation` | `apply` |
+| `feast.project` | `my_project` |
+| `feast.feature_views_changed` | `driver_hourly_stats,order_stats` |
+| `feast.feature_services_changed` | `driver_activity_v1` |
+| `feast.entities_changed` | `driver,restaurant` |
+| `feast.apply.feature_views_count` | `2` |
+| `feast.apply.feature_services_count` | `1` |
+| `feast.apply.entities_count` | `2` |
+
+**Materialize runs:**
+
+| Tag / Metric | Example |
+|--------------|---------|
+| `feast.operation` | `materialize` / `materialize_incremental` |
+| `feast.project` | `my_project` |
+| `feast.materialize.feature_views` | `driver_hourly_stats` |
+| `feast.materialize.start_date` | `2024-01-01T00:00:00` |
+| `feast.materialize.end_date` | `2024-01-02T00:00:00` |
+| `feast.materialize.duration_sec` | `12.3456` |
+
+## Usage
+
+### Automatic logging (zero code)
+
+With the configuration above, feature metadata is logged automatically whenever there is an active MLflow run. No explicit `import mlflow` is needed — just use `store.mlflow`:
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+
+with store.mlflow.start_run(run_name="my_training"):
+    training_df = store.get_historical_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_df=entity_df,
+    ).to_df()
+    # The run is now tagged with feast.feature_refs, feast.feature_views, etc.
+
+    model = train(training_df)
+    store.mlflow.log_model(model, "model")
+```
+
+No extra code needed — the tags are written automatically.
+
+### `store.mlflow` API (recommended)
+
+`store.mlflow` is the primary way to interact with the Feast–MLflow integration. It provides Feast-enhanced versions of common MLflow operations, and delegates everything else to the raw `mlflow` module:
+
+```python
+from feast import FeatureStore
+from sklearn.linear_model import LogisticRegression
+
+store = FeatureStore(".")
+
+# Training
+with store.mlflow.start_run(run_name="v1_training"):
+    df = store.get_historical_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_df=entity_df,
+    ).to_df()
+
+    model = LogisticRegression().fit(X, y)
+    store.mlflow.log_model(model, "model")     # Feast-enhanced: saves feast_features.json
+    train_run_id = store.mlflow.active_run_id
+
+# Register model (auto-tags version with feast.feature_service)
+store.mlflow.register_model(f"runs:/{train_run_id}/model", "driver_model")
+
+# Prediction (auto-links to training run)
+with store.mlflow.start_run(run_name="prediction"):
+    model = store.mlflow.load_model("models:/driver_model/1")
+    online_features = store.get_online_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_rows=[{"driver_id": 1001}],
+    )
+    predictions = model.predict(...)
+```
+
+### `feast.mlflow` module API (alternative)
+
+For users who prefer a module-level import, `feast.mlflow` is a **drop-in replacement for `import mlflow`** that delegates to the same `store.mlflow` client under the hood:
+
+```python
+import feast.mlflow
+from feast import FeatureStore
+
+store = FeatureStore(".")   # auto-registers with feast.mlflow
+
+with feast.mlflow.start_run(run_name="training"):
+    df = store.get_historical_features(...).to_df()
+    feast.mlflow.log_params({"lr": "0.01"})     # plain passthrough
+    feast.mlflow.log_metrics({"f1": 0.85})       # plain passthrough
+    feast.mlflow.log_model(model, "model")       # Feast-enhanced
+```
+
+#### Store resolution
+
+`feast.mlflow` resolves its `FeatureStore` in this order:
+
+1. **Explicit `feast.mlflow.init(store)`** — if called, overrides everything
+2. **Auto-registered** — the most recently created `FeatureStore` with `mlflow.enabled=true` registers itself automatically
+3. **Auto-discovery** — falls back to `FeatureStore(".")` from the current directory
+
+In most cases, simply creating a `FeatureStore(...)` is enough — no `init()` needed.
+
+#### Error handling
+
+`feast.mlflow` raises clear errors on first use if something is misconfigured:
+
+| Condition | Error |
+|-----------|-------|
+| No `feature_store.yaml` in cwd and no store created | `RuntimeError` with guidance to call `feast.mlflow.init(store)` |
+| `mlflow.enabled` is not set to `true` | `RuntimeError` with guidance to set `mlflow.enabled=true` |
+| `mlflow` pip package not installed | `ImportError` with guidance to run `pip install feast[mlflow]` |
+
+When `mlflow.enabled` is `false` (or omitted), `store.mlflow` returns `None`, allowing callers to guard with `if store.mlflow:`. The `feast.mlflow` module raises `RuntimeError` only when you attempt to use it without an enabled store.
+
+### Feast-enhanced functions
+
+These functions add automatic Feast tagging and lineage on top of their MLflow counterparts:
+
+| Function | Enhancement |
+|----------|-------------|
+| `store.mlflow.start_run(run_name, tags)` | Auto-tags run with `feast.project` |
+| `store.mlflow.log_model(model, path, flavor)` | Auto-attaches `feast_features.json` artifact |
+| `store.mlflow.register_model(model_uri, name)` | Auto-tags model version with `feast.feature_service` |
+| `store.mlflow.load_model(model_uri)` | Auto-tags prediction run with training lineage |
+
+**Supported model flavors for `log_model()`:** `sklearn`, `pytorch`, `xgboost`, `lightgbm`, `tensorflow`, `keras`, `pyfunc`.
+
+### Feast-only functions
+
+These are unique to the Feast integration and have no `mlflow` equivalent:
+
+| Function | Description |
+|----------|-------------|
+| `store.mlflow.resolve_features(model_uri)` | Resolve model URI to Feast feature service name |
+| `store.mlflow.get_training_entity_df(run_id, ...)` | Recover entity DataFrame from a past MLflow run |
+| `store.mlflow.log_training_dataset(df, dataset_name)` | Log a training DataFrame as an MLflow dataset input |
+| `store.mlflow.active_run_id` | Current active MLflow run ID (or `None`) |
+| `store.mlflow.client` | The underlying `MlflowClient` instance for advanced queries |
+| `feast.mlflow.init(store)` | Explicitly bind `feast.mlflow` module to a `FeatureStore` (optional) |
+
+### Passthrough behavior
+
+The `feast.mlflow` module delegates any attribute not listed above to the raw `mlflow` module. This means you can use `feast.mlflow` as a drop-in replacement for `import mlflow`:
+
+```python
+feast.mlflow.log_params(params)             # passes through to mlflow.log_params
+feast.mlflow.log_metrics(metrics)
+feast.mlflow.set_tag("env", "staging")
+feast.mlflow.MlflowClient()
+```
+
+`store.mlflow` does **not** have this passthrough — it only exposes the Feast-enhanced and Feast-only methods listed above. To access raw `mlflow` functions from `store.mlflow`, use the escape hatches:
+
+```python
+store.mlflow.client.log_param(run_id, "lr", "0.01")  # via MlflowClient instance
+store.mlflow.mlflow.log_params(params)                # via raw mlflow module
+```
+
+### Resolve a model back to its feature service
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+fs_name = store.mlflow.resolve_features("models:/driver_model/1")
+# Returns: "driver_activity_v1"
+```
+
+Resolution order:
+1. Model version tag `feast.feature_service` (set by `register_model()`)
+2. Training run tag `feast.feature_service` (set by auto-logging)
+
+### Reproduce training from a past run
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+
+entity_df = store.mlflow.get_training_entity_df(run_id="abc123")
+
+with store.mlflow.start_run(run_name="retrain_v2"):
+    new_df = store.get_historical_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_df=entity_df,
+    ).to_df()
+    model = train(new_df)
+    store.mlflow.log_model(model, "model")
+```
+
+This requires `auto_log_entity_df: true` to have been enabled when the original run was recorded.
+
+## Feast UI integration
+
+The Feast UI server exposes three API endpoints that aggregate data from MLflow:
+
+| Endpoint | Description |
+|----------|-------------|
+| `/api/mlflow-runs` | All Feast-tagged MLflow runs with linked registered models |
+| `/api/mlflow-feature-usage` | Per-feature-view usage stats (run count, last used, associated models) |
+| `/api/mlflow-feature-models` | Reverse index of feature refs to registered models |
+
+The feature view detail page in the Feast UI displays:
+- **MLflow Training Runs** count and **Last Used** date in the header stats
+- An **MLflow Usage** panel showing training run count, relative last-used time, and a table of registered models that depend on the feature view
+
+Start the Feast UI with:
+
+```bash
+feast ui --host 127.0.0.1 --port 8888
+```
diff --git a/docs/reference/offline-stores/README.md b/docs/reference/offline-stores/README.md
index 5f4e146326a..1c0d24c8d07 100644
--- a/docs/reference/offline-stores/README.md
+++ b/docs/reference/offline-stores/README.md
@@ -62,6 +62,10 @@ Please see [Offline Store](../../getting-started/components/offline-store.md) fo
 [clickhouse.md](clickhouse.md)
 {% endcontent-ref %}
 
+{% content-ref url="mongodb.md" %}
+[mongodb.md](mongodb.md)
+{% endcontent-ref %}
+
 {% content-ref url="remote-offline-store.md" %}
 [remote-offline-store.md](remote-offline-store.md)
 {% endcontent-ref %}
diff --git a/docs/reference/offline-stores/mongodb.md b/docs/reference/offline-stores/mongodb.md
new file mode 100644
index 00000000000..a41d43ca676
--- /dev/null
+++ b/docs/reference/offline-stores/mongodb.md
@@ -0,0 +1,101 @@
+# MongoDB offline store (contrib)
+
+## Description
+
+The MongoDB offline store provides support for reading [MongoDBSource](../data-sources/mongodb.md).
+
+## Getting started
+
+In order to use this offline store, you'll need to run `pip install 'feast[mongodb]'`.
+
+## Example
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_project
+registry: data/registry.db
+provider: local
+offline_store:
+  type: feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb.MongoDBOfflineStore
+  connection_string: "mongodb+srv://user:pass@cluster.mongodb.net"  # pragma: allowlist secret
+  database: feast
+  collection: feature_history
+online_store:
+  type: mongodb
+  connection_string: "mongodb+srv://user:pass@cluster.mongodb.net"  # pragma: allowlist secret
+  database_name: feast_online_store
+  collection_suffix: latest
+  client_kwargs: {}
+```
+{% endcode %}
+
+The full set of configuration options is available in [MongoDBOfflineStoreConfig](https://rtd.feast.dev/en/master/#feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb.MongoDBOfflineStoreConfig).
+
+## Data Model
+
+The offline store uses a single shared collection (by default `feature_history`) that stores append-only historical feature rows for all feature views. Each document represents one observation of one entity for one FeatureView at a specific event timestamp:
+
+```json
+{
+  "entity_id": "Binary(...)",
+  "feature_view": "driver_stats",
+  "event_timestamp": "ISODate(2024-01-15T12:00:00Z)",
+  "created_at": "ISODate(2024-01-15T12:01:00Z)",
+  "features": {
+    "conv_rate": 0.72,
+    "acc_rate": 0.91,
+    "avg_daily_trips": 14
+  }
+}
+```
+
+Key properties:
+
+* **Append-only**: Historical data is treated as immutable; corrections are written as new rows with newer `created_at` timestamps rather than in-place updates.
+* **Time-series friendly**: `event_timestamp` represents when the feature value was observed; `created_at` is used as a tie-breaker when multiple observations share the same event timestamp.
+* **Feature grouping by FeatureView**: `feature_view` identifies which FeatureView the row belongs to, so a single collection can host multiple FVs.
+
+A single compound index supports all major query patterns:
+
+```
+(entity_id ASC, feature_view ASC, event_timestamp DESC, created_at DESC)
+```
+
+This index enables efficient range scans over entities and feature views, while ensuring that the most recent observation per `(entity_id, feature_view)` is seen first during aggregation. The index is created lazily on first use and cached per connection string.
+
+## Key Optimizations
+
+* **Scoring vs. training paths**: When each entity appears only once in `entity_df` (scoring/inference — one feature lookup per entity), server-side `$group $first` efficiently returns the single latest value per entity. When the same entity appears at multiple timestamps (training — building a dataset with many historical snapshots per entity), the store retrieves all candidate rows and uses `pd.merge_asof` to select the correct point-in-time value for each request timestamp.
+* **Two-level chunking**: `CHUNK_SIZE` (50,000 rows) controls the size of intermediate DataFrames in memory; `MONGO_BATCH_SIZE` (10,000 entity IDs) limits the query size sent to MongoDB.
+
+## Functionality Matrix
+
+The set of functionality supported by offline stores is described in detail [here](overview.md#functionality).
+Below is a matrix indicating which functionality is supported by the MongoDB offline store.
+
+|                                                                    | MongoDB |
+| :----------------------------------------------------------------- | :------ |
+| `get_historical_features` (point-in-time correct join)             | yes     |
+| `pull_latest_from_table_or_query` (retrieve latest feature values) | yes     |
+| `pull_all_from_table_or_query` (retrieve a saved dataset)          | yes     |
+| `offline_write_batch` (persist dataframes to offline store)        | yes     |
+| `write_logged_features` (persist logged features to offline store) | no      |
+
+Below is a matrix indicating which functionality is supported by `MongoDBRetrievalJob`.
+
+|                                                       | MongoDB |
+| ----------------------------------------------------- | ------- |
+| export to dataframe                                   | yes     |
+| export to arrow table                                 | yes     |
+| export to arrow batches                               | no      |
+| export to SQL                                         | no      |
+| export to data lake (S3, GCS, etc.)                   | no      |
+| export to data warehouse                              | no      |
+| export as Spark dataframe                             | no      |
+| local execution of Python-based on-demand transforms  | yes     |
+| remote execution of Python-based on-demand transforms | no      |
+| persist results in the offline store                  | yes     |
+| preview the query plan before execution               | no      |
+| read partitioned data                                 | no      |
+
+To compare this set of functionality against other offline stores, please see the full [functionality matrix](overview.md#functionality-matrix).
diff --git a/docs/reference/offline-stores/ray.md b/docs/reference/offline-stores/ray.md
index 063ffcb209a..a9d8cd7ef08 100644
--- a/docs/reference/offline-stores/ray.md
+++ b/docs/reference/offline-stores/ray.md
@@ -31,6 +31,7 @@ The Ray offline store provides:
 - Efficient data filtering and column selection
 - Timestamp-based data processing with timezone awareness
 - Enterprise-ready KubeRay cluster support via CodeFlare SDK
+- **GPU support**: schedule worker tasks on GPU nodes via `num_gpus` config (all modes including KubeRay)
 
 
 ## Functionality Matrix
@@ -246,6 +247,9 @@ batch_engine:
 | `max_parallelism_multiplier` | int | 2 | Parallelism as multiple of CPU cores |
 | `target_partition_size_mb` | int | 64 | Target partition size (MB) |
 | `window_size_for_joins` | string | "1H" | Time window for distributed joins |
+| `num_gpus` | float | None | GPUs per worker task. Supported in all modes. See [Worker Resource Scheduling](../compute-engine/ray.md#worker-resource-scheduling). |
+| `gpu_batch_format` | string | `"pandas"` | Batch format for `map_batches` when `num_gpus` is set (`"numpy"` or `"pyarrow"` for GPU-native libs). |
+| `worker_task_options` | dict | None | Arbitrary Ray `.options()` kwargs (num_cpus, memory, accelerator_type, resources, runtime_env, …). See [Worker Resource Scheduling](../compute-engine/ray.md#worker-resource-scheduling) for the full reference. |
 
 #### Mode Detection Precedence
 
@@ -542,6 +546,12 @@ python your_feast_script.py
 - Secure communication between client and Ray cluster
 - Automatic cluster discovery
 
+### GPU Support
+
+The Ray offline store supports GPU scheduling via the `num_gpus` and `gpu_batch_format` config options. This works across all execution modes (local, remote, and KubeRay).
+
+For full configuration details, examples, and KubeRay GPU setup, see the [Ray Compute Engine GPU Support](../compute-engine/ray.md#gpu-support) section.
+
 ### Data Source Validation
 
 The Ray offline store validates data sources to ensure compatibility:
@@ -557,14 +567,45 @@ except Exception as e:
     print(f"Data source validation failed: {e}")
 ```
 
+## Data Sources
+
+[`RaySource`](../data-sources/ray.md) is the recommended data source for the
+Ray offline store. It is a pure-metadata descriptor that tells Feast how to
+load a Ray Dataset from any source Ray Data supports — Parquet, CSV, JSON,
+HuggingFace datasets, MongoDB, binary files, images, TFRecords, WebDataset,
+SQL, and more.
+
+```python
+from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import RaySource
+
+# Load directly from the HuggingFace Hub 
+cheque_source = RaySource(
+    name="cheque_images_hf",
+    reader_type="huggingface",
+    reader_options={
+        "dataset_name": "cheques_sample_data",
+        "split": "train",
+    },
+    timestamp_field="event_timestamp",
+)
+```
+
+See the [RaySource reference](../data-sources/ray.md) for a full list of
+`reader_type` values and configuration options.
+
+> **Note:** `FileSource` (Parquet) remains supported for backward compatibility
+> but `RaySource(reader_type="parquet")` is preferred for new projects.
+
 ## Limitations
 
-The Ray offline store has the following limitations:
+The Ray offline store has one known limitation:
 
-1. **File Sources Only**: Currently supports only `FileSource` data sources
-2. **No Direct SQL**: Does not support SQL query interfaces
-3. **No Online Writes**: Cannot write directly to online stores
-4. **No Complex Transformations**: The Ray offline store focuses on data I/O operations. For complex feature transformations (aggregations, joins, custom UDFs), use the [Ray Compute Engine](../compute-engine/ray.md) instead
+* **`online_write_batch` not implemented**: The `OfflineStore.online_write_batch()` interface
+  is not supported by the Ray offline store. This does **not** affect materialization —
+  `feast materialize` writes to the online store correctly via the
+  [Ray Compute Engine](../compute-engine/ray.md). The restriction only applies to callers
+  that invoke `online_write_batch` on the offline store object directly, which is an
+  uncommon pattern outside of custom tooling.
 
 ## Integration with Ray Compute Engine
 
diff --git a/docs/reference/online-stores/mongodb.md b/docs/reference/online-stores/mongodb.md
index 969637b9e68..e5251747e77 100644
--- a/docs/reference/online-stores/mongodb.md
+++ b/docs/reference/online-stores/mongodb.md
@@ -1,13 +1,9 @@
-# MongoDB online store (Preview)
+# MongoDB online store
 
 ## Description
 
 The [MongoDB](https://www.mongodb.com/) online store provides support for materializing feature values into MongoDB for serving online features.
 
-{% hint style="warning" %}
-The MongoDB online store is currently in **preview**. Some functionality may be unstable, and breaking changes may occur in future releases.
-{% endhint %}
-
 ## Features
 
 * Supports both synchronous and asynchronous operations for high-performance feature retrieval
diff --git a/docs/reference/online-stores/redis.md b/docs/reference/online-stores/redis.md
index ae7f8b4c5ca..f212f03d943 100644
--- a/docs/reference/online-stores/redis.md
+++ b/docs/reference/online-stores/redis.md
@@ -7,7 +7,12 @@ The [Redis](https://redis.io) online store provides support for materializing fe
 * Both Redis and Redis Cluster are supported.
 * The data model used to store feature values in Redis is described in more detail [here](../../specs/online\_store\_format.md).
 
+**Data model:** All feature views that share the same entity key are stored in a single Redis hash. The hash key is derived from the serialized entity key and the project name. Each feature's value is a hash field keyed by a murmur3 hash of `"feature_view_name:feature_name"`, and a separate `_ts:<feature_view_name>` field stores the event timestamp per feature view.
+
+This collocated-by-entity design enables an important performance optimization: `get_online_features()` requests that span multiple feature views for the same entity can issue all `HMGET` commands in a **single Redis pipeline execution**, regardless of how many feature views are requested. See [Performance characteristics](#performance-characteristics) below.
+
 ## Getting started
+
 In order to use this online store, you'll need to install the redis extra (along with the dependency needed for the offline store of choice). E.g.
 -  `pip install 'feast[gcp, redis]'`
 -  `pip install 'feast[snowflake, redis]'`
@@ -60,22 +65,85 @@ online_store:
 ```
 {% endcode %}
 
-Additionally, the redis online store also supports automatically deleting data via a TTL mechanism.
-The TTL is applied at the entity level, so feature values from any associated feature views for an entity are removed together. 
-This TTL can be set in the `feature_store.yaml`, using the `key_ttl_seconds` field in the online store. For example:
+## TTL configuration
+
+The Redis online store supports two complementary TTL mechanisms:
+
+### Key-level TTL (`key_ttl_seconds`)
+
+Sets a Redis `EXPIRE` on the entire entity hash key. When the TTL elapses, Redis automatically deletes all feature values for that entity across **all** feature views that share the same key. Use this to bound memory usage and automatically evict stale entity data.
 
-{% code title="feature_store.yaml" %}
 ```yaml
-project: my_feature_repo
-registry: data/registry.db
-provider: local
 online_store:
   type: redis
-  key_ttl_seconds: 604800
+  key_ttl_seconds: 604800   # 7 days
   connection_string: "localhost:6379"
 ```
-{% endcode %}
 
+{% hint style="warning" %}
+Because all feature views for the same entity share one Redis hash key, `key_ttl_seconds` uses the **entity** as the expiry unit, not the feature view. Writing any feature view for an entity resets the TTL for the whole hash. This means a frequently written feature view can keep a stale, infrequently written feature view alive beyond its intended TTL.
+{% endhint %}
+
+{% hint style="info" %}
+`FeatureView.ttl` defines the **offline retrieval window** (how far back in time point-in-time joins look in the offline store). It does **not** filter online store reads. To control online data expiry, use `key_ttl_seconds`.
+{% endhint %}
+
+## Performance characteristics
+
+### Batched multi-feature-view reads
+
+Unlike most online stores, the Redis implementation overrides `get_online_features()` to issue a **single pipeline execution** for all feature views in the request. Because all feature views for the same entity live in the same Redis hash, all `HMGET` commands across every feature view are batched into one `pipeline.execute()` call.
+
+| Feature views in request | Redis round trips (before) | Redis round trips (after) |
+| :---: | :---: | :---: |
+| 1 | 1 | 1 |
+| 5 | 5 | 1 |
+| 10 | 10 | 1 |
+| 20 | 20 | 1 |
+
+Benchmark results against Redis 8.6.2 (localhost, 50 entities, 3 features/FV, 300 rounds):
+
+| Feature views | Master (per-FV pipeline) | Improved (batched pipeline) | Speedup |
+| :---: | ---: | ---: | :---: |
+| 1 | 1.57 ms | 1.32 ms | 1.19× |
+| 5 | 7.27 ms | 5.63 ms | 1.29× |
+| 10 | 15.64 ms | 10.65 ms | 1.47× |
+| 20 | 36.33 ms | 21.21 ms | **1.71×** |
+
+The speedup grows with the number of feature views and is most pronounced in production environments with non-trivial network RTT to Redis.
+
+### Write path: `skip_dedup` for bulk loads
+
+By default, `online_write_batch()` checks existing timestamps before writing (to avoid overwriting newer data with older data). This requires two pipeline round trips per batch: one to read existing timestamps, one to write new values.
+
+For initial bulk loads or append-only pipelines where out-of-order writes are not a concern, set `skip_dedup: true` to write in a **single pipeline round trip**:
+
+```yaml
+online_store:
+  type: redis
+  connection_string: "localhost:6379"
+  skip_dedup: true
+```
+
+{% hint style="warning" %}
+With `skip_dedup: true`, writes always overwrite existing data regardless of timestamp order. Under concurrent writers, an older record can overwrite a newer one. Use only for controlled bulk loads or pipelines that guarantee ordered delivery.
+{% endhint %}
+
+### Async write support
+
+The Redis online store implements `online_write_batch_async()` using the async Redis client. This enables non-blocking batch writes in async serving frameworks. `skip_dedup` is also respected in the async path.
+
+## Configuration reference
+
+| Parameter | Default | Description |
+| --- | --- | --- |
+| `type` | `redis` | Online store type selector |
+| `redis_type` | `redis` | Connection type: `redis`, `redis_cluster`, or `redis_sentinel` |
+| `connection_string` | `localhost:6379` | Host:port and optional parameters. For cluster: `redis1:6379,redis2:6379,ssl=true,password=...` |
+| `sentinel_master` | `mymaster` | Sentinel master name (only used when `redis_type: redis_sentinel`) |
+| `key_ttl_seconds` | `null` | Redis `EXPIRE` TTL in seconds applied to the entity hash key after each write. Expires all feature views for that entity together. |
+| `full_scan_for_deletion` | `true` | When `true`, deleting or renaming a feature view scans Redis to remove its hash fields. Set `false` to skip deletion scans (faster `feast apply`, but leaves orphaned data). |
+| `skip_dedup` | `false` | When `true`, skips the existing-timestamp read before each write, halving write round trips. Suitable for initial bulk loads; may cause older values to overwrite newer ones under concurrent writers. |
 
 The full set of configuration options is available in [RedisOnlineStoreConfig](https://rtd.feast.dev/en/latest/#feast.infra.online_stores.redis.RedisOnlineStoreConfig).
 
@@ -102,5 +170,7 @@ Below is a matrix indicating which functionality is supported by the Redis onlin
 | collocated by feature view                                | no    |
 | collocated by feature service                             | no    |
 | collocated by entity key                                  | yes   |
+| async batch writes                                        | yes   |
+| batched multi-feature-view reads (single pipeline)        | yes   |
 
 To compare this set of functionality against other online stores, please see the full [functionality matrix](overview.md#functionality-matrix).
diff --git a/docs/reference/type-system.md b/docs/reference/type-system.md
index 6353d41d90c..eb483c6e769 100644
--- a/docs/reference/type-system.md
+++ b/docs/reference/type-system.md
@@ -116,8 +116,13 @@ Map types allow storing dictionary-like data structures:
 |------------|-------------|-------------|
 | `Map` | `Dict[str, Any]` | Dictionary with string keys and values of any supported Feast type (including nested maps) |
 | `Array(Map)` | `List[Dict[str, Any]]` | List of dictionaries |
+| `ScalarMap` | `Dict[Any, Any]` | Dictionary with non-string scalar keys (int, float, bool, UUID, Decimal, bytes, datetime) and values of any supported Feast type |
 
-**Note:** Map keys must always be strings. Map values can be any supported Feast type, including primitives, arrays, or nested maps at the proto level. However, the PyArrow representation is `map<string, string>`, which means backends that rely on PyArrow schemas (e.g., during materialization) treat Map as string-to-string.
+**Note:** `Map` keys must always be strings. `ScalarMap` supports non-string scalar keys — Feast infers `ScalarMap` automatically when the first key of a dict is not a string. Map values can be any supported Feast type, including primitives, arrays, or nested maps at the proto level. However, the PyArrow representation is `map<string, string>`, which means backends that rely on PyArrow schemas (e.g., during materialization) treat Map as string-to-string.
+
+{% hint style="warning" %}
+`ScalarMap` is **not** inferred from any backend schema. You must declare it explicitly in your feature view schema. It is best suited for online serving use cases where the online store serializes proto bytes directly (e.g., Redis, DynamoDB, SQLite).
+{% endhint %}
 
 **Backend support for Map:**
 
@@ -129,7 +134,7 @@ Map types allow storing dictionary-like data structures:
 | Spark | `map<string,string>` | `map<>` → `Map`, `array<map<>>` → `Array(Map)` |
 | Athena | `map` | Inferred as `Map` |
 | MSSQL | `nvarchar(max)` | Serialized as string |
-| DynamoDB / Redis | Proto bytes | Full proto Map support |
+| DynamoDB / Redis | Proto bytes | Full proto Map and ScalarMap support |
 
 ### JSON Type
 
@@ -197,7 +202,7 @@ from datetime import timedelta
 from feast import Entity, FeatureView, Field, FileSource
 from feast.types import (
     Int32, Int64, Float32, Float64, String, Bytes, Bool, UnixTimestamp,
-    Uuid, TimeUuid, Decimal, Array, Set, Map, Json, Struct
+    Uuid, TimeUuid, Decimal, Array, Set, Map, ScalarMap, Json, Struct
 )
 
 # Define a data source
@@ -257,6 +262,7 @@ user_features = FeatureView(
         Field(name="user_preferences", dtype=Map),
         Field(name="metadata", dtype=Map),
         Field(name="activity_log", dtype=Array(Map)),
+        Field(name="event_counts", dtype=ScalarMap),  # non-string keys, e.g. {1001: 5, 1002: 12}
 
         # Nested collection types
         Field(name="weekly_scores", dtype=Array(Array(Float64))),
@@ -383,7 +389,7 @@ Field(name="grouped_tags", dtype=Array(Set(Array(String))))
 Maps can store complex nested data structures:
 
 ```python
-# Simple map
+# Simple map (string keys)
 user_preferences = {
     "theme": "dark",
     "language": "en",
@@ -411,6 +417,44 @@ activity_log = [
 ]
 ```
 
+### ScalarMap Type Usage Examples
+
+`ScalarMap` supports non-string keys. Feast infers it automatically when the first dict key is not a string:
+
+```python
+import uuid
+import decimal
+
+# Integer keys — e.g., category ID → item count
+event_counts = {1001: 5, 1002: 12, 1003: 0}
+
+# UUID keys — e.g., session ID → score
+import uuid
+session_scores = {
+    uuid.UUID("6ba7b810-9dad-11d1-80b4-00c04fd430c8"): 0.95,
+    uuid.UUID("a8098c1a-f86e-11da-bd1a-00112444be1e"): 0.87,
+}
+
+# Decimal keys — e.g., price bucket → product name
+price_tier = {
+    decimal.Decimal("9.99"): "budget",
+    decimal.Decimal("49.99"): "standard",
+    decimal.Decimal("99.99"): "premium",
+}
+
+# Type inference: Feast automatically picks SCALAR_MAP when the key is non-string
+from feast.type_map import python_type_to_feast_value_type
+from feast.value_type import ValueType
+
+python_type_to_feast_value_type({1: "a"})         # → ValueType.SCALAR_MAP
+python_type_to_feast_value_type({"a": 1})          # → ValueType.MAP
+python_type_to_feast_value_type({})                # → ValueType.MAP (empty dict defaults to MAP)
+```
+
+{% hint style="warning" %}
+`ScalarMap` must be **explicitly declared** in your feature view schema — it is never inferred from backend type schemas. It is best suited for online serving via stores that use proto byte serialization (e.g., Redis, DynamoDB, SQLite). Materialization paths that use PyArrow (e.g., BigQuery, Snowflake, Redshift, Spark) do not have native `ScalarMap` support.
+{% endhint %}
+
 ### JSON Type Usage Examples
 
 Feast's `Json` type stores values as JSON strings at the proto level. You can pass either a
@@ -461,7 +505,7 @@ Each of these columns must be associated with a Feast type, which requires conve
 * `source_datatype_to_feast_value_type` calls the appropriate method in `type_map.py`. For example, if a `SnowflakeSource` is being examined, `snowflake_python_type_to_feast_value_type` from `type_map.py` will be called.
 
 {% hint style="info" %}
-**Types that cannot be inferred:** `Set`, `Json`, `Struct`, `Decimal`, `PdfBytes`, and `ImageBytes` types are never inferred from backend schemas. If you use these types, you must declare them explicitly in your feature view schema.
+**Types that cannot be inferred:** `Set`, `Json`, `Struct`, `Decimal`, `ScalarMap`, `PdfBytes`, and `ImageBytes` types are never inferred from backend schemas. If you use these types, you must declare them explicitly in your feature view schema.
 {% endhint %}
 
 ### Materialization
diff --git a/docs/roadmap.md b/docs/roadmap.md
index a6389b3ce51..e47aa79b573 100644
--- a/docs/roadmap.md
+++ b/docs/roadmap.md
@@ -20,6 +20,8 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Athena (contrib plugin)](https://docs.feast.dev/reference/data-sources/athena)
   * [x] [Clickhouse (contrib plugin)](https://docs.feast.dev/reference/data-sources/clickhouse)
   * [x] [Oracle (contrib plugin)](https://docs.feast.dev/reference/data-sources/oracle)
+  * [x] [MongoDB (contrib plugin)](https://docs.feast.dev/reference/data-sources/mongodb)
+  * [x] [Ray source (contrib plugin)](https://docs.feast.dev/reference/data-sources/ray)
   * [x] Kafka / Kinesis sources (via [push support into the online store](https://docs.feast.dev/reference/data-sources/push))
 * **Offline Stores**
   * [x] [Snowflake](https://docs.feast.dev/reference/offline-stores/snowflake)
@@ -38,6 +40,7 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Clickhouse (contrib plugin)](https://docs.feast.dev/reference/offline-stores/clickhouse)
   * [x] [Ray (contrib plugin)](https://docs.feast.dev/reference/offline-stores/ray)
   * [x] [Oracle (contrib plugin)](https://docs.feast.dev/reference/offline-stores/oracle)
+  * [x] [MongoDB (contrib plugin)](https://docs.feast.dev/reference/offline-stores/mongodb)
   * [x] [Hybrid](https://docs.feast.dev/reference/offline-stores/hybrid)
   * [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/customizing-feast/adding-a-new-offline-store)
 * **Online Stores**
diff --git a/docs/tutorials/demo-notebooks.md b/docs/tutorials/demo-notebooks.md
new file mode 100644
index 00000000000..8c0ba059f81
--- /dev/null
+++ b/docs/tutorials/demo-notebooks.md
@@ -0,0 +1,114 @@
+# Demo Notebooks
+
+Feast can generate tailored Jupyter notebooks for any Feast project. The notebooks adapt to your `feature_store.yaml` configuration and provide a hands-on walkthrough of core Feast functionality.
+
+## What you get
+
+For each project discovered, Feast creates a directory with notebooks covering:
+
+| Notebook | Description |
+|----------|-------------|
+| **01 — Feature Store Overview** | Explore registered entities, feature views, feature services, and data sources. |
+| **02 — Historical Feature Retrieval** | Build a training dataset with point-in-time correct joins using `get_historical_features`. |
+| **03 — Online Feature Serving** | Materialize features to the online store and retrieve them at low latency with `get_online_features`. |
+
+The content adapts automatically based on:
+
+* **Online / offline store types** — descriptions reflect the actual backends configured.
+* **Registry type** — local registries include `feast apply`; remote registries use `refresh_registry()`.
+* **Authentication** — auth details from `feature_store.yaml` are surfaced when configured.
+* **Vector search** — a vector/RAG retrieval section is included when embeddings are detected.
+
+## Prerequisites
+
+* Python 3.9+
+* Feast installed (`pip install feast`)
+* A feature repository with a valid `feature_store.yaml`
+
+## Using the CLI
+
+Run the command from (or pointing to) a directory containing `feature_store.yaml`:
+
+```bash
+feast demo-notebooks
+```
+
+This searches for `feature_store.yaml` in the current directory and every file inside the `feast-config/` directory. Each file in `feast-config/` is treated as a separate project config. For each project found, notebooks are written to `./feast-demo-notebooks/<project>/`.
+
+### Options
+
+| Option | Default | Description |
+|--------|---------|-------------|
+| `-o, --output-dir` | `./feast-demo-notebooks` | Root directory for generated notebooks |
+| `--overwrite` | `false` | Overwrite if the output directory already exists |
+
+```bash
+# Write to a custom directory
+feast demo-notebooks -o ./my-notebooks
+
+# Overwrite existing notebooks
+feast demo-notebooks --overwrite
+
+# Use --chdir to point at a different feature repo
+feast -c /path/to/feature_repo demo-notebooks
+```
+
+## Using the Python SDK
+
+```python
+from feast import copy_demo_notebooks
+
+copy_demo_notebooks()
+```
+
+### Parameters
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `output_dir` | `str` | `"./feast-demo-notebooks"` | Root directory for generated notebooks |
+| `repo_path` | `str` | `"."` | Directory to search for `feature_store.yaml` files |
+| `overwrite` | `bool` | `False` | Overwrite existing output directories |
+
+### Examples
+
+```python
+from feast import copy_demo_notebooks
+
+# Default — searches current directory, writes to ./feast-demo-notebooks/
+copy_demo_notebooks()
+
+# Custom paths
+copy_demo_notebooks(
+    output_dir="/home/user/notebooks",
+    repo_path="/home/user/feast-projects/my-repo/feature_repo",
+    overwrite=True,
+)
+```
+
+## Multi-project repositories
+
+If your `feast-config/` directory contains multiple files, each is treated as a separate project and a dedicated notebook directory is created:
+
+```
+feast-demo-notebooks/
+├── project_alpha/
+│   ├── 01_feature_store_overview.ipynb
+│   ├── 02_historical_features_training.ipynb
+│   └── 03_online_features_serving.ipynb
+└── project_beta/
+    ├── 01_feature_store_overview.ipynb
+    ├── 02_historical_features_training.ipynb
+    └── 03_online_features_serving.ipynb
+```
+
+## Running the notebooks
+
+Open any generated notebook in Jupyter, JupyterLab, or VS Code and run cells from top to bottom. Each notebook:
+
+1. Configures the path to your `feature_store.yaml` automatically (no manual editing needed).
+2. Connects to the feature store using the Feast Python SDK.
+3. Walks through relevant operations with real data from your project.
+
+{% hint style="info" %}
+The first notebook (**01 — Overview**) includes a prerequisites check and `feast apply` / registry sync step. Subsequent notebooks assume these have already been completed.
+{% endhint %}
diff --git a/docs/tutorials/rag-with-docling.md b/docs/tutorials/rag-with-docling.md
index 88f2bd2aad7..6b85db4177c 100644
--- a/docs/tutorials/rag-with-docling.md
+++ b/docs/tutorials/rag-with-docling.md
@@ -409,6 +409,234 @@ response = client.chat.completions.create(
 print('\n'.join([c.message.content for c in response.choices]))
 ```
 
+## Alternative: Using DocEmbedder for Simplified Ingestion
+
+Instead of manually chunking, embedding, and writing documents as shown above, you can use Feast's `DocEmbedder` class to handle the entire pipeline in a single step. `DocEmbedder` automates chunking, embedding generation, FeatureView creation, and writing to the online store.
+
+### Install Dependencies
+
+```bash
+pip install feast[milvus,rag]
+```
+
+### Set Up and Ingest with DocEmbedder
+
+```python
+from feast import DocEmbedder
+import pandas as pd
+
+# Prepare your documents as a DataFrame
+df = pd.DataFrame({
+    "id": ["doc1", "doc2", "doc3"],
+    "text": [
+        "Aaron is a prophet, high priest, and the brother of Moses...",
+        "God at Sinai granted Aaron the priesthood for himself...",
+        "His rod turned into a snake. Then he stretched out...",
+    ],
+})
+
+# DocEmbedder handles everything: generates FeatureView, applies repo,
+# chunks text, generates embeddings, and writes to the online store
+embedder = DocEmbedder(
+    repo_path="feature_repo/",
+    feature_view_name="text_feature_view",
+)
+
+result = embedder.embed_documents(
+    documents=df,
+    id_column="id",
+    source_column="text",
+    column_mapping=("text", "text_embedding"),
+)
+```
+
+### Retrieve and Query
+
+Once documents are ingested, you can retrieve them the same way as shown in Step 5 above:
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore("feature_repo/")
+
+query_embedding = embed_text("Who are the authors of the paper?")
+context_data = store.retrieve_online_documents_v2(
+    features=[
+        "text_feature_view:embedding",
+        "text_feature_view:text",
+        "text_feature_view:source_id",
+    ],
+    query=query_embedding,
+    top_k=3,
+    distance_metric="COSINE",
+).to_df()
+```
+
+### Customizing the Pipeline
+
+`DocEmbedder` is extensible at every stage. Below are examples of how to create custom components and wire them together.
+
+#### Custom Chunker
+
+Subclass `BaseChunker` to implement your own chunking strategy. The `load_parse_and_chunk` method receives each document and must return a list of chunk dictionaries.
+
+```python
+from feast.chunker import BaseChunker, ChunkingConfig
+from typing import Any, Optional
+
+class SentenceChunker(BaseChunker):
+    """Chunks text by sentences instead of word count."""
+
+    def load_parse_and_chunk(
+        self,
+        source: Any,
+        source_id: str,
+        source_column: str,
+        source_type: Optional[str] = None,
+    ) -> list[dict]:
+        import re
+
+        text = str(source)
+        # Split on sentence boundaries
+        sentences = re.split(r'(?<=[.!?])\s+', text)
+
+        chunks = []
+        current_chunk = []
+        chunk_index = 0
+
+        for sentence in sentences:
+            current_chunk.append(sentence)
+            combined = " ".join(current_chunk)
+
+            if len(combined.split()) >= self.config.chunk_size:
+                chunks.append({
+                    "chunk_id": f"{source_id}_{chunk_index}",
+                    "original_id": source_id,
+                    source_column: combined,
+                    "chunk_index": chunk_index,
+                })
+                # Keep overlap by retaining the last sentence
+                current_chunk = [sentence]
+                chunk_index += 1
+
+        # Don't forget the last chunk
+        if current_chunk and len(" ".join(current_chunk).split()) >= self.config.min_chunk_size:
+            chunks.append({
+                "chunk_id": f"{source_id}_{chunk_index}",
+                "original_id": source_id,
+                source_column: " ".join(current_chunk),
+                "chunk_index": chunk_index,
+            })
+
+        return chunks
+```
+
+Or simply configure the built-in `TextChunker`:
+
+```python
+from feast import TextChunker, ChunkingConfig
+
+chunker = TextChunker(config=ChunkingConfig(
+    chunk_size=200,
+    chunk_overlap=50,
+    min_chunk_size=30,
+    max_chunk_chars=1000,
+))
+```
+
+#### Custom Embedder
+
+Subclass `BaseEmbedder` to use a different embedding model. Register modality handlers in `_register_default_modalities` and implement the `embed` method.
+
+```python
+from feast.embedder import BaseEmbedder, EmbeddingConfig
+from typing import Any, List, Optional
+import numpy as np
+
+class OpenAIEmbedder(BaseEmbedder):
+    """Embedder that uses the OpenAI API for text embeddings."""
+
+    def __init__(self, model: str = "text-embedding-3-small", config: Optional[EmbeddingConfig] = None):
+        self.model = model
+        self._client = None
+        super().__init__(config)
+
+    def _register_default_modalities(self) -> None:
+        self.register_modality("text", self._embed_text)
+
+    @property
+    def client(self):
+        if self._client is None:
+            from openai import OpenAI
+            self._client = OpenAI()
+        return self._client
+
+    def get_embedding_dim(self, modality: str) -> Optional[int]:
+        # text-embedding-3-small produces 1536-dim vectors
+        if modality == "text":
+            return 1536
+        return None
+
+    def embed(self, inputs: List[Any], modality: str) -> np.ndarray:
+        if modality not in self._modality_handlers:
+            raise ValueError(f"Unsupported modality: '{modality}'")
+        return self._modality_handlers[modality](inputs)
+
+    def _embed_text(self, inputs: List[str]) -> np.ndarray:
+        response = self.client.embeddings.create(input=inputs, model=self.model)
+        return np.array([item.embedding for item in response.data])
+```
+
+#### Custom Logical Layer Function
+
+The schema transform function transforms the chunked + embedded DataFrame into the exact schema your FeatureView expects. It must accept a `pd.DataFrame` and return a `pd.DataFrame`.
+
+```python
+import pandas as pd
+from datetime import datetime, timezone
+
+def my_schema_transform_fn(df: pd.DataFrame) -> pd.DataFrame:
+    """Map chunked + embedded columns to the FeatureView schema."""
+    return pd.DataFrame({
+        "passage_id": df["chunk_id"],
+        "text": df["text"],
+        "embedding": df["text_embedding"],
+        "event_timestamp": [datetime.now(timezone.utc)] * len(df),
+        "source_id": df["original_id"],
+        # Add any extra columns your FeatureView expects
+        "chunk_index": df["chunk_index"],
+    })
+```
+
+#### Putting It All Together
+
+Pass your custom components to `DocEmbedder`:
+
+```python
+from feast import DocEmbedder
+
+embedder = DocEmbedder(
+    repo_path="feature_repo/",
+    feature_view_name="text_feature_view",
+    chunker=SentenceChunker(config=ChunkingConfig(chunk_size=150, min_chunk_size=20)),
+    embedder=OpenAIEmbedder(model="text-embedding-3-small"),
+    schema_transform_fn=my_schema_transform_fn,
+    vector_length=1536,  # Match the OpenAI embedding dimension
+)
+
+# Embed and ingest
+result = embedder.embed_documents(
+    documents=df,
+    id_column="id",
+    source_column="text",
+    column_mapping=("text", "text_embedding"),
+)
+```
+
+> **Note:** When using a custom `schema_transform_fn`, ensure the returned DataFrame columns match your FeatureView schema. When using a custom embedder with a different output dimension, set `vector_length` accordingly (or let it auto-detect via `get_embedding_dim`).
+
+For a complete end-to-end example, see the [DocEmbedder notebook](https://github.com/feast-dev/feast/tree/master/examples/rag-retriever/rag_feast_docembedder.ipynb).
+
 ## Why Feast for RAG?
 
 Feast makes it remarkably easy to set up and manage a RAG system by:
diff --git a/examples/agent_feature_store/README.md b/examples/agent_feature_store/README.md
new file mode 100644
index 00000000000..039b580fd59
--- /dev/null
+++ b/examples/agent_feature_store/README.md
@@ -0,0 +1,420 @@
+# Feast-Powered AI Agent Example
+
+This example demonstrates an **AI agent with persistent memory** that uses **Feast as both a feature store and a context memory layer** through the **Model Context Protocol (MCP)**. This demo uses **Milvus** as the vector-capable online store, but Feast supports multiple vector backends -- including **Milvus, Elasticsearch, Qdrant, PGVector, and FAISS** -- swappable via configuration.
+
+## Why Feast for Agents?
+
+Agents need more than just access to data -- they need to **remember** what happened in prior interactions. Feast's online store is entity-keyed, low-latency, governed, and supports both reads and writes, making it a natural fit for agent context and memory.
+
+| Capability | How Feast Provides It |
+|---|---|
+| **Structured context** | Entity-keyed feature retrieval (customer profiles, account data) |
+| **Document search** | Vector similarity search via pluggable backends (Milvus, Elasticsearch, Qdrant, PGVector, FAISS) |
+| **Persistent memory** | Auto-checkpointed after each turn via `write_to_online_store` |
+| **Governance** | RBAC, audit trails, and feature-level permissions |
+| **TTL management** | Declarative expiration on feature views (memory auto-expires) |
+| **Offline analysis** | Memory is queryable offline like any other feature |
+
+## Architecture
+
+```mermaid
+%%{init: {'theme': 'base', 'themeVariables': {'primaryColor': '#E3F2FD', 'primaryBorderColor': '#1565C0', 'primaryTextColor': '#0D47A1', 'lineColor': '#546E7A', 'secondaryColor': '#F3E5F5', 'tertiaryColor': '#E8F5E9'}}}%%
+flowchart LR
+    User((("🧑 User"))):::userClass
+
+    subgraph AgentLoop ["🤖 Agent Loop"]
+        LLM["LLM Engine\ntool-calling · reasoning"]:::agentClass
+    end
+
+    subgraph Feast ["🏗️ Feast MCP Server"]
+        direction TB
+        ReadAPI["get_online_features\nretrieve_online_documents"]:::feastClass
+        WriteAPI["write_to_online_store"]:::feastClass
+    end
+
+    subgraph VectorStore ["🗄️ Online Store"]
+        direction TB
+        Profiles[("👤 customer_profile\nplan · spend · tickets")]:::storageClass
+        Articles[("📚 knowledge_base\nvector embeddings")]:::storageClass
+        Memory[("🧠 agent_memory\ntopic · resolution · prefs")]:::memoryClass
+    end
+
+    User -->|"query"| LLM
+    LLM -->|"MCP: recall_memory\nlookup_customer\nsearch_kb"| ReadAPI
+    LLM -->|"MCP: auto-checkpoint"| WriteAPI
+    ReadAPI --> Profiles
+    ReadAPI --> Articles
+    ReadAPI --> Memory
+    WriteAPI --> Memory
+    ReadAPI -.->|"results"| LLM
+    LLM -->|"answer"| User
+
+    classDef userClass fill:#E8EAF6,stroke:#283593,color:#1A237E
+    classDef agentClass fill:#E3F2FD,stroke:#1565C0,color:#0D47A1
+    classDef feastClass fill:#FFF3E0,stroke:#E65100,color:#BF360C
+    classDef storageClass fill:#E8F5E9,stroke:#2E7D32,color:#1B5E20
+    classDef memoryClass fill:#F3E5F5,stroke:#6A1B9A,color:#4A148C
+```
+
+## Tools (backed by Feast)
+
+The agent has four tools. Feast is both the **read path** (context) and the **write path** (memory):
+
+| Tool | Direction | What it does | When the LLM calls it |
+|---|---|---|---|
+| `lookup_customer` | READ | Fetches customer profile features (plan, spend, tickets) | Questions about the customer's account |
+| `search_knowledge_base` | READ | Retrieves support articles from the vector store | Questions needing product docs |
+| `recall_memory` | READ | Reads past interaction context (last topic, open issues, preferences) | Start of every conversation |
+
+Memory is **auto-saved after each agent turn** (not as an LLM tool call). This follows the same pattern used by production frameworks -- see [Memory as Infrastructure](#memory-as-infrastructure) below.
+
+### Feast as Context Memory
+
+The `agent_memory` feature view stores per-customer interaction state:
+
+```python
+agent_memory = FeatureView(
+    name="agent_memory",
+    entities=[customer],
+    schema=[
+        Field(name="last_topic", dtype=String),
+        Field(name="last_resolution", dtype=String),
+        Field(name="interaction_count", dtype=Int64),
+        Field(name="preferences", dtype=String),
+        Field(name="open_issue", dtype=String),
+    ],
+    ttl=timedelta(days=30),
+)
+```
+
+This gives agents **persistent, governed, entity-keyed memory** that survives across sessions, is versioned, and lives under the same RBAC as every other feature -- unlike an ad-hoc Redis cache or an in-process dict.
+
+### Memory as Infrastructure
+
+Production agent frameworks treat memory as **infrastructure, not an LLM decision**. The framework auto-saves state after each step - the LLM never needs to "decide" to persist:
+
+| Framework | Memory mechanism | How it works |
+|---|---|---|
+| **LangGraph** | Checkpointers (`MemorySaver`, `PostgresSaver`) | Every graph step is checkpointed automatically by `thread_id` |
+| **CrewAI** | Built-in memory (`memory=True`) | Short-term, long-term, and entity memory auto-persist after each task |
+| **AutoGen** | Teachable agents | Post-conversation hooks extract and store learnings in a vector DB |
+| **OpenAI Agents SDK** | Application-level | Serialize `RunResult` between turns; framework manages state |
+
+This demo follows the same pattern: the agent's three read tools (`recall_memory`, `lookup_customer`, `search_knowledge_base`) are exposed to the LLM for reasoning, while **memory persistence is handled by the framework after each turn** via `_auto_save_memory`. This ensures consistent, reliable memory regardless of LLM behaviour - no risk of the LLM forgetting to save, double-saving, or writing inconsistent state.
+
+Feast is a natural fit for this checkpoint layer because it already provides:
+- **Entity-keyed storage**: memory is keyed by customer ID (or any entity)
+- **TTL management**: memory auto-expires via declarative feature view TTL
+- **Schema enforcement**: typed fields prevent corrupt memory writes
+- **RBAC and audit trails**: memory reads/writes are governed like any other feature
+- **Offline queryability**: agent memory can be analysed in batch pipelines
+
+## Prerequisites
+
+- Python 3.10+
+- Feast with MCP and Milvus support
+- OpenAI API key (for live tool-calling; demo mode works without it)
+
+## Quickstart
+
+### One command
+
+```bash
+cd examples/agent_feature_store
+./run_demo.sh
+
+# Or with live LLM tool-calling:
+OPENAI_API_KEY=sk-... ./run_demo.sh
+```
+
+The script installs dependencies, generates sample data, starts the Feast server, runs the agent, and cleans up on exit.
+
+### Step by step
+
+### 1. Install dependencies
+
+```bash
+pip install "feast[mcp,milvus]"
+```
+
+### 2. Generate sample data and apply the registry
+
+```bash
+cd examples/agent_feature_store
+python setup_data.py
+```
+
+This creates:
+- **3 customer profiles** with attributes like plan tier, spend, and satisfaction score
+- **6 knowledge-base articles** with 384-dimensional vector embeddings
+- **Empty agent memory scaffold** (populated as the agent runs)
+
+### 3. Start the Feast MCP Feature Server
+
+```bash
+cd feature_repo
+feast serve --host 0.0.0.0 --port 6566 --workers 1
+```
+
+### 4. Run the agent
+
+In a new terminal:
+
+```bash
+# Without API key: runs in demo mode (simulated tool selection)
+python agent.py
+```
+
+To run with a real LLM, set the API key and (optionally) the base URL:
+
+```bash
+# OpenAI
+export OPENAI_API_KEY="sk-..."  #pragma: allowlist secret
+python agent.py
+
+# Ollama (free, local -- no API key needed)
+ollama pull llama3.1:8b
+export OPENAI_API_KEY="ollama"  #pragma: allowlist secret
+export OPENAI_BASE_URL="http://localhost:11434/v1"
+export LLM_MODEL="llama3.1:8b"
+python agent.py
+
+# Any OpenAI-compatible provider (Azure, vLLM, LiteLLM, etc.)
+export OPENAI_API_KEY="your-key"  #pragma: allowlist secret
+export OPENAI_BASE_URL="https://your-endpoint/v1"
+export LLM_MODEL="your-model"
+python agent.py
+```
+
+### Demo mode output
+
+Without an API key, the agent simulates the decision-making process with memory:
+
+```
+=================================================================
+  Scene 1: Enterprise customer (C1001) asks about SSO
+  Customer: C1001  |  Query: "How do I set up SSO for my team?"
+=================================================================
+  [Demo mode] Simulating agent reasoning
+
+  Round 1 | recall_memory(customer_id=C1001)
+          -> No prior interactions found
+
+  Round 1 | lookup_customer(customer_id=C1001)
+          -> Alice Johnson | enterprise plan | $24,500 spend | 1 open tickets
+
+  Round 1 | search_knowledge_base(query="How do I set up SSO for my team?...")
+          -> Best match: "Configuring single sign-on (SSO)"
+
+  Round 2 | Generating personalised response...
+
+  ─────────────────────────────────────────────────────────────
+  Agent Response:
+  ─────────────────────────────────────────────────────────────
+  Hi Alice!
+  Since you're on our Enterprise plan, SSO is available for your
+  team. Go to Settings > Security > SSO and enter your Identity
+  Provider metadata URL. We support SAML 2.0 and OIDC...
+
+  [Checkpoint] Memory saved: topic="SSO setup"
+
+=================================================================
+  Scene 4: C1001 returns -- does the agent remember Scene 1?
+  Customer: C1001  |  Query: "I'm back about my SSO question from earlier."
+=================================================================
+  [Demo mode] Simulating agent reasoning
+
+  Round 1 | recall_memory(customer_id=C1001)
+          -> Previous topic: SSO setup
+          -> Open issue: none
+          -> Interaction count: 1
+
+  Round 1 | lookup_customer(customer_id=C1001)
+          -> Alice Johnson | enterprise plan | $24,500 spend | 1 open tickets
+
+  Round 2 | Generating personalised response...
+
+  ─────────────────────────────────────────────────────────────
+  Agent Response:
+  ─────────────────────────────────────────────────────────────
+  Welcome back, Alice! I can see from our records that we last
+  discussed "SSO setup". How can I help you today?
+
+  [Checkpoint] Memory saved: topic="SSO setup"
+```
+
+Scene 4 demonstrates memory continuity -- the agent recalls the SSO conversation from Scene 1 without the customer re-explaining.
+
+### Live mode output (with API key)
+
+With an API key, the LLM autonomously decides which tools to use:
+
+```
+=================================================================
+  Scene 1: Enterprise customer (C1001) asks about SSO
+  Customer: C1001  |  Query: "How do I set up SSO for my team?"
+=================================================================
+  [Round 1] Tool call: recall_memory({'customer_id': 'C1001'})
+  [Round 1] Tool call: lookup_customer({'customer_id': 'C1001'})
+  [Round 1] Tool call: search_knowledge_base({'query': 'SSO setup'})
+  Agent finished after 2 round(s)
+
+  ─────────────────────────────────────────────────────────────
+  Agent Response:
+  ─────────────────────────────────────────────────────────────
+  Hi Alice! Since you're on our Enterprise plan, SSO is available
+  for your team. Go to Settings > Security > SSO and enter your
+  Identity Provider metadata URL. We support SAML 2.0 and OIDC...
+
+  [Checkpoint] Memory saved: topic="SSO setup"
+```
+
+## How It Works
+
+> **Why a raw loop?** This example builds the agent from scratch using the OpenAI tool-calling API and the MCP Python SDK to keep dependencies minimal and make every Feast call visible. All Feast interactions go through the MCP protocol -- the agent connects to Feast's MCP endpoint, discovers tools dynamically, and invokes them via `session.call_tool()`. In production, you would use a framework like LangChain/LangGraph, LlamaIndex, CrewAI, or AutoGen -- Feast's MCP endpoint lets any of them auto-discover the tools with zero custom wiring (see [MCP Integration](#mcp-integration) below).
+
+### The Agent Loop (`agent.py`)
+
+```python
+from mcp import ClientSession
+from mcp.client.streamable_http import streamablehttp_client
+
+async with streamablehttp_client("http://localhost:6566/mcp") as (r, w, _):
+    async with ClientSession(r, w) as session:
+        await session.initialize()
+        tools = await session.list_tools()  # discover Feast tools
+
+        for round in range(MAX_ROUNDS):
+            # 1. Send messages + read tools to LLM
+            response = call_llm(messages, tools=[...])
+
+            # 2. If LLM says "stop" -> return the answer
+            if response.finish_reason == "stop":
+                break
+
+            # 3. Execute tool calls via MCP
+            for tool_call in response.tool_calls:
+                result = await session.call_tool(name, args)
+                messages.append(tool_result(result))
+
+        # 4. Framework-style checkpoint: auto-save via MCP
+        await session.call_tool("write_to_online_store", {...})
+```
+
+The LLM sees the tool definitions (JSON Schema) and decides:
+- **Which tools to call** (can call zero, one, or multiple per round)
+- **What arguments to pass** (e.g., which customer ID to look up)
+- **When to stop** (once it has enough information to answer)
+
+All Feast calls go through **MCP** (`session.call_tool()`), not direct REST. Memory is saved **automatically after each turn** by the framework, not by the LLM. This mirrors how production frameworks handle persistence (see [Memory as Infrastructure](#memory-as-infrastructure)).
+
+### Feature Definitions (`feature_repo/features.py`)
+
+- **`customer_profile`**: Structured data (name, plan, spend, tickets, satisfaction)
+- **`knowledge_base`**: Support articles with 384-dim vector embeddings (Milvus in this demo; swappable to Elasticsearch, Qdrant, PGVector, or FAISS)
+- **`agent_memory`**: Per-customer interaction history (last topic, resolution, preferences, open issues)
+
+### MCP Integration
+
+The Feast Feature Server exposes all endpoints as MCP tools at `http://localhost:6566/mcp`.
+Any MCP-compatible framework can connect:
+
+```python
+# LangChain / LangGraph
+from langchain_mcp_adapters.client import MultiServerMCPClient
+from langgraph.prebuilt import create_react_agent
+
+async with MultiServerMCPClient(
+    {"feast": {"url": "http://localhost:6566/mcp", "transport": "streamable_http"}}
+) as client:
+    tools = client.get_tools()
+    agent = create_react_agent(llm, tools)
+    result = await agent.ainvoke({"messages": "How do I set up SSO?"})
+```
+
+```python
+# LlamaIndex
+from llama_index.tools.mcp import aget_tools_from_mcp_url
+from llama_index.core.agent.function_calling import FunctionCallingAgent
+from llama_index.llms.openai import OpenAI
+
+tools = await aget_tools_from_mcp_url("http://localhost:6566/mcp")
+agent = FunctionCallingAgent.from_tools(tools, llm=OpenAI(model="gpt-4o-mini"))
+response = await agent.achat("How do I set up SSO?")
+```
+
+```json
+// Claude Desktop / Cursor
+{
+  "mcpServers": {
+    "feast": {
+      "url": "http://localhost:6566/mcp",
+      "transport": "streamable_http"
+    }
+  }
+}
+```
+
+> **Building the same agent with a framework:** The examples above show the Feast-specific part -- connecting to the MCP endpoint and getting the tools. Once you have the tools, building the agent follows each framework's standard patterns. The key difference from this demo's raw loop: frameworks handle the tool-calling loop, message threading, and (with LangGraph checkpointers or CrewAI `memory=True`) automatic state persistence natively. Feast's MCP endpoint means zero custom integration code -- the tools are discovered and callable immediately.
+
+**Adapting to your use case:** The demo's system prompt, tool wrappers (`lookup_customer`, `recall_memory`), and feature views are all specific to customer support. For your own agent, you define your feature views in Feast (e.g., `product_catalog`, `order_history`, `fraud_signals`), run `feast apply`, and start the server. The same three generic MCP tools -- `get_online_features`, `retrieve_online_documents`, and `write_to_online_store` -- serve any domain. With a framework like LangChain or LlamaIndex, you don't even need custom tool wrappers -- the LLM calls the generic Feast tools directly with your feature view names and entities.
+
+## Production Deployment
+
+For production, Feast fits into a layered platform architecture:
+
+```mermaid
+%%{init: {'theme': 'base', 'themeVariables': {'primaryColor': '#E3F2FD', 'primaryBorderColor': '#1565C0', 'lineColor': '#546E7A'}}}%%
+flowchart TB
+    Agent(("🤖 AI Agent")):::agentClass
+
+    subgraph Platform ["🛡️ Production Platform"]
+        direction TB
+        Gateway["🔐 MCP Gateway\nJWT auth · tool filtering"]:::platformClass
+        Sandbox["📦 Sandboxed Container\nkernel-level isolation"]:::platformClass
+        Guardrails["🛑 Guardrails Orchestrator\ninput/output screening"]:::platformClass
+    end
+
+    subgraph Observability ["📊 Observability + Lifecycle"]
+        direction LR
+        OTel["OpenTelemetry + MLflow\ntraces · metrics · audit"]:::obsClass
+        Kagenti["Kagenti Operator\nAgentCard CRDs · discovery"]:::lifecycleClass
+    end
+
+    subgraph FeastSvc ["🏗️ Feast MCP Server"]
+        FS["/mcp · /get-online-features · /write-to-online-store"]:::feastClass
+    end
+
+    subgraph Store ["🗄️ Online Store"]
+        direction LR
+        P[("👤 Profiles")]:::storageClass
+        K[("📚 Knowledge Base")]:::storageClass
+        M[("🧠 Agent Memory")]:::memoryClass
+    end
+
+    Agent --> Gateway
+    Gateway --> Sandbox
+    Sandbox --> Guardrails
+    Guardrails --> FS
+    FS --> P
+    FS --> K
+    FS <--> M
+    OTel -.->|"traces"| FS
+    Kagenti -.->|"discover"| FS
+
+    classDef agentClass fill:#E3F2FD,stroke:#1565C0,color:#0D47A1
+    classDef platformClass fill:#FFEBEE,stroke:#C62828,color:#B71C1C
+    classDef obsClass fill:#FFF8E1,stroke:#F57F17,color:#E65100
+    classDef lifecycleClass fill:#E0F2F1,stroke:#00695C,color:#004D40
+    classDef feastClass fill:#FFF3E0,stroke:#E65100,color:#BF360C
+    classDef storageClass fill:#E8F5E9,stroke:#2E7D32,color:#1B5E20
+    classDef memoryClass fill:#F3E5F5,stroke:#6A1B9A,color:#4A148C
+```
+
+This demo uses Milvus Lite (embedded). For production, swap to any supported vector-capable backend by updating `feature_store.yaml`:
+
+- **Milvus cluster**: Deploy via the [Milvus Operator](https://milvus.io/docs/install_cluster-milvusoperator.md) and set `host`/`port` instead of `path`.
+- **Elasticsearch**: Set `online_store: type: elasticsearch` with your cluster URL.
+- **Qdrant**: Set `online_store: type: qdrant` with your Qdrant endpoint.
+- **PGVector**: Set `online_store: type: postgres` with `pgvector_enabled: true`.
+- **FAISS**: Set `online_store: type: faiss` for in-process vector search.
diff --git a/examples/agent_feature_store/agent.py b/examples/agent_feature_store/agent.py
new file mode 100644
index 00000000000..3297cbe393e
--- /dev/null
+++ b/examples/agent_feature_store/agent.py
@@ -0,0 +1,816 @@
+"""
+Customer-support AI agent powered by Feast features and memory via MCP.
+
+The LLM decides which tools to call, when to call them, and what to do
+with the results.  Feast acts as both the **context provider** (read) and
+the **memory store** (write).
+
+All Feast interactions use the **Model Context Protocol (MCP)**: the agent
+connects to the Feast MCP server, discovers available tools dynamically,
+and invokes them through the standard protocol -- exactly how production
+frameworks like LangChain, LlamaIndex, and CrewAI integrate with MCP
+tool servers.
+
+The agent has three Feast-backed read tools:
+
+    - lookup_customer:        Retrieve customer profile features.
+    - search_knowledge_base:  Retrieve support articles.
+    - recall_memory:          Read past interaction context for this customer.
+
+Memory is automatically saved after every agent turn (framework-style
+checkpointing), not as an explicit LLM tool call.  This mirrors how
+production frameworks like LangGraph, CrewAI, and AutoGen handle
+persistence -- as infrastructure, not an LLM decision.
+
+Memory is entity-keyed (per customer), TTL-managed, versioned, and governed
+by the same RBAC as every other feature -- unlike an ad-hoc Redis cache or
+an in-process dict.
+
+Prerequisites:
+    1. Run `python setup_data.py` to populate sample data.
+    2. Start the Feast server: `cd feature_repo && feast serve --host 0.0.0.0 --port 6566 --workers 1`
+    3. Set OPENAI_API_KEY (required for tool-calling).
+
+Usage:
+    python agent.py
+"""
+
+import asyncio
+import json
+import os
+import sys
+from typing import Any
+
+import requests
+
+from mcp import ClientSession
+from mcp.client.streamable_http import streamablehttp_client
+
+FEAST_SERVER = os.getenv("FEAST_SERVER_URL", "http://localhost:6566")
+FEAST_MCP_URL = os.getenv("FEAST_MCP_URL", f"{FEAST_SERVER}/mcp")
+OPENAI_API_KEY = os.getenv("OPENAI_API_KEY", "")
+OPENAI_BASE_URL = os.getenv("OPENAI_BASE_URL", "https://api.openai.com/v1")
+LLM_MODEL = os.getenv("LLM_MODEL", "gpt-4o-mini")
+MAX_TOOL_ROUNDS = 5
+
+# Module-level MCP session (initialised in main)
+_mcp_session: ClientSession | None = None
+# Maps Feast MCP tool names discovered at startup
+_feast_tools: dict[str, str] = {}
+
+
+async def _call_feast_tool(tool_name: str, arguments: dict) -> dict:
+    """Call a Feast MCP tool and parse the JSON response."""
+    assert _mcp_session is not None, "MCP session not initialised"
+    mcp_tool = _feast_tools.get(tool_name)
+    if not mcp_tool:
+        raise ValueError(
+            f"Feast MCP tool '{tool_name}' not found. "
+            f"Available: {list(_feast_tools.keys())}"
+        )
+    result = await _mcp_session.call_tool(mcp_tool, arguments)
+    text = result.content[0].text if result.content else "{}"
+    return json.loads(text)
+
+
+async def _discover_feast_tools() -> dict[str, str]:
+    """List MCP tools and build a lookup mapping logical names to MCP names."""
+    assert _mcp_session is not None
+    tools_result = await _mcp_session.list_tools()
+    tool_map: dict[str, str] = {}
+    for tool in tools_result.tools:
+        name = tool.name
+        if "get_online_features" in name:
+            tool_map["get_online_features"] = name
+        elif "retrieve_online_documents" in name:
+            tool_map["retrieve_online_documents"] = name
+        elif "write_to_online_store" in name:
+            tool_map["write_to_online_store"] = name
+    return tool_map
+
+
+# ---------------------------------------------------------------------------
+# Tools: each wraps a Feast MCP call
+# ---------------------------------------------------------------------------
+# These tool specs are domain-specific wrappers for the customer-support demo.
+# With a framework (LangChain, LlamaIndex), you can skip these entirely --
+# the LLM calls Feast's generic MCP tools (get_online_features, etc.) directly.
+
+TOOLS_SPEC = [
+    {
+        "type": "function",
+        "function": {
+            "name": "lookup_customer",
+            "description": (
+                "Look up a customer's profile from the feature store. Returns "
+                "name, email, plan tier, account age, total spend, open support "
+                "tickets, and satisfaction score."
+            ),
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "customer_id": {
+                        "type": "string",
+                        "description": "The customer ID, e.g. 'C1001'",
+                    }
+                },
+                "required": ["customer_id"],
+            },
+        },
+    },
+    {
+        "type": "function",
+        "function": {
+            "name": "search_knowledge_base",
+            "description": (
+                "Search the support knowledge base for articles relevant to "
+                "the user's question. Returns article titles, content, and "
+                "categories. Use this when you need product documentation or "
+                "how-to information."
+            ),
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "query": {
+                        "type": "string",
+                        "description": "The search query describing what the user needs help with",
+                    }
+                },
+                "required": ["query"],
+            },
+        },
+    },
+    {
+        "type": "function",
+        "function": {
+            "name": "recall_memory",
+            "description": (
+                "Recall past interaction context for a customer from the memory "
+                "store. Returns the last topic discussed, how it was resolved, "
+                "interaction count, stated preferences, and any open issue. "
+                "Call this at the start of a conversation to personalise your "
+                "response based on history."
+            ),
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "customer_id": {
+                        "type": "string",
+                        "description": "The customer ID to recall memory for",
+                    }
+                },
+                "required": ["customer_id"],
+            },
+        },
+    },
+]
+
+
+def _parse_online_features(data: dict) -> dict[str, Any]:
+    """Parse the response from get-online-features into a flat dict."""
+    results = data.get("results", [])
+    feature_names = data.get("metadata", {}).get("feature_names", [])
+    features: dict[str, Any] = {}
+    for i, name in enumerate(feature_names):
+        values = results[i].get("values", [])
+        val = values[0] if values else None
+        if val is not None:
+            features[name] = val
+    return features
+
+
+async def tool_lookup_customer(customer_id: str) -> dict[str, Any]:
+    """Fetch customer profile features from Feast via MCP."""
+    data = await _call_feast_tool(
+        "get_online_features",
+        {
+            "features": [
+                "customer_profile:name",
+                "customer_profile:email",
+                "customer_profile:plan_tier",
+                "customer_profile:account_age_days",
+                "customer_profile:total_spend",
+                "customer_profile:open_tickets",
+                "customer_profile:satisfaction_score",
+            ],
+            "entities": {"customer_id": [customer_id]},
+        },
+    )
+    return _parse_online_features(data)
+
+
+async def tool_search_knowledge_base(query: str) -> list[dict[str, Any]]:
+    """Search knowledge-base articles from Feast via MCP."""
+    data = await _call_feast_tool(
+        "retrieve_online_documents",
+        {
+            "features": [
+                "knowledge_base:title",
+                "knowledge_base:content",
+                "knowledge_base:category",
+            ],
+            "query_string": query,
+            "top_k": 3,
+            "api_version": 2,
+        },
+    )
+    results = data.get("results", [])
+    feature_names = data.get("metadata", {}).get("feature_names", [])
+
+    num_docs = len(results[0]["values"]) if results else 0
+    docs = []
+    for doc_idx in range(num_docs):
+        doc = {}
+        for feat_idx, name in enumerate(feature_names):
+            doc[name] = results[feat_idx]["values"][doc_idx]
+        if doc.get("title"):
+            docs.append(doc)
+    return docs
+
+
+async def tool_recall_memory(customer_id: str) -> dict[str, Any]:
+    """Read the agent's memory for a customer from Feast via MCP."""
+    data = await _call_feast_tool(
+        "get_online_features",
+        {
+            "features": [
+                "agent_memory:last_topic",
+                "agent_memory:last_resolution",
+                "agent_memory:interaction_count",
+                "agent_memory:preferences",
+                "agent_memory:open_issue",
+            ],
+            "entities": {"customer_id": [customer_id]},
+        },
+    )
+    memory = _parse_online_features(data)
+    has_memory = any(v is not None for k, v in memory.items() if k != "customer_id")
+    if not has_memory:
+        return {"status": "no_previous_interactions", "customer_id": customer_id}
+    return memory
+
+
+async def tool_save_memory(
+    customer_id: str,
+    topic: str,
+    resolution: str,
+    open_issue: str = "",
+    preferences: str = "",
+) -> dict[str, str]:
+    """Write interaction memory back to Feast via MCP."""
+    from datetime import datetime, timezone
+
+    existing = await tool_recall_memory(customer_id)
+    prev_count = existing.get("interaction_count", 0)
+    prev_preferences = existing.get("preferences", "")
+    prev_open_issue = existing.get("open_issue", "")
+
+    now = datetime.now(timezone.utc).isoformat()
+    await _call_feast_tool(
+        "write_to_online_store",
+        {
+            "feature_view_name": "agent_memory",
+            "df": {
+                "customer_id": [customer_id],
+                "last_topic": [topic],
+                "last_resolution": [resolution],
+                "interaction_count": [prev_count + 1],
+                "preferences": [preferences or prev_preferences],
+                "open_issue": [open_issue or prev_open_issue],
+                "event_timestamp": [now],
+            },
+            "allow_registry_cache": True,
+        },
+    )
+    return {"status": "saved", "customer_id": customer_id, "topic": topic}
+
+
+TOOL_REGISTRY: dict[str, Any] = {
+    "lookup_customer": lambda args: tool_lookup_customer(
+        args.get("customer_id") or next(iter(args.values()))
+    ),
+    "search_knowledge_base": lambda args: tool_search_knowledge_base(
+        args.get("query") or args.get("search_query") or next(iter(args.values()))
+    ),
+    "recall_memory": lambda args: tool_recall_memory(
+        args.get("customer_id") or next(iter(args.values()))
+    ),
+}
+
+
+# ---------------------------------------------------------------------------
+# Agent loop
+# ---------------------------------------------------------------------------
+
+# Demo-specific prompt: replace with your own domain instructions and tool
+# names when adapting this example to a different use case.
+SYSTEM_PROMPT = """\
+You are a customer-support agent. You MUST follow these steps in order:
+
+1. ALWAYS call BOTH recall_memory AND lookup_customer in your first round.
+   Call them together in the same round. You MUST call lookup_customer even if
+   recall_memory returns no history -- you need the customer's name and plan.
+2. If the question is about a product feature (SSO, API, invoices, passwords,
+   upgrades, etc.), also call search_knowledge_base with a short keyword.
+3. Once you have the tool results, write a helpful, personalised answer.
+   Use the customer's name and plan tier. Enterprise customers get full access;
+   starter/pro customers may need to upgrade for certain features.
+
+Memory is saved automatically -- do NOT try to save it yourself.
+
+Rules:
+- Never call the same tool twice with the same arguments.
+- After you have tool results, WRITE your answer immediately. Do not call more tools.
+"""
+
+
+def _call_llm(messages: list, use_tools: bool = True) -> dict:
+    """Make a single LLM API call, returning the parsed choice dict."""
+    url = f"{OPENAI_BASE_URL}/chat/completions"
+    payload: dict[str, Any] = {
+        "model": LLM_MODEL,
+        "messages": messages,
+        "temperature": 0.3,
+    }
+    if use_tools:
+        payload["tools"] = TOOLS_SPEC
+    resp = requests.post(
+        url,
+        headers={
+            "Authorization": f"Bearer {OPENAI_API_KEY}",
+            "Content-Type": "application/json",
+        },
+        json=payload,
+    )
+    if not resp.ok:
+        print(f"\n  ERROR {resp.status_code} from {url}")
+        print(f"  Response: {resp.text[:300]}")
+        print(
+            "\n  Hint: set OPENAI_BASE_URL to an OpenAI-compatible endpoint.\n"
+            "  Examples:\n"
+            "    OpenAI:  export OPENAI_BASE_URL=https://api.openai.com/v1\n"
+            "    Ollama:  export OPENAI_BASE_URL=http://localhost:11434/v1\n"
+        )
+        resp.raise_for_status()
+    return resp.json()["choices"][0]
+
+
+async def run_agent(customer_id: str, user_message: str) -> str:
+    """
+    Agentic loop: the LLM decides which tools to call (if any), executes
+    them, feeds results back, and repeats until it produces a final answer.
+    Memory is auto-saved after every turn -- framework-style checkpointing,
+    not an LLM decision.
+    """
+    if not OPENAI_API_KEY:
+        response = await _run_agent_demo_mode(customer_id, user_message)
+    else:
+        response = await _run_agent_llm(customer_id, user_message)
+
+    await _auto_save_memory(customer_id, user_message, response)
+    return response
+
+
+async def _auto_save_memory(customer_id: str, user_message: str, response: str) -> None:
+    """
+    Framework-style memory checkpoint: automatically persist interaction
+    context after every agent turn.
+
+    Production agent frameworks (LangGraph checkpointers, CrewAI memory,
+    AutoGen teachable agents) all treat memory as infrastructure -- the
+    framework saves state after each step, rather than relying on the LLM
+    to decide when to persist.  This ensures consistent, reliable memory
+    regardless of LLM behaviour.
+    """
+    topic = _extract_topic(user_message)
+    resolution = response[:120] if response else "Answered query"
+    try:
+        await tool_save_memory(
+            customer_id=customer_id,
+            topic=topic,
+            resolution=resolution,
+        )
+        print(f'  [Checkpoint] Memory saved: topic="{topic}"')
+    except Exception as e:
+        print(f"  [Checkpoint] Failed to save memory: {e}")
+
+
+async def _run_agent_llm(customer_id: str, user_message: str) -> str:
+    """Core LLM agent loop. Returns the response text."""
+    messages = [
+        {"role": "system", "content": SYSTEM_PROMPT},
+        {
+            "role": "user",
+            "content": f"[Customer ID: {customer_id}]\n\n{user_message}",
+        },
+    ]
+
+    seen_calls: set[str] = set()
+    collected_context: dict[str, Any] = {}
+
+    for round_num in range(1, MAX_TOOL_ROUNDS + 1):
+        choice = _call_llm(messages)
+        assistant_msg = choice["message"]
+        messages.append(assistant_msg)
+
+        content = assistant_msg.get("content") or ""
+        if choice["finish_reason"] == "stop":
+            if content:
+                print(f"  ✓ Agent finished after {round_num} round(s)")
+                return content
+            break  # empty stop -- fall through to forced response
+
+        tool_calls = assistant_msg.get("tool_calls", [])
+        if not tool_calls:
+            if content:
+                return content
+            break
+
+        tool_names = [tc["function"]["name"] for tc in tool_calls]
+        print(f"  🔧 Round {round_num}: LLM chose tool(s): {', '.join(tool_names)}")
+
+        for tc in tool_calls:
+            fn_name = tc["function"]["name"]
+            fn_args = json.loads(tc["function"]["arguments"])
+            call_key = f"{fn_name}:{json.dumps(fn_args, sort_keys=True)}"
+
+            if call_key in seen_calls:
+                print(f"  [Round {round_num}] Skipping duplicate: {fn_name}({fn_args})")
+                messages.append(
+                    {
+                        "role": "tool",
+                        "tool_call_id": tc["id"],
+                        "content": json.dumps(
+                            {
+                                "note": "Already called. Use the results you have and respond."
+                            }
+                        ),
+                    }
+                )
+                continue
+
+            seen_calls.add(call_key)
+            print(f"  [Round {round_num}] ➜ {fn_name}({fn_args})")
+
+            handler = TOOL_REGISTRY.get(fn_name)
+            if handler:
+                result = await handler(fn_args)
+                result_str = json.dumps(result, default=str)
+                collected_context[fn_name] = result
+            else:
+                result_str = json.dumps({"error": f"Unknown tool: {fn_name}"})
+
+            messages.append(
+                {
+                    "role": "tool",
+                    "tool_call_id": tc["id"],
+                    "content": result_str,
+                }
+            )
+
+    # If the LLM never produced a response, force one last call without tools
+    print("  ⏳ Forcing final response...")
+    messages.append(
+        {
+            "role": "user",
+            "content": "You have all the information. Write your answer to the customer now.",
+        }
+    )
+    choice = _call_llm(messages, use_tools=False)
+    content = choice["message"].get("content") or ""
+    if content:
+        return content
+
+    # Last resort: build a response from collected tool results
+    return _fallback_response(collected_context, customer_id, user_message)
+
+
+def _fallback_response(context: dict, customer_id: str, user_message: str) -> str:
+    """Build a basic response from collected tool results when the LLM fails."""
+    profile = context.get("lookup_customer", {})
+    name = profile.get("name", customer_id)
+    plan = profile.get("plan_tier", "your")
+    memory = context.get("recall_memory", {})
+
+    parts = []
+    if memory and memory.get("last_topic"):
+        parts.append(
+            f'Welcome back, {name}! I see we last discussed "{memory["last_topic"]}".'
+        )
+    else:
+        parts.append(f"Hi {name}!")
+
+    parts.append(
+        f"You're on the {plan} plan. I've noted your question about "
+        f'"{user_message[:50]}" and will follow up.'
+    )
+    return " ".join(parts)
+
+
+async def _run_agent_demo_mode(customer_id: str, user_message: str) -> str:
+    """
+    Demo mode: simulates the agentic tool-calling flow and generates a
+    personalised response that shows how Feast context shapes the answer.
+    """
+    print("  [Demo mode] Simulating agent reasoning\n")
+
+    # ── Round 1: recall memory ──────────────────────────────────────────
+    print(f"  Round 1 | recall_memory(customer_id={customer_id})")
+    memory = await tool_recall_memory(customer_id)
+    has_memory = memory.get("status") != "no_previous_interactions"
+    if has_memory:
+        print(f"          -> Previous topic: {memory.get('last_topic')}")
+        print(f"          -> Open issue: {memory.get('open_issue') or 'none'}")
+        print(f"          -> Interaction count: {memory.get('interaction_count')}")
+    else:
+        print("          -> No prior interactions found")
+
+    # ── Round 1: lookup customer ────────────────────────────────────────
+    print(f"\n  Round 1 | lookup_customer(customer_id={customer_id})")
+    profile = await tool_lookup_customer(customer_id)
+    name = profile.get("name", "Customer")
+    plan = profile.get("plan_tier", "unknown")
+    spend = profile.get("total_spend", 0)
+    tickets = profile.get("open_tickets", 0)
+    print(
+        f"          -> {name} | {plan} plan | ${spend:,.0f} spend | {tickets} open tickets"
+    )
+
+    # ── Round 1: search knowledge base (if question needs docs) ─────────
+    needs_kb = any(
+        kw in user_message.lower()
+        for kw in [
+            "how",
+            "what",
+            "set up",
+            "configure",
+            "reset",
+            "help",
+            "sso",
+            "api",
+            "invoice",
+            "upgrade",
+            "password",
+        ]
+    )
+    kb_article = None
+    if needs_kb:
+        print(f'\n  Round 1 | search_knowledge_base(query="{user_message[:50]}...")')
+        docs = await tool_search_knowledge_base(user_message)
+        if docs:
+            kb_article = _pick_best_article(user_message, docs)
+            print(f'          -> Best match: "{kb_article.get("title")}"')
+
+    # ── Round 2: generate response (simulated LLM reasoning) ────────────
+    print("\n  Round 2 | Generating personalised response...")
+    response = _build_demo_response(
+        name=name,
+        plan=plan,
+        profile=profile,
+        memory=memory if has_memory else None,
+        kb_article=kb_article,
+        user_message=user_message,
+    )
+
+    return response
+
+
+def _pick_best_article(query: str, docs: list) -> dict:
+    """Simple keyword matching to select the most relevant article."""
+    query_lower = query.lower()
+    keywords_to_category = {
+        "sso": "Configuring single sign-on",
+        "single sign": "Configuring single sign-on",
+        "password": "How to reset your password",  # pragma: allowlist secret
+        "reset": "How to reset your password",
+        "invoice": "Understanding your invoice",
+        "billing": "Understanding your invoice",
+        "upgrade": "Upgrading your subscription",
+        "plan": "Upgrading your subscription",
+        "api": "Setting up API access",
+        "rate limit": "Setting up API access",
+        "support": "Contacting support",
+        "contact": "Contacting support",
+    }
+    for keyword, title_prefix in keywords_to_category.items():
+        if keyword in query_lower:
+            for doc in docs:
+                if doc.get("title", "").startswith(title_prefix):
+                    return doc
+    return docs[0]
+
+
+def _extract_topic(message: str) -> str:
+    """Extract a short topic label from the user message."""
+    topic_map = {
+        "sso": "SSO setup",
+        "invoice": "Invoice help",
+        "upgrade": "Plan upgrade",
+        "api": "API access",
+        "password": "Password reset",  # pragma: allowlist secret
+        "reset": "Password reset",
+    }
+    lower = message.lower()
+    for keyword, topic in topic_map.items():
+        if keyword in lower:
+            return topic
+    return message[:40]
+
+
+def _build_demo_response(
+    name: str,
+    plan: str,
+    profile: dict,
+    memory: dict | None,
+    kb_article: dict | None,
+    user_message: str,
+) -> str:
+    """Build a realistic personalised response based on Feast context."""
+    parts = []
+
+    # Acknowledge returning customer if we have memory
+    if memory and memory.get("last_topic"):
+        parts.append(
+            f"Welcome back, {name}! I can see from our records that we last "
+            f'discussed "{memory["last_topic"]}".'
+        )
+        if memory.get("open_issue"):
+            parts.append(
+                f"I also notice you have an open issue: {memory['open_issue']}. "
+                "Let me know if you'd like to follow up on that."
+            )
+    else:
+        parts.append(f"Hi {name}!")
+
+    # Role-based response logic
+    lower = user_message.lower()
+
+    if "sso" in lower:
+        if plan == "enterprise":
+            parts.append(
+                "Since you're on our Enterprise plan, SSO is available for your "
+                "team. Go to Settings > Security > SSO and enter your Identity "
+                "Provider metadata URL. We support SAML 2.0 and OIDC. Once "
+                "configured, all team members will authenticate through your IdP."
+            )
+            parts.append(
+                "As an Enterprise customer, you also have a dedicated Slack "
+                "channel and account manager if you need hands-on help."
+            )
+        elif plan == "pro":
+            parts.append(
+                "SSO is only available on our Enterprise plan. You're currently "
+                "on the Pro plan. Would you like to learn about upgrading? The "
+                "Enterprise plan includes SSO, priority support, and a dedicated "
+                "account manager."
+            )
+        else:
+            parts.append(
+                "SSO is an Enterprise-only feature. You're currently on the "
+                f"Starter plan (${profile.get('total_spend', 0):,.0f} total spend). "
+                "You'd need to upgrade to Enterprise to access SSO. I can walk "
+                "you through the upgrade options if you're interested."
+            )
+
+    elif "invoice" in lower:
+        parts.append(
+            "Invoices are generated on the first of each month and sent to "
+            f"{profile.get('email', 'your billing email')}."
+        )
+        if plan == "enterprise":
+            parts.append(
+                "As an Enterprise customer, your invoice includes base plan "
+                "charges, any overage fees, and applied credits. You can also "
+                "reach your dedicated account manager for a detailed breakdown."
+            )
+        else:
+            parts.append(
+                "You can download past invoices from Billing > Invoices. Each "
+                "invoice shows base charges and any overages."
+            )
+        if profile.get("open_tickets", 0) > 0:
+            parts.append(
+                f"I also see you have {profile['open_tickets']} open support "
+                "ticket(s) -- let me know if any are billing-related."
+            )
+
+    elif "upgrade" in lower or "api" in lower:
+        if plan == "starter":
+            parts.append(
+                "Great question! You're on the Starter plan. Upgrading to Pro "
+                "gives you API access with 1,000 requests/minute. Enterprise "
+                "gets you 5,000 req/min plus priority support. The price "
+                "difference is prorated for your current billing cycle."
+            )
+        elif plan == "pro":
+            parts.append(
+                "You're on the Pro plan with 1,000 API requests/minute. "
+                "Upgrading to Enterprise would give you 5,000 req/min, SSO, "
+                f"and a dedicated account manager. Given your ${profile.get('total_spend', 0):,.0f} "
+                "total spend, I can check if there are any loyalty discounts available."
+            )
+        else:
+            parts.append(
+                "You're already on our Enterprise plan with the highest rate "
+                "limits (5,000 req/min). If you need even higher throughput, "
+                "I can connect you with your account manager to discuss custom limits."
+            )
+
+    elif memory and memory.get("last_topic"):
+        parts.append(
+            f"Yes, I have the full context from our previous conversation about "
+            f'"{memory["last_topic"]}". '
+            f"We've now had {memory.get('interaction_count', 1)} interaction(s). "
+            "How can I help you today?"
+        )
+
+    else:
+        parts.append("How can I help you today?")
+
+    return "\n".join(parts)
+
+
+# ---------------------------------------------------------------------------
+# Demo queries
+# ---------------------------------------------------------------------------
+
+DEMO_QUERIES = [
+    # Scene 1: Enterprise customer asks about SSO -- should get full access instructions
+    ("C1001", "How do I set up SSO for my team?"),
+    # Scene 2: Starter customer asks the SAME question -- should be told it's Enterprise-only
+    ("C1003", "How do I set up SSO for my team?"),
+    # Scene 3: Pro customer asks about invoices -- response uses their email/ticket context
+    ("C1002", "I need help understanding my last invoice."),
+    # Scene 4: C1001 returns -- agent should recall the SSO conversation from Scene 1
+    ("C1001", "I'm back about my SSO question from earlier."),
+]
+
+
+async def main():
+    global _mcp_session, _feast_tools
+
+    print("=" * 65)
+    print("  Feast-Powered AI Agent Demo: Context + Memory via MCP")
+    print("=" * 65)
+    print()
+    print("  This demo shows two key capabilities:")
+    print("  1. ROLE-BASED RESPONSES: Same question, different answer per plan tier")
+    print("  2. PERSISTENT MEMORY:    Agent recalls prior conversations via Feast")
+    print()
+    print("  Tools: recall_memory | lookup_customer | search_knowledge_base")
+    print("  Memory: auto-saved after each turn (framework-style checkpoint)")
+    print(f"  Protocol: MCP ({FEAST_MCP_URL})")
+    print()
+
+    try:
+        resp = requests.get(f"{FEAST_SERVER}/health")
+        resp.raise_for_status()
+        print(f"Feast server: healthy at {FEAST_SERVER}")
+    except (requests.ConnectionError, requests.HTTPError) as exc:
+        print(f"ERROR: Cannot reach Feast server at {FEAST_SERVER} ({exc})")
+        print(
+            "Start it with: cd feature_repo && feast serve --host 0.0.0.0 --port 6566 --workers 1"
+        )
+        sys.exit(1)
+
+    async with streamablehttp_client(FEAST_MCP_URL) as (read_stream, write_stream, _):
+        async with ClientSession(read_stream, write_stream) as session:
+            _mcp_session = session
+            await session.initialize()
+
+            _feast_tools = await _discover_feast_tools()
+            print(f"MCP tools discovered: {', '.join(_feast_tools.values())}")
+
+            if not OPENAI_API_KEY:
+                print(
+                    "OPENAI_API_KEY not set -- running in demo mode (simulated reasoning)\n"
+                )
+            else:
+                print(f"Using LLM: {LLM_MODEL} via {OPENAI_BASE_URL}\n")
+
+            scene_labels = [
+                "Scene 1: Enterprise customer (C1001) asks about SSO",
+                "Scene 2: Starter customer (C1003) asks the SAME SSO question",
+                "Scene 3: Pro customer (C1002) asks about invoices",
+                "Scene 4: C1001 returns -- does the agent remember Scene 1?",
+            ]
+
+            for i, (customer_id, query) in enumerate(DEMO_QUERIES):
+                label = scene_labels[i] if i < len(scene_labels) else ""
+                print(f"\n{'=' * 65}")
+                print(f"  {label}")
+                print(f'  Customer: {customer_id}  |  Query: "{query}"')
+                print(f"{'=' * 65}")
+
+                response = await run_agent(customer_id, query)
+
+                print(f"\n  {'─' * 61}")
+                print("  Agent Response:")
+                print(f"  {'─' * 61}")
+                for line in response.split("\n"):
+                    print(f"  {line}")
+                print()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/examples/agent_feature_store/feature_repo/feature_store.yaml b/examples/agent_feature_store/feature_repo/feature_store.yaml
new file mode 100644
index 00000000000..7cc89d536c8
--- /dev/null
+++ b/examples/agent_feature_store/feature_repo/feature_store.yaml
@@ -0,0 +1,30 @@
+project: feast_agent
+provider: local
+registry: data/registry.db
+
+online_store:
+  type: milvus
+  path: data/online_store.db
+  vector_enabled: true
+  embedding_dim: 384
+  index_type: "IVF_FLAT"
+  metric_type: "COSINE"
+  nlist: 128
+
+offline_store:
+  type: file
+
+entity_key_serialization_version: 3
+
+feature_server:
+  type: mcp
+  enabled: true
+  mcp_enabled: true
+  mcp_transport: http
+  mcp_server_name: "feast-agent-demo"
+  mcp_server_version: "1.0.0"
+  feature_logging:
+    enabled: false
+
+auth:
+  type: no_auth
diff --git a/examples/agent_feature_store/feature_repo/features.py b/examples/agent_feature_store/feature_repo/features.py
new file mode 100644
index 00000000000..935b9cb03c0
--- /dev/null
+++ b/examples/agent_feature_store/feature_repo/features.py
@@ -0,0 +1,83 @@
+from datetime import timedelta
+
+from feast import Entity, FeatureView, Field, FileSource
+from feast.data_format import ParquetFormat
+from feast.types import Array, Float32, Float64, Int64, String, ValueType
+
+customer = Entity(
+    name="customer_id",
+    description="Unique customer identifier",
+    value_type=ValueType.STRING,
+)
+
+document = Entity(
+    name="doc_id",
+    description="Knowledge-base document chunk identifier",
+    value_type=ValueType.INT64,
+)
+
+customer_profile_source = FileSource(
+    file_format=ParquetFormat(),
+    path="data/customer_profiles.parquet",
+    timestamp_field="event_timestamp",
+)
+
+knowledge_base_source = FileSource(
+    file_format=ParquetFormat(),
+    path="data/knowledge_base.parquet",
+    timestamp_field="event_timestamp",
+)
+
+agent_memory_source = FileSource(
+    file_format=ParquetFormat(),
+    path="data/agent_memory.parquet",
+    timestamp_field="event_timestamp",
+)
+
+customer_profile = FeatureView(
+    name="customer_profile",
+    entities=[customer],
+    schema=[
+        Field(name="name", dtype=String),
+        Field(name="email", dtype=String),
+        Field(name="plan_tier", dtype=String),
+        Field(name="account_age_days", dtype=Int64),
+        Field(name="total_spend", dtype=Float64),
+        Field(name="open_tickets", dtype=Int64),
+        Field(name="satisfaction_score", dtype=Float64),
+    ],
+    source=customer_profile_source,
+    ttl=timedelta(days=1),
+)
+
+knowledge_base = FeatureView(
+    name="knowledge_base",
+    entities=[document],
+    schema=[
+        Field(
+            name="vector",
+            dtype=Array(Float32),
+            vector_index=True,
+            vector_search_metric="COSINE",
+        ),
+        Field(name="title", dtype=String),
+        Field(name="content", dtype=String),
+        Field(name="category", dtype=String),
+    ],
+    source=knowledge_base_source,
+    ttl=timedelta(days=7),
+)
+
+agent_memory = FeatureView(
+    name="agent_memory",
+    entities=[customer],
+    schema=[
+        Field(name="last_topic", dtype=String),
+        Field(name="last_resolution", dtype=String),
+        Field(name="interaction_count", dtype=Int64),
+        Field(name="preferences", dtype=String),
+        Field(name="open_issue", dtype=String),
+    ],
+    source=agent_memory_source,
+    ttl=timedelta(days=30),
+)
diff --git a/examples/agent_feature_store/run_demo.sh b/examples/agent_feature_store/run_demo.sh
new file mode 100755
index 00000000000..487ed4a7c6e
--- /dev/null
+++ b/examples/agent_feature_store/run_demo.sh
@@ -0,0 +1,82 @@
+#!/usr/bin/env bash
+#
+# One-command setup and demo for the Feast-powered AI agent example.
+#
+# Usage:
+#   cd examples/agent_feature_store
+#   ./run_demo.sh              # demo mode (no API key needed)
+#   OPENAI_API_KEY=sk-... ./run_demo.sh   # live LLM tool-calling
+#
+
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+cd "$SCRIPT_DIR"
+
+PYTHON="${PYTHON:-$(command -v python3 || command -v python || true)}"
+if [[ -z "$PYTHON" ]]; then
+    echo "ERROR: python3 or python not found on PATH."
+    exit 1
+fi
+PIP="${PIP:-$(command -v pip3 || command -v pip || true)}"
+if [[ -z "$PIP" ]]; then
+    echo "ERROR: pip3 or pip not found on PATH."
+    exit 1
+fi
+
+SERVER_PORT=6566
+SERVER_PID=""
+
+cleanup() {
+    if [[ -n "$SERVER_PID" ]]; then
+        echo ""
+        echo "Stopping Feast server (pid $SERVER_PID)..."
+        kill "$SERVER_PID" 2>/dev/null || true
+        wait "$SERVER_PID" 2>/dev/null || true
+    fi
+}
+trap cleanup EXIT
+
+# ── 1. Install dependencies ─────────────────────────────────────────────────
+echo "==> Step 1/4: Installing dependencies..."
+$PIP install -q "feast[mcp,milvus]"
+
+# ── 2. Generate data and apply registry ──────────────────────────────────────
+echo ""
+echo "==> Step 2/4: Generating sample data and applying Feast registry..."
+$PYTHON setup_data.py
+
+# ── 3. Start the Feast MCP server in the background ─────────────────────────
+echo ""
+echo "==> Step 3/4: Starting Feast MCP feature server on port $SERVER_PORT..."
+cd feature_repo
+feast serve --host 0.0.0.0 --port "$SERVER_PORT" --workers 1 &
+SERVER_PID=$!
+cd "$SCRIPT_DIR"
+
+echo "    Waiting for server to become healthy..."
+for i in $(seq 1 30); do
+    if curl -sf "http://localhost:${SERVER_PORT}/health" > /dev/null 2>&1; then
+        echo "    Server is ready."
+        break
+    fi
+    if ! kill -0 "$SERVER_PID" 2>/dev/null; then
+        echo "ERROR: Server process exited unexpectedly."
+        exit 1
+    fi
+    sleep 1
+done
+
+if ! curl -sf "http://localhost:${SERVER_PORT}/health" > /dev/null 2>&1; then
+    echo "ERROR: Server did not become healthy within 30 seconds."
+    exit 1
+fi
+
+# ── 4. Run the agent ────────────────────────────────────────────────────────
+echo ""
+echo "==> Step 4/4: Running the agent..."
+echo ""
+$PYTHON agent.py
+
+echo ""
+echo "Demo complete."
diff --git a/examples/agent_feature_store/setup_data.py b/examples/agent_feature_store/setup_data.py
new file mode 100644
index 00000000000..cd88e008af4
--- /dev/null
+++ b/examples/agent_feature_store/setup_data.py
@@ -0,0 +1,201 @@
+"""
+Generates sample data, applies the Feast registry, and materializes features
+into the online store so the agent demo is ready to run.
+
+Usage:
+    cd examples/agent_feature_store
+    python setup_data.py
+"""
+
+import os
+import sys
+
+import numpy as np
+import pandas as pd
+
+REPO_DIR = os.path.join(os.path.dirname(__file__), "feature_repo")
+DATA_DIR = os.path.join(REPO_DIR, "data")
+os.makedirs(DATA_DIR, exist_ok=True)
+
+EMBEDDING_DIM = 384
+NOW = pd.Timestamp.now()
+
+
+def generate_customer_profiles() -> pd.DataFrame:
+    customers = [
+        {
+            "customer_id": "C1001",
+            "name": "Alice Johnson",
+            "email": "alice@example.com",
+            "plan_tier": "enterprise",
+            "account_age_days": 730,
+            "total_spend": 24500.00,
+            "open_tickets": 1,
+            "satisfaction_score": 4.5,
+        },
+        {
+            "customer_id": "C1002",
+            "name": "Bob Smith",
+            "email": "bob@example.com",
+            "plan_tier": "pro",
+            "account_age_days": 365,
+            "total_spend": 8400.00,
+            "open_tickets": 3,
+            "satisfaction_score": 3.2,
+        },
+        {
+            "customer_id": "C1003",
+            "name": "Carol Lee",
+            "email": "carol@example.com",
+            "plan_tier": "starter",
+            "account_age_days": 90,
+            "total_spend": 990.00,
+            "open_tickets": 0,
+            "satisfaction_score": 4.8,
+        },
+    ]
+    df = pd.DataFrame(customers)
+    df["event_timestamp"] = NOW
+    return df
+
+
+def generate_knowledge_base() -> pd.DataFrame:
+    articles = [
+        {
+            "doc_id": 1,
+            "title": "How to reset your password",
+            "content": (
+                "To reset your password, go to Settings > Security > Reset Password. "
+                "Enter your current password, then choose a new one that is at least "
+                "12 characters long. Click Save. If you forgot your current password, "
+                "click 'Forgot Password' on the login page to receive a reset link "
+                "via email."
+            ),
+            "category": "account",
+        },
+        {
+            "doc_id": 2,
+            "title": "Upgrading your subscription plan",
+            "content": (
+                "You can upgrade your plan from Starter to Pro or Enterprise at any "
+                "time. Navigate to Billing > Plans and select the plan you want. "
+                "The price difference is prorated for the current billing cycle. "
+                "Enterprise plans include priority support, custom integrations, "
+                "and a dedicated account manager."
+            ),
+            "category": "billing",
+        },
+        {
+            "doc_id": 3,
+            "title": "Setting up API access",
+            "content": (
+                "To generate an API key, go to Settings > Developer > API Keys and "
+                "click 'Create New Key'. Choose the appropriate scopes for your use "
+                "case. API keys are tied to your account and inherit your permissions. "
+                "Rate limits are 1000 requests/minute for Pro and 5000 for Enterprise."
+            ),
+            "category": "developer",
+        },
+        {
+            "doc_id": 4,
+            "title": "Understanding your invoice",
+            "content": (
+                "Invoices are generated on the first of each month and sent to the "
+                "billing email on file. Each invoice includes a breakdown of base plan "
+                "charges, overage fees, and any credits applied. You can download past "
+                "invoices from Billing > Invoices."
+            ),
+            "category": "billing",
+        },
+        {
+            "doc_id": 5,
+            "title": "Configuring single sign-on (SSO)",
+            "content": (
+                "SSO is available on Enterprise plans. To configure SSO, go to "
+                "Settings > Security > SSO and provide your Identity Provider (IdP) "
+                "metadata URL. We support SAML 2.0 and OIDC. Once configured, all "
+                "team members will authenticate through your IdP."
+            ),
+            "category": "account",
+        },
+        {
+            "doc_id": 6,
+            "title": "Contacting support",
+            "content": (
+                "You can reach our support team via the in-app chat widget, by "
+                "emailing support@example.com, or by opening a ticket at "
+                "https://support.example.com. Enterprise customers have access to "
+                "a dedicated Slack channel and a named account manager with a "
+                "guaranteed 1-hour response time."
+            ),
+            "category": "support",
+        },
+    ]
+
+    np.random.seed(42)
+    df = pd.DataFrame(articles)
+    df["vector"] = [
+        np.random.randn(EMBEDDING_DIM).astype(np.float32).tolist()
+        for _ in range(len(df))
+    ]
+    df["event_timestamp"] = NOW
+    return df
+
+
+def main():
+    print("Generating customer profile data...")
+    customers_df = generate_customer_profiles()
+    customers_path = os.path.join(DATA_DIR, "customer_profiles.parquet")
+    customers_df.to_parquet(customers_path, index=False)
+    print(f"  Saved {len(customers_df)} customer profiles to {customers_path}")
+
+    print("Generating knowledge-base data...")
+    kb_df = generate_knowledge_base()
+    kb_path = os.path.join(DATA_DIR, "knowledge_base.parquet")
+    kb_df.to_parquet(kb_path, index=False)
+    print(f"  Saved {len(kb_df)} knowledge-base articles to {kb_path}")
+
+    print("Generating empty agent memory scaffold...")
+    memory_df = pd.DataFrame(
+        {
+            "customer_id": pd.Series(dtype="str"),
+            "last_topic": pd.Series(dtype="str"),
+            "last_resolution": pd.Series(dtype="str"),
+            "interaction_count": pd.Series(dtype="int64"),
+            "preferences": pd.Series(dtype="str"),
+            "open_issue": pd.Series(dtype="str"),
+            "event_timestamp": pd.Series(dtype="datetime64[ns]"),
+        }
+    )
+    memory_path = os.path.join(DATA_DIR, "agent_memory.parquet")
+    memory_df.to_parquet(memory_path, index=False)
+    print(f"  Saved empty memory scaffold to {memory_path}")
+
+    print("Applying Feast registry...")
+    sys.path.insert(0, REPO_DIR)
+    from feast import FeatureStore
+    from features import (
+        agent_memory,
+        customer,
+        customer_profile,
+        document,
+        knowledge_base,
+    )
+
+    store = FeatureStore(repo_path=REPO_DIR)
+    store.apply([customer, document, customer_profile, knowledge_base, agent_memory])
+
+    print("Materializing customer profiles to the online store...")
+    store.write_to_online_store(feature_view_name="customer_profile", df=customers_df)
+    print("  Done.")
+
+    print("Materializing knowledge-base to the online store...")
+    store.write_to_online_store(feature_view_name="knowledge_base", df=kb_df)
+    print("  Done.")
+
+    print("\nSetup complete! Start the feature server with:")
+    print("  cd feature_repo && feast serve --host 0.0.0.0 --port 6566")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/rag-retriever/README.md b/examples/rag-retriever/README.md
index 4c9eb9bf8c2..7df89957cfa 100644
--- a/examples/rag-retriever/README.md
+++ b/examples/rag-retriever/README.md
@@ -62,6 +62,59 @@ Navigate to the examples/rag-retriever directory. Here you will find the followi
 
 Open `rag_feast.ipynb` and follow the steps in the notebook to run the example.
 
+## Using DocEmbedder for Simplified Ingestion
+
+As an alternative to the manual data preparation steps in the notebook above, Feast provides the `DocEmbedder` class that automates the entire document-to-embeddings pipeline: chunking, embedding generation, FeatureView creation, and writing to the online store.
+
+### Install Dependencies
+
+```bash
+pip install feast[milvus,rag]
+```
+
+### Quick Start
+
+```python
+from feast import DocEmbedder
+from datasets import load_dataset
+
+# Load your dataset
+dataset = load_dataset("facebook/wiki_dpr", "psgs_w100.nq.exact", split="train[:1%]",
+                       with_index=False, trust_remote_code=True)
+df = dataset.select(range(100)).to_pandas()
+
+# DocEmbedder handles everything in one step
+embedder = DocEmbedder(
+    repo_path="feature_repo_docembedder/",
+    feature_view_name="text_feature_view",
+)
+
+result = embedder.embed_documents(
+    documents=df,
+    id_column="id",
+    source_column="text",
+    column_mapping=("text", "text_embedding"),
+)
+```
+
+### What DocEmbedder Does
+
+1. **Generates a FeatureView**: Automatically creates a Python file with Entity and FeatureView definitions compatible with `feast apply`
+2. **Applies the repo**: Registers the FeatureView in the Feast registry and deploys infrastructure (e.g., Milvus collection)
+3. **Chunks documents**: Splits text into smaller passages using `TextChunker` (configurable chunk size, overlap, etc.)
+4. **Generates embeddings**: Produces vector embeddings using `MultiModalEmbedder` (defaults to `all-MiniLM-L6-v2`)
+5. **Writes to online store**: Stores the processed data in your configured online store (e.g., Milvus)
+
+### Customization
+
+* **Custom Chunker**: Subclass `BaseChunker` for your own chunking strategy
+* **Custom Embedder**: Subclass `BaseEmbedder` to use a different embedding model
+* **Logical Layer Function**: Provide a `SchemaTransformFn` to control how the output maps to your FeatureView schema
+
+### Example Notebook
+
+See **`rag_feast_docembedder.ipynb`** for a complete end-to-end example that uses DocEmbedder with the Wiki DPR dataset and then queries the results using `FeastRAGRetriever`.
+
 ## FeastRagRetriver Low Level Design
 
 <img src="images/FeastRagRetriever.png" width="800" height="450" alt="Low level design for feast rag retriever">
diff --git a/go.mod b/go.mod
index d59d6cfa4b3..b76ac71d1e1 100644
--- a/go.mod
+++ b/go.mod
@@ -1,8 +1,6 @@
 module github.com/feast-dev/feast
 
-go 1.24.0
-
-toolchain go1.24.4
+go 1.25.0
 
 require (
 	cloud.google.com/go/storage v1.58.0
@@ -26,11 +24,11 @@ require (
 	github.com/rs/zerolog v1.33.0
 	github.com/spaolacci/murmur3 v1.1.0
 	github.com/stretchr/testify v1.11.1
-	go.opentelemetry.io/otel v1.38.0
+	go.opentelemetry.io/otel v1.43.0
 	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.38.0
 	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.38.0
-	go.opentelemetry.io/otel/sdk v1.38.0
-	go.opentelemetry.io/otel/trace v1.38.0
+	go.opentelemetry.io/otel/sdk v1.43.0
+	go.opentelemetry.io/otel/trace v1.43.0
 	golang.org/x/sync v0.18.0
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba
 	google.golang.org/grpc v1.76.0
@@ -113,8 +111,8 @@ require (
 	go.opentelemetry.io/contrib/detectors/gcp v1.36.0 // indirect
 	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel/metric v1.38.0 // indirect
-	go.opentelemetry.io/otel/sdk/metric v1.38.0 // indirect
+	go.opentelemetry.io/otel/metric v1.43.0 // indirect
+	go.opentelemetry.io/otel/sdk/metric v1.43.0 // indirect
 	go.opentelemetry.io/proto/otlp v1.7.1 // indirect
 	go.yaml.in/yaml/v2 v2.4.2 // indirect
 	golang.org/x/crypto v0.45.0 // indirect
@@ -122,7 +120,7 @@ require (
 	golang.org/x/mod v0.29.0 // indirect
 	golang.org/x/net v0.47.0 // indirect
 	golang.org/x/oauth2 v0.33.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
+	golang.org/x/sys v0.42.0 // indirect
 	golang.org/x/telemetry v0.0.0-20251008203120-078029d740a8 // indirect
 	golang.org/x/text v0.31.0 // indirect
 	golang.org/x/time v0.14.0 // indirect
diff --git a/go.sum b/go.sum
index b9112cc4961..b43b860c04f 100644
--- a/go.sum
+++ b/go.sum
@@ -262,22 +262,22 @@ go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.6
 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0/go.mod h1:fvPi2qXDqFs8M4B4fmJhE92TyQs9Ydjlg3RvfUp+NbQ=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 h1:F7Jx+6hwnZ41NSFTO5q4LYDtJRXBf2PD0rNBkeB/lus=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0/go.mod h1:UHB22Z8QsdRDrnAtX4PntOl36ajSxcdUMt1sF7Y6E7Q=
-go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8=
-go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM=
+go.opentelemetry.io/otel v1.43.0 h1:mYIM03dnh5zfN7HautFE4ieIig9amkNANT+xcVxAj9I=
+go.opentelemetry.io/otel v1.43.0/go.mod h1:JuG+u74mvjvcm8vj8pI5XiHy1zDeoCS2LB1spIq7Ay0=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.38.0 h1:GqRJVj7UmLjCVyVJ3ZFLdPRmhDUp2zFmQe3RHIOsw24=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.38.0/go.mod h1:ri3aaHSmCTVYu2AWv44YMauwAQc0aqI9gHKIcSbI1pU=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.38.0 h1:aTL7F04bJHUlztTsNGJ2l+6he8c+y/b//eR0jjjemT4=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.38.0/go.mod h1:kldtb7jDTeol0l3ewcmd8SDvx3EmIE7lyvqbasU3QC4=
 go.opentelemetry.io/otel/exporters/stdout/stdoutmetric v1.38.0 h1:wm/Q0GAAykXv83wzcKzGGqAnnfLFyFe7RslekZuv+VI=
 go.opentelemetry.io/otel/exporters/stdout/stdoutmetric v1.38.0/go.mod h1:ra3Pa40+oKjvYh+ZD3EdxFZZB0xdMfuileHAm4nNN7w=
-go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA=
-go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
-go.opentelemetry.io/otel/sdk v1.38.0 h1:l48sr5YbNf2hpCUj/FoGhW9yDkl+Ma+LrVl8qaM5b+E=
-go.opentelemetry.io/otel/sdk v1.38.0/go.mod h1:ghmNdGlVemJI3+ZB5iDEuk4bWA3GkTpW+DOoZMYBVVg=
-go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6qT5wthqPoM=
-go.opentelemetry.io/otel/sdk/metric v1.38.0/go.mod h1:dg9PBnW9XdQ1Hd6ZnRz689CbtrUp0wMMs9iPcgT9EZA=
-go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJrmcNLE=
-go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs=
+go.opentelemetry.io/otel/metric v1.43.0 h1:d7638QeInOnuwOONPp4JAOGfbCEpYb+K6DVWvdxGzgM=
+go.opentelemetry.io/otel/metric v1.43.0/go.mod h1:RDnPtIxvqlgO8GRW18W6Z/4P462ldprJtfxHxyKd2PY=
+go.opentelemetry.io/otel/sdk v1.43.0 h1:pi5mE86i5rTeLXqoF/hhiBtUNcrAGHLKQdhg4h4V9Dg=
+go.opentelemetry.io/otel/sdk v1.43.0/go.mod h1:P+IkVU3iWukmiit/Yf9AWvpyRDlUeBaRg6Y+C58QHzg=
+go.opentelemetry.io/otel/sdk/metric v1.43.0 h1:S88dyqXjJkuBNLeMcVPRFXpRw2fuwdvfCGLEo89fDkw=
+go.opentelemetry.io/otel/sdk/metric v1.43.0/go.mod h1:C/RJtwSEJ5hzTiUz5pXF1kILHStzb9zFlIEe85bhj6A=
+go.opentelemetry.io/otel/trace v1.43.0 h1:BkNrHpup+4k4w+ZZ86CZoHHEkohws8AY+WTX09nk+3A=
+go.opentelemetry.io/otel/trace v1.43.0/go.mod h1:/QJhyVBUUswCphDVxq+8mld+AvhXZLhe+8WVFxiFff0=
 go.opentelemetry.io/proto/otlp v1.7.1 h1:gTOMpGDb0WTBOP8JaO72iL3auEZhVmAQg4ipjOVAtj4=
 go.opentelemetry.io/proto/otlp v1.7.1/go.mod h1:b2rVh6rfI/s2pHWNlB7ILJcRALpcNDzKhACevjI+ZnE=
 go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
@@ -306,8 +306,8 @@ golang.org/x/sys v0.0.0-20220811171246-fbc7d0a398ab/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.12.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
-golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/sys v0.42.0 h1:omrd2nAlyT5ESRdCLYdm3+fMfNFE/+Rf4bDIQImRJeo=
+golang.org/x/sys v0.42.0/go.mod h1:4GL1E5IUh+htKOUEOaiffhrAeqysfVGipDYzABqnCmw=
 golang.org/x/telemetry v0.0.0-20251008203120-078029d740a8 h1:LvzTn0GQhWuvKH/kVRS3R3bVAsdQWI7hvfLHGgh9+lU=
 golang.org/x/telemetry v0.0.0-20251008203120-078029d740a8/go.mod h1:Pi4ztBfryZoJEkyFTI5/Ocsu2jXyDr6iSdgJiYE/uwE=
 golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM=
diff --git a/go/infra/docker/feature-server/Dockerfile b/go/infra/docker/feature-server/Dockerfile
index b1fcda18c9b..3f7a2ab7b94 100644
--- a/go/infra/docker/feature-server/Dockerfile
+++ b/go/infra/docker/feature-server/Dockerfile
@@ -1,4 +1,5 @@
-FROM golang:1.24.12
+FROM golang:1.25
+ENV GOTOOLCHAIN=auto
 
 # Update the package list and install the ca-certificates package
 RUN apt-get update && apt-get install -y ca-certificates
diff --git a/go/internal/feast/metrics/metrics.go b/go/internal/feast/metrics/metrics.go
index 804eef6fa1b..d4783f257b7 100644
--- a/go/internal/feast/metrics/metrics.go
+++ b/go/internal/feast/metrics/metrics.go
@@ -30,7 +30,6 @@ var (
 	TimeHistogramType = reflect.TypeOf((*TimeHistogram)(nil)).Elem()
 )
 
-
 func RegisterTimeHistogram(name, help, namespace string, labelNames []string, tag reflect.StructTag) (func(prometheus.Labels) interface{}, prometheus.Collector, error) {
 	f, collector, err := prometheusvanilla.BuildHistogram(name, help, namespace, labelNames, tag)
 	if err != nil {
diff --git a/go/internal/feast/onlinestore/dynamodbonlinestore.go b/go/internal/feast/onlinestore/dynamodbonlinestore.go
index e6d620ee10c..235449bfdf2 100644
--- a/go/internal/feast/onlinestore/dynamodbonlinestore.go
+++ b/go/internal/feast/onlinestore/dynamodbonlinestore.go
@@ -53,7 +53,7 @@ func NewDynamodbOnlineStore(project string, config *registry.RepoConfig, onlineS
 	ctx := context.Background()
 	cfg, err := awsConfig.LoadDefaultConfig(ctx)
 	if err != nil {
-		panic(err)
+		return nil, err
 	}
 	store.client = dynamodb.NewFromConfig(cfg)
 
@@ -237,24 +237,64 @@ func (d *DynamodbOnlineStore) OnlineRead(ctx context.Context, entityKeys []*type
 
 				// process response from dynamodb
 				for j := 0; j < batchSize; j++ {
-					entityId := Responses[j]["entity_id"].(*dtypes.AttributeValueMemberS).Value
-					timestampString := Responses[j]["event_ts"].(*dtypes.AttributeValueMemberS).Value
+					entityIdAttr, ok := Responses[j]["entity_id"]
+					if !ok || entityIdAttr == nil {
+						continue
+					}
+					entityIdMember, ok := entityIdAttr.(*dtypes.AttributeValueMemberS)
+					if !ok {
+						return fmt.Errorf("unexpected DynamoDB attribute type for 'entity_id' in table %s", tableName)
+					}
+					entityId := entityIdMember.Value
+
+					tsAttr, ok := Responses[j]["event_ts"]
+					if !ok || tsAttr == nil {
+						continue
+					}
+					tsMember, ok := tsAttr.(*dtypes.AttributeValueMemberS)
+					if !ok {
+						return fmt.Errorf("unexpected DynamoDB attribute type for 'event_ts' in table %s", tableName)
+					}
+					timestampString := tsMember.Value
+
 					t, err := time.Parse("2006-01-02 15:04:05-07:00", timestampString)
 					if err != nil {
 						return err
 					}
 					timeStamp := timestamppb.New(t)
 
-					featureValues := Responses[j]["values"].(*dtypes.AttributeValueMemberM).Value
+					rawValues, ok := Responses[j]["values"]
+					if !ok || rawValues == nil {
+						continue
+					}
+					valuesMap, ok := rawValues.(*dtypes.AttributeValueMemberM)
+					if !ok {
+						return fmt.Errorf("unexpected DynamoDB attribute type for 'values' in table %s", tableName)
+					}
+					featureValues := valuesMap.Value
 					entityIndex := entityIndexMap[entityId]
 
 					for _, featureName := range featureNames {
-						featureValue := featureValues[featureName].(*dtypes.AttributeValueMemberB).Value
+						featureIndex := featureNamesIndex[featureName]
+						rawVal, exists := featureValues[featureName]
+						if !exists || rawVal == nil {
+							mu.Lock()
+							results[entityIndex][featureIndex] = FeatureData{
+								Reference: serving.FeatureReferenceV2{FeatureViewName: featureViewName, FeatureName: featureName},
+								Timestamp: timestamppb.Timestamp{Seconds: timeStamp.Seconds, Nanos: timeStamp.Nanos},
+								Value:     types.Value{Val: &types.Value_NullVal{NullVal: types.Null_NULL}},
+							}
+							mu.Unlock()
+							continue
+						}
+						memberB, ok := rawVal.(*dtypes.AttributeValueMemberB)
+						if !ok {
+							return fmt.Errorf("unexpected DynamoDB attribute type for feature %q in view %q", featureName, featureViewName)
+						}
 						var value types.Value
-						if err := proto.Unmarshal(featureValue, &value); err != nil {
+						if err := proto.Unmarshal(memberB.Value, &value); err != nil {
 							return err
 						}
-						featureIndex := featureNamesIndex[featureName]
 
 						mu.Lock()
 						results[entityIndex][featureIndex] = FeatureData{Reference: serving.FeatureReferenceV2{FeatureViewName: featureViewName, FeatureName: featureName},
diff --git a/go/internal/feast/onlinestore/postgresonlinestore.go b/go/internal/feast/onlinestore/postgresonlinestore.go
index 4813f341db7..4077a9e06fa 100644
--- a/go/internal/feast/onlinestore/postgresonlinestore.go
+++ b/go/internal/feast/onlinestore/postgresonlinestore.go
@@ -194,4 +194,4 @@ func buildPostgresConnString(config map[string]interface{}) string {
 	}
 
 	return connURL.String()
-}
\ No newline at end of file
+}
diff --git a/go/internal/feast/registry/registry.go b/go/internal/feast/registry/registry.go
index 51aa031bbda..3ff94807049 100644
--- a/go/internal/feast/registry/registry.go
+++ b/go/internal/feast/registry/registry.go
@@ -81,6 +81,10 @@ func (r *Registry) InitializeRegistry() error {
 }
 
 func (r *Registry) RefreshRegistryOnInterval() {
+	if r.cachedRegistryProtoTtl <= 0 {
+		log.Info().Msg("Registry cache TTL is non-positive; skipping periodic refresh")
+		return
+	}
 	ticker := time.NewTicker(r.cachedRegistryProtoTtl)
 	for ; true; <-ticker.C {
 		err := r.refresh()
diff --git a/go/internal/feast/registry/registry_test.go b/go/internal/feast/registry/registry_test.go
index 6f75dbbbeb2..0f5d1c20ea7 100644
--- a/go/internal/feast/registry/registry_test.go
+++ b/go/internal/feast/registry/registry_test.go
@@ -10,6 +10,7 @@ import (
 	"time"
 
 	"github.com/aws/aws-sdk-go-v2/service/s3"
+	"github.com/stretchr/testify/assert"
 )
 
 func TestCloudRegistryStores(t *testing.T) {
@@ -99,6 +100,24 @@ func TestCloudRegistryStores(t *testing.T) {
 	}
 }
 
+func TestRefreshRegistryOnIntervalNonPositiveTTL(t *testing.T) {
+	tests := []struct {
+		name string
+		ttl  time.Duration
+	}{
+		{name: "zero ttl", ttl: 0},
+		{name: "negative ttl", ttl: -1 * time.Second},
+	}
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			r := &Registry{cachedRegistryProtoTtl: test.ttl}
+			assert.NotPanics(t, func() {
+				r.RefreshRegistryOnInterval()
+			})
+		})
+	}
+}
+
 // MockS3Client is mock client for testing S3 registry store
 type MockS3Client struct {
 	GetObjectFn    func(ctx context.Context, params *s3.GetObjectInput, optFns ...func(*s3.Options)) (*s3.GetObjectOutput, error)
diff --git a/go/internal/feast/server/http_server.go b/go/internal/feast/server/http_server.go
index adfd40110e7..876f42f846b 100644
--- a/go/internal/feast/server/http_server.go
+++ b/go/internal/feast/server/http_server.go
@@ -2,6 +2,7 @@ package server
 
 import (
 	"context"
+	"crypto/tls"
 	"encoding/json"
 	"fmt"
 	"net/http"
@@ -396,6 +397,34 @@ func (s *httpServer) Serve(host string, port int) error {
 	return err
 }
 
+func (s *httpServer) ServeTLS(host string, port int, certFile string, keyFile string) error {
+	mux := http.NewServeMux()
+	mux.Handle("/get-online-features", metricsMiddleware(recoverMiddleware(http.HandlerFunc(s.getOnlineFeatures))))
+	mux.Handle("/health", metricsMiddleware(http.HandlerFunc(healthCheckHandler)))
+	s.server = &http.Server{
+		Addr:         fmt.Sprintf("%s:%d", host, port),
+		Handler:      mux,
+		ReadTimeout:  5 * time.Second,
+		WriteTimeout: 10 * time.Second,
+		IdleTimeout:  15 * time.Second,
+		TLSConfig: &tls.Config{
+			MinVersion: tls.VersionTLS12,
+			CurvePreferences: []tls.CurveID{
+				tls.CurveP256,
+				tls.X25519MLKEM768,
+				//tls.SecP256r1MLKEM768,  // Only available in Go 1.26
+			},
+		},
+	}
+	err := s.server.ListenAndServeTLS(certFile, keyFile)
+	// Don't return the error if it's caused by graceful shutdown using Stop()
+	if err == http.ErrServerClosed {
+		return nil
+	}
+	log.Fatal().Stack().Err(err).Msg("Failed to start HTTPS server")
+	return err
+}
+
 func healthCheckHandler(w http.ResponseWriter, r *http.Request) {
 	w.WriteHeader(http.StatusOK)
 	fmt.Fprintf(w, "Healthy")
diff --git a/go/main.go b/go/main.go
index f49a27efa46..7f89fe66c3b 100644
--- a/go/main.go
+++ b/go/main.go
@@ -11,6 +11,7 @@ import (
 	"strings"
 	"sync"
 	"syscall"
+	"time"
 
 	"github.com/feast-dev/feast/go/internal/feast"
 	"github.com/feast-dev/feast/go/internal/feast/registry"
@@ -36,15 +37,28 @@ import (
 
 var tracer trace.Tracer
 
+var newSignalStopChannel = func() (chan os.Signal, func()) {
+	stop := make(chan os.Signal, 1)
+	signal.Notify(stop, syscall.SIGINT, syscall.SIGTERM)
+	return stop, func() {
+		signal.Stop(stop)
+	}
+}
+
 type ServerStarter interface {
 	StartHttpServer(fs *feast.FeatureStore, host string, port int, metricsPort int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error
 	StartGrpcServer(fs *feast.FeatureStore, host string, port int, metricsPort int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error
+	StartHttpsServer(fs *feast.FeatureStore, host string, port int, metricsPort int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions, certFile string, keyFile string) error
 }
 
 type RealServerStarter struct{}
 
 func (s *RealServerStarter) StartHttpServer(fs *feast.FeatureStore, host string, port int, metricsPort int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error {
-	return StartHttpServer(fs, host, port, metricsPort, writeLoggedFeaturesCallback, loggingOpts)
+	return StartHttpServer(fs, host, port, metricsPort, writeLoggedFeaturesCallback, loggingOpts, false, "", "")
+}
+
+func (s *RealServerStarter) StartHttpsServer(fs *feast.FeatureStore, host string, port int, metricsPort int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions, certFile string, keyFile string) error {
+	return StartHttpServer(fs, host, port, metricsPort, writeLoggedFeaturesCallback, loggingOpts, true, certFile, keyFile)
 }
 
 func (s *RealServerStarter) StartGrpcServer(fs *feast.FeatureStore, host string, port int, metricsPort int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error {
@@ -58,18 +72,22 @@ func main() {
 	port := 8080
 	metricsPort := 9090
 	server := RealServerStarter{}
+	certFile := ""
+	keyFile := ""
 	// Current Directory
 	repoPath, err := os.Getwd()
 	if err != nil {
 		log.Error().Stack().Err(err).Msg("Failed to get current directory")
 	}
 
-	flag.StringVar(&serverType, "type", serverType, "Specify the server type (http or grpc)")
+	flag.StringVar(&serverType, "type", serverType, "Specify the server type (http, https or grpc)")
 	flag.StringVar(&repoPath, "chdir", repoPath, "Repository path where feature store yaml file is stored")
 
 	flag.StringVar(&host, "host", host, "Specify a host for the server")
 	flag.IntVar(&port, "port", port, "Specify a port for the server")
 	flag.IntVar(&metricsPort, "metrics-port", metricsPort, "Specify a port for the metrics server")
+	flag.StringVar(&certFile, "tls-cert-file", "", "Path to the TLS certificate file")
+	flag.StringVar(&keyFile, "tls-key-file", "", "Path to the TLS key file")
 	flag.Parse()
 
 	// Initialize tracer
@@ -119,8 +137,10 @@ func main() {
 		err = server.StartHttpServer(fs, host, port, metricsPort, nil, loggingOptions)
 	} else if serverType == "grpc" {
 		err = server.StartGrpcServer(fs, host, port, metricsPort, nil, loggingOptions)
+	} else if serverType == "https" {
+		err = server.StartHttpsServer(fs, host, port, metricsPort, nil, loggingOptions, certFile, keyFile)
 	} else {
-		fmt.Println("Unknown server type. Please specify 'http' or 'grpc'.")
+		fmt.Println("Unknown server type. Please specify 'http' or 'grpc' or 'https'.")
 	}
 
 	if err != nil {
@@ -227,27 +247,34 @@ func StartGrpcServer(fs *feast.FeatureStore, host string, port int, metricsPort
 // StartHttpServerWithLogging starts HTTP server with enabled feature logging
 // Go does not allow direct assignment to package-level functions as a way to
 // mock them for tests
-func StartHttpServer(fs *feast.FeatureStore, host string, port int, metricsPort int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error {
+func StartHttpServer(fs *feast.FeatureStore, host string, port int, metricsPort int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions, httpsEnable bool, certFile string, keyFile string) error {
+	if httpsEnable && (certFile == "" || keyFile == "") {
+		return fmt.Errorf("--tls-cert-file and --tls-key-file must be provided for HTTPS server.")
+	}
+
 	loggingService, err := constructLoggingService(fs, writeLoggedFeaturesCallback, loggingOpts)
 	if err != nil {
 		return err
 	}
 	ser := server.NewHttpServer(fs, loggingService)
 	log.Info().Msgf("Starting a HTTP server on host %s, port %d", host, port)
+
 	// Start metrics server
-	metricsServer := &http.Server{Addr: fmt.Sprintf(":%d", metricsPort)}
+	mux := http.NewServeMux()
+	mux.Handle("/metrics", promhttp.Handler())
+	metricsServer := &http.Server{
+		Addr:    fmt.Sprintf(":%d", metricsPort),
+		Handler: mux,
+	}
 	go func() {
 		log.Info().Msgf("Starting metrics server on port %d", metricsPort)
-		mux := http.NewServeMux()
-		mux.Handle("/metrics", promhttp.Handler())
-		metricsServer.Handler = mux
 		if err := metricsServer.ListenAndServe(); err != nil && err != http.ErrServerClosed {
 			log.Error().Err(err).Msg("Failed to start metrics server")
 		}
 	}()
 
-	stop := make(chan os.Signal, 1)
-	signal.Notify(stop, syscall.SIGINT, syscall.SIGTERM)
+	stop, stopCleanup := newSignalStopChannel()
+	defer stopCleanup()
 
 	var wg sync.WaitGroup
 	wg.Add(1)
@@ -263,7 +290,9 @@ func StartHttpServer(fs *feast.FeatureStore, host string, port int, metricsPort
 				log.Error().Err(err).Msg("Error when stopping the HTTP server")
 			}
 			log.Info().Msg("Stopping metrics server...")
-			if err := metricsServer.Shutdown(context.Background()); err != nil {
+			ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
+			defer cancel()
+			if err := metricsServer.Shutdown(ctx); err != nil {
 				log.Error().Err(err).Msg("Error stopping metrics server")
 			}
 			if loggingService != nil {
@@ -279,7 +308,11 @@ func StartHttpServer(fs *feast.FeatureStore, host string, port int, metricsPort
 		}
 	}()
 
-	err = ser.Serve(host, port)
+	if httpsEnable {
+		err = ser.ServeTLS(host, port, certFile, keyFile)
+	} else {
+		err = ser.Serve(host, port)
+	}
 	close(serverExited)
 	wg.Wait()
 	return err
diff --git a/go/main_test.go b/go/main_test.go
index f1f2ae98698..7eb0e0a6676 100644
--- a/go/main_test.go
+++ b/go/main_test.go
@@ -1,12 +1,28 @@
 package main
 
 import (
+	"crypto/rand"
+	"crypto/rsa"
+	"crypto/tls"
+	"crypto/x509"
+	"crypto/x509/pkix"
+	"encoding/pem"
+	"fmt"
+	"io"
+	"math/big"
+	"net"
+	"net/http"
+	"os"
+	"strings"
+	"syscall"
 	"testing"
+	"time"
 
 	"github.com/feast-dev/feast/go/internal/feast"
 	"github.com/feast-dev/feast/go/internal/feast/server/logging"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/mock"
+	"github.com/stretchr/testify/require"
 )
 
 // MockServerStarter is a mock of ServerStarter interface for testing
@@ -67,3 +83,130 @@ func TestConstructLoggingService(t *testing.T) {
 	assert.NoError(t, err)
 	// Further assertions can be added here based on the expected behavior of constructLoggingService
 }
+
+func TestStartHttpsServerHealthEndpoint(t *testing.T) {
+	certPath, keyPath := createSelfSignedTLSFiles(t)
+	host := "127.0.0.1"
+	port := getFreePort(t)
+	metricsPort := getFreePort(t)
+
+	stop := make(chan os.Signal, 1)
+	prevNewSignalStopChannel := newSignalStopChannel
+	newSignalStopChannel = func() (chan os.Signal, func()) {
+		return stop, func() {}
+	}
+	t.Cleanup(func() {
+		newSignalStopChannel = prevNewSignalStopChannel
+	})
+
+	errCh := make(chan error, 1)
+	go func() {
+		errCh <- StartHttpServer(&feast.FeatureStore{}, host, port, metricsPort, nil, &logging.LoggingOptions{}, true, certPath, keyPath)
+	}()
+
+	httpsClient := &http.Client{
+		Transport: &http.Transport{
+			TLSClientConfig: &tls.Config{InsecureSkipVerify: true}, //nolint:gosec
+		},
+	}
+	t.Cleanup(httpsClient.CloseIdleConnections)
+
+	url := fmt.Sprintf("https://%s:%d/health", host, port)
+
+	var (
+		resp *http.Response
+		err  error
+	)
+	require.Eventually(t, func() bool {
+		resp, err = httpsClient.Get(url)
+		if err != nil {
+			return false
+		}
+		return true
+	}, 5*time.Second, 100*time.Millisecond)
+	require.NoError(t, err)
+	t.Cleanup(func() {
+		if resp != nil && resp.Body != nil {
+			_ = resp.Body.Close()
+		}
+	})
+
+	body, readErr := io.ReadAll(resp.Body)
+	require.NoError(t, readErr)
+
+	assert.Equal(t, http.StatusOK, resp.StatusCode)
+	assert.Equal(t, "Healthy", strings.TrimSpace(string(body)))
+
+	stop <- syscall.SIGTERM
+
+	select {
+	case startErr := <-errCh:
+		require.NoError(t, startErr)
+	case <-time.After(5 * time.Second):
+		t.Fatal("StartHttpsServer did not shutdown within timeout")
+	}
+}
+
+func TestStartHttpsServerTLSFilesRequired(t *testing.T) {
+	err := StartHttpServer(&feast.FeatureStore{}, "127.0.0.1", 0, 0, nil, &logging.LoggingOptions{}, true, "", "")
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "--tls-cert-file and --tls-key-file must be provided")
+}
+
+func getFreePort(t *testing.T) int {
+	t.Helper()
+
+	listener, err := net.Listen("tcp", "127.0.0.1:0")
+	require.NoError(t, err)
+	defer func() {
+		_ = listener.Close()
+	}()
+
+	addr, ok := listener.Addr().(*net.TCPAddr)
+	require.True(t, ok)
+	return addr.Port
+}
+
+func createSelfSignedTLSFiles(t *testing.T) (string, string) {
+	t.Helper()
+
+	priv, err := rsa.GenerateKey(rand.Reader, 2048)
+	require.NoError(t, err)
+
+	tmpl := x509.Certificate{
+		SerialNumber: big.NewInt(1),
+		Subject: pkix.Name{
+			CommonName: "localhost",
+		},
+		NotBefore:             time.Now().Add(-1 * time.Hour),
+		NotAfter:              time.Now().Add(24 * time.Hour),
+		KeyUsage:              x509.KeyUsageKeyEncipherment | x509.KeyUsageDigitalSignature,
+		ExtKeyUsage:           []x509.ExtKeyUsage{x509.ExtKeyUsageServerAuth},
+		BasicConstraintsValid: true,
+		DNSNames:              []string{"localhost"},
+		IPAddresses:           []net.IP{net.ParseIP("127.0.0.1")},
+	}
+
+	der, err := x509.CreateCertificate(rand.Reader, &tmpl, &tmpl, &priv.PublicKey, priv)
+	require.NoError(t, err)
+
+	certFile, err := os.CreateTemp(t.TempDir(), "feast-test-cert-*.pem")
+	require.NoError(t, err)
+	defer func() {
+		_ = certFile.Close()
+	}()
+
+	keyFile, err := os.CreateTemp(t.TempDir(), "feast-test-key-*.pem")
+	require.NoError(t, err)
+	defer func() {
+		_ = keyFile.Close()
+	}()
+
+	err = pem.Encode(certFile, &pem.Block{Type: "CERTIFICATE", Bytes: der})
+	require.NoError(t, err)
+
+	err = pem.Encode(keyFile, &pem.Block{Type: "RSA PRIVATE KEY", Bytes: x509.MarshalPKCS1PrivateKey(priv)})
+	require.NoError(t, err)
+
+	return certFile.Name(), keyFile.Name()
+}
diff --git a/infra/charts/feast-feature-server/Chart.yaml b/infra/charts/feast-feature-server/Chart.yaml
index 5f72378ec3a..711dd910e95 100644
--- a/infra/charts/feast-feature-server/Chart.yaml
+++ b/infra/charts/feast-feature-server/Chart.yaml
@@ -2,7 +2,7 @@ apiVersion: v2
 name: feast-feature-server
 description: Feast Feature Server in Go or Python
 type: application
-version: 0.62.0
+version: 0.63.0
 keywords:
   - machine learning
   - big data
diff --git a/infra/charts/feast-feature-server/README.md b/infra/charts/feast-feature-server/README.md
index a59b872f897..24013786f14 100644
--- a/infra/charts/feast-feature-server/README.md
+++ b/infra/charts/feast-feature-server/README.md
@@ -1,6 +1,6 @@
 # Feast Python / Go Feature Server Helm Charts
 
-Current chart version is `0.62.0`
+Current chart version is `0.63.0`
 
 ## Installation
 
@@ -42,7 +42,7 @@ See [here](https://github.com/feast-dev/feast/tree/master/examples/python-helm-d
 | fullnameOverride | string | `""` |  |
 | image.pullPolicy | string | `"IfNotPresent"` |  |
 | image.repository | string | `"quay.io/feastdev/feature-server"` | Docker image for Feature Server repository |
-| image.tag | string | `"0.62.0"` | The Docker image tag (can be overwritten if custom feature server deps are needed for on demand transforms) |
+| image.tag | string | `"0.63.0"` | The Docker image tag (can be overwritten if custom feature server deps are needed for on demand transforms) |
 | imagePullSecrets | list | `[]` |  |
 | livenessProbe.initialDelaySeconds | int | `30` |  |
 | livenessProbe.periodSeconds | int | `30` |  |
diff --git a/infra/charts/feast-feature-server/templates/deployment.yaml b/infra/charts/feast-feature-server/templates/deployment.yaml
index 6cd17d4a4d1..ef0cc9671de 100644
--- a/infra/charts/feast-feature-server/templates/deployment.yaml
+++ b/infra/charts/feast-feature-server/templates/deployment.yaml
@@ -11,10 +11,12 @@ spec:
       {{- include "feast-feature-server.selectorLabels" . | nindent 6 }}
   template:
     metadata:
-    {{- with .Values.podAnnotations }}
+    {{- if or .Values.podAnnotations .Values.metrics.enabled }}
       annotations:
+        {{- with .Values.podAnnotations }}
         {{- toYaml . | nindent 8 }}
-        {{- if .Values.metrics.enabled }}
+        {{- end }}
+        {{- if $.Values.metrics.enabled }}
         instrumentation.opentelemetry.io/inject-python: "true"
         {{- end }}
     {{- end }}
diff --git a/infra/charts/feast-feature-server/values.yaml b/infra/charts/feast-feature-server/values.yaml
index 12707ea97b2..6a3cfda4419 100644
--- a/infra/charts/feast-feature-server/values.yaml
+++ b/infra/charts/feast-feature-server/values.yaml
@@ -9,7 +9,7 @@ image:
   repository: quay.io/feastdev/feature-server
   pullPolicy: IfNotPresent
   # image.tag -- The Docker image tag (can be overwritten if custom feature server deps are needed for on demand transforms)
-  tag: 0.62.0
+  tag: 0.63.0
 
 logLevel: "WARNING"  # Set log level DEBUG, INFO, WARNING, ERROR, and CRITICAL (case-insensitive)
 
diff --git a/infra/charts/feast/Chart.yaml b/infra/charts/feast/Chart.yaml
index 796ef7c3251..04f4994176e 100644
--- a/infra/charts/feast/Chart.yaml
+++ b/infra/charts/feast/Chart.yaml
@@ -1,7 +1,7 @@
 apiVersion: v1
 description: Feature store for machine learning
 name: feast
-version: 0.62.0
+version: 0.63.0
 keywords:
   - machine learning
   - big data
diff --git a/infra/charts/feast/README.md b/infra/charts/feast/README.md
index 0f49894bc46..a79e14e4196 100644
--- a/infra/charts/feast/README.md
+++ b/infra/charts/feast/README.md
@@ -8,7 +8,7 @@ This repo contains Helm charts for Feast Java components that are being installe
    
 ## Chart: Feast
 
-Feature store for machine learning Current chart version is `0.62.0`
+Feature store for machine learning Current chart version is `0.63.0`
 
 ## Installation
 
@@ -65,8 +65,8 @@ See [here](https://github.com/feast-dev/feast/tree/master/examples/java-demo) fo
 | Repository | Name | Version |
 |------------|------|---------|
 | https://charts.helm.sh/stable | redis | 10.5.6 |
-| https://feast-helm-charts.storage.googleapis.com | feature-server(feature-server) | 0.62.0 |
-| https://feast-helm-charts.storage.googleapis.com | transformation-service(transformation-service) | 0.62.0 |
+| https://feast-helm-charts.storage.googleapis.com | feature-server(feature-server) | 0.63.0 |
+| https://feast-helm-charts.storage.googleapis.com | transformation-service(transformation-service) | 0.63.0 |
 
 ## Values
 
diff --git a/infra/charts/feast/charts/feature-server/Chart.yaml b/infra/charts/feast/charts/feature-server/Chart.yaml
index 12c49185845..1c3f0314d00 100644
--- a/infra/charts/feast/charts/feature-server/Chart.yaml
+++ b/infra/charts/feast/charts/feature-server/Chart.yaml
@@ -1,8 +1,8 @@
 apiVersion: v1
 description: "Feast Feature Server: Online feature serving service for Feast"
 name: feature-server
-version: 0.62.0
-appVersion: v0.62.0
+version: 0.63.0
+appVersion: v0.63.0
 keywords:
 - machine learning
 - big data
diff --git a/infra/charts/feast/charts/feature-server/README.md b/infra/charts/feast/charts/feature-server/README.md
index ce02467c442..1899373fee2 100644
--- a/infra/charts/feast/charts/feature-server/README.md
+++ b/infra/charts/feast/charts/feature-server/README.md
@@ -1,6 +1,6 @@
 # feature-server
 
-![Version: 0.62.0](https://img.shields.io/badge/Version-0.62.0-informational?style=flat-square) ![AppVersion: v0.62.0](https://img.shields.io/badge/AppVersion-v0.62.0-informational?style=flat-square)
+![Version: 0.63.0](https://img.shields.io/badge/Version-0.63.0-informational?style=flat-square) ![AppVersion: v0.63.0](https://img.shields.io/badge/AppVersion-v0.63.0-informational?style=flat-square)
 
 Feast Feature Server: Online feature serving service for Feast
 
@@ -17,7 +17,7 @@ Feast Feature Server: Online feature serving service for Feast
 | envOverrides | object | `{}` | Extra environment variables to set |
 | image.pullPolicy | string | `"IfNotPresent"` | Image pull policy |
 | image.repository | string | `"quay.io/feastdev/feature-server-java"` | Docker image for Feature Server repository |
-| image.tag | string | `"0.62.0"` | Image tag |
+| image.tag | string | `"0.63.0"` | Image tag |
 | ingress.grpc.annotations | object | `{}` | Extra annotations for the ingress |
 | ingress.grpc.auth.enabled | bool | `false` | Flag to enable auth |
 | ingress.grpc.class | string | `"nginx"` | Which ingress controller to use |
diff --git a/infra/charts/feast/charts/feature-server/values.yaml b/infra/charts/feast/charts/feature-server/values.yaml
index a964d8f05b9..655bcec15e5 100644
--- a/infra/charts/feast/charts/feature-server/values.yaml
+++ b/infra/charts/feast/charts/feature-server/values.yaml
@@ -5,7 +5,7 @@ image:
   # image.repository -- Docker image for Feature Server repository
   repository: quay.io/feastdev/feature-server-java
   # image.tag -- Image tag
-  tag: 0.62.0
+  tag: 0.63.0
   # image.pullPolicy -- Image pull policy
   pullPolicy: IfNotPresent
 
diff --git a/infra/charts/feast/charts/transformation-service/Chart.yaml b/infra/charts/feast/charts/transformation-service/Chart.yaml
index 351ff6e4268..6252eb0d4bb 100644
--- a/infra/charts/feast/charts/transformation-service/Chart.yaml
+++ b/infra/charts/feast/charts/transformation-service/Chart.yaml
@@ -1,8 +1,8 @@
 apiVersion: v1
 description: "Transformation service: to compute on-demand features"
 name: transformation-service
-version: 0.62.0
-appVersion: v0.62.0
+version: 0.63.0
+appVersion: v0.63.0
 keywords:
 - machine learning
 - big data
diff --git a/infra/charts/feast/charts/transformation-service/README.md b/infra/charts/feast/charts/transformation-service/README.md
index 78e5ec12350..5c7d6de89eb 100644
--- a/infra/charts/feast/charts/transformation-service/README.md
+++ b/infra/charts/feast/charts/transformation-service/README.md
@@ -1,6 +1,6 @@
 # transformation-service
 
-![Version: 0.62.0](https://img.shields.io/badge/Version-0.62.0-informational?style=flat-square) ![AppVersion: v0.62.0](https://img.shields.io/badge/AppVersion-v0.62.0-informational?style=flat-square)
+![Version: 0.63.0](https://img.shields.io/badge/Version-0.63.0-informational?style=flat-square) ![AppVersion: v0.63.0](https://img.shields.io/badge/AppVersion-v0.63.0-informational?style=flat-square)
 
 Transformation service: to compute on-demand features
 
@@ -13,7 +13,7 @@ Transformation service: to compute on-demand features
 | envOverrides | object | `{}` | Extra environment variables to set |
 | image.pullPolicy | string | `"IfNotPresent"` | Image pull policy |
 | image.repository | string | `"quay.io/feastdev/feature-transformation-server"` | Docker image for Transformation Server repository |
-| image.tag | string | `"0.62.0"` | Image tag |
+| image.tag | string | `"0.63.0"` | Image tag |
 | nodeSelector | object | `{}` | Node labels for pod assignment |
 | podLabels | object | `{}` | Labels to be added to Feast Serving pods |
 | replicaCount | int | `1` | Number of pods that will be created |
diff --git a/infra/charts/feast/charts/transformation-service/values.yaml b/infra/charts/feast/charts/transformation-service/values.yaml
index 5ede3852e91..03d2f8acf78 100644
--- a/infra/charts/feast/charts/transformation-service/values.yaml
+++ b/infra/charts/feast/charts/transformation-service/values.yaml
@@ -5,7 +5,7 @@ image:
   # image.repository -- Docker image for Transformation Server repository
   repository: quay.io/feastdev/feature-transformation-server
   # image.tag -- Image tag
-  tag: 0.62.0
+  tag: 0.63.0
   # image.pullPolicy -- Image pull policy
   pullPolicy: IfNotPresent
 
diff --git a/infra/charts/feast/requirements.yaml b/infra/charts/feast/requirements.yaml
index 181c8d95fca..1b962cc0b89 100644
--- a/infra/charts/feast/requirements.yaml
+++ b/infra/charts/feast/requirements.yaml
@@ -1,12 +1,12 @@
 dependencies:
 - name: feature-server
   alias: feature-server
-  version: 0.62.0
+  version: 0.63.0
   condition: feature-server.enabled
   repository: https://feast-helm-charts.storage.googleapis.com
 - name: transformation-service
   alias: transformation-service
-  version: 0.62.0
+  version: 0.63.0
   condition: transformation-service.enabled
   repository: https://feast-helm-charts.storage.googleapis.com
 - name: redis
diff --git a/infra/feast-operator/.golangci.bck.yml b/infra/feast-operator/.golangci.bck.yml
new file mode 100644
index 00000000000..6c104980d43
--- /dev/null
+++ b/infra/feast-operator/.golangci.bck.yml
@@ -0,0 +1,55 @@
+run:
+  timeout: 5m
+  allow-parallel-runners: true
+
+issues:
+  # don't skip warning about doc comments
+  # don't exclude the default set of lint
+  exclude-use-default: false
+  # restore some of the defaults
+  # (fill in the rest as needed)
+  exclude-rules:
+    - path: "api/*"
+      linters:
+        - lll
+    - path: "internal/*"
+      linters:
+        - dupl
+        - lll
+    - path: "test/*"
+      linters:
+        - lll
+    - path: "upgrade/*"
+      linters:
+        - lll
+    - path: "previous-version/*"
+      linters:
+        - lll
+linters:
+  disable-all: true
+  enable:
+    - dupl
+    - errcheck
+    - goconst
+    - gocyclo
+    - gofmt
+    - goimports
+    - gosimple
+    - govet
+    - ineffassign
+    - lll
+    - misspell
+    - nakedret
+    - ginkgolinter
+    - prealloc
+    - revive
+    - staticcheck
+    - typecheck
+    - unconvert
+    - unparam
+    - unused
+
+linters-settings:
+  revive:
+    rules:
+      - name: comment-spacings
diff --git a/infra/feast-operator/.golangci.yml b/infra/feast-operator/.golangci.yml
index 6c104980d43..4895f41d8fb 100644
--- a/infra/feast-operator/.golangci.yml
+++ b/infra/feast-operator/.golangci.yml
@@ -1,55 +1,65 @@
+version: "2"
 run:
-  timeout: 5m
   allow-parallel-runners: true
-
-issues:
-  # don't skip warning about doc comments
-  # don't exclude the default set of lint
-  exclude-use-default: false
-  # restore some of the defaults
-  # (fill in the rest as needed)
-  exclude-rules:
-    - path: "api/*"
-      linters:
-        - lll
-    - path: "internal/*"
-      linters:
-        - dupl
-        - lll
-    - path: "test/*"
-      linters:
-        - lll
-    - path: "upgrade/*"
-      linters:
-        - lll
-    - path: "previous-version/*"
-      linters:
-        - lll
 linters:
-  disable-all: true
+  default: none
   enable:
     - dupl
     - errcheck
+    - ginkgolinter
     - goconst
     - gocyclo
-    - gofmt
-    - goimports
-    - gosimple
     - govet
     - ineffassign
     - lll
     - misspell
     - nakedret
-    - ginkgolinter
     - prealloc
     - revive
     - staticcheck
-    - typecheck
     - unconvert
     - unparam
     - unused
-
-linters-settings:
-  revive:
+  settings:
+    revive:
+      rules:
+        - name: comment-spacings
+    staticcheck:
+      checks:
+        - "all"
+        - "-QF*"
+        - "-ST*"
+  exclusions:
+    generated: lax
+    presets: []
     rules:
-      - name: comment-spacings
+      - linters:
+          - lll
+        path: api/*
+      - linters:
+          - dupl
+          - lll
+        path: internal/*
+      - linters:
+          - lll
+        path: test/*
+      - linters:
+          - lll
+        path: upgrade/*
+      - linters:
+          - lll
+        path: previous-version/*
+    paths:
+      - third_party$
+      - builtin$
+      - examples$
+formatters:
+  enable:
+    - gofmt
+    - goimports
+  exclusions:
+    generated: lax
+    paths:
+      - third_party$
+      - builtin$
+      - examples$
diff --git a/infra/feast-operator/Dockerfile b/infra/feast-operator/Dockerfile
index f0814b25576..65e2bd83cd5 100644
--- a/infra/feast-operator/Dockerfile
+++ b/infra/feast-operator/Dockerfile
@@ -1,19 +1,20 @@
 # Build the manager binary
-FROM registry.access.redhat.com/ubi9/go-toolset:1.22.9 AS builder
+FROM registry.access.redhat.com/ubi9/go-toolset:1.25 AS builder
 ARG TARGETOS
 ARG TARGETARCH
+ENV GOTOOLCHAIN=auto
 
 # Copy the Go Modules manifests
-COPY go.mod go.mod
-COPY go.sum go.sum
+COPY --chown=1001:0 go.mod go.mod
+COPY --chown=1001:0 go.sum go.sum
 # cache deps before building and copying source so that we don't need to re-download as much
 # and so that source changes don't invalidate our downloaded layer
 RUN go mod download
 
 # Copy the go source
-COPY cmd/main.go cmd/main.go
-COPY api/ api/
-COPY internal/controller/ internal/controller/
+COPY --chown=1001:0 cmd/main.go cmd/main.go
+COPY --chown=1001:0 api/ api/
+COPY --chown=1001:0 internal/controller/ internal/controller/
 
 # Build
 # the GOARCH has not a default value to allow the binary be built according to the host where the command
diff --git a/infra/feast-operator/Makefile b/infra/feast-operator/Makefile
index b845cb2b01b..14fc6fe7824 100644
--- a/infra/feast-operator/Makefile
+++ b/infra/feast-operator/Makefile
@@ -3,7 +3,7 @@
 # To re-generate a bundle for another specific version without changing the standard setup, you can:
 # - use the VERSION as arg of the bundle target (e.g make bundle VERSION=0.0.2)
 # - use environment variables to overwrite this value (e.g export VERSION=0.0.2)
-VERSION ?= 0.62.0
+VERSION ?= 0.63.0
 
 # CHANNELS define the bundle channels used in the bundle.
 # Add a new line here if you would like to change its default config. (E.g CHANNELS = "candidate,fast,stable")
@@ -48,7 +48,7 @@ endif
 
 # Set the Operator SDK version to use. By default, what is installed on the system is used.
 # This is useful for CI or a project to utilize a specific version of the operator-sdk toolkit.
-OPERATOR_SDK_VERSION ?= v1.38.0
+OPERATOR_SDK_VERSION ?= v1.41.0
 # Image URL to use all building/pushing image targets
 # During development and testing, and before make deploy we need to export FS_IMG to point to
 # the dev image generated using command `make build-feature-server-dev-docker`
@@ -56,7 +56,7 @@ IMG ?= $(IMAGE_TAG_BASE):$(VERSION)
 FS_IMG ?= quay.io/feastdev/feature-server:$(VERSION)
 CJ_IMG ?= quay.io/openshift/origin-cli:4.17
 # ENVTEST_K8S_VERSION refers to the version of kubebuilder assets to be downloaded by envtest binary.
-ENVTEST_K8S_VERSION = 1.30.0
+ENVTEST_K8S_VERSION = 1.31.0
 
 # Get the currently used golang install path (in GOPATH/bin, unless GOBIN is set)
 ifeq (,$(shell go env GOBIN))
@@ -116,7 +116,7 @@ vet: ## Run go vet against code.
 
 .PHONY: test
 test: build-installer vet lint envtest ## Run tests.
-	KUBEBUILDER_ASSETS="$(shell $(ENVTEST) use $(ENVTEST_K8S_VERSION) --bin-dir $(LOCALBIN) -p path --use-deprecated-gcs=false)" go test $$(go list ./... | grep -v test/e2e | grep -v test/data-source-types | grep -v test/upgrade | grep -v test/previous-version) -coverprofile cover.out
+	KUBEBUILDER_ASSETS="$(shell $(ENVTEST) use $(ENVTEST_K8S_VERSION) --bin-dir $(LOCALBIN) -p path)" go test $$(go list ./... | grep -v test/e2e | grep -v test/data-source-types | grep -v test/upgrade | grep -v test/previous-version) -coverprofile cover.out
 
 # Utilize Kind or modify the e2e tests to load the image locally, enabling compatibility with other vendors.
 .PHONY: test-e2e  # Run the e2e tests against a Kind k8s instance that is spun up.
@@ -239,11 +239,11 @@ GOLANGCI_LINT = $(LOCALBIN)/golangci-lint
 ENVSUBST = $(LOCALBIN)/envsubst
 
 ## Tool Versions
-KUSTOMIZE_VERSION ?= v5.4.2
-CONTROLLER_TOOLS_VERSION ?= v0.15.0
-CRD_REF_DOCS_VERSION ?= v0.1.0
-ENVTEST_VERSION ?= release-0.18
-GOLANGCI_LINT_VERSION ?= v1.63.4
+KUSTOMIZE_VERSION ?= v5.4.3
+CONTROLLER_TOOLS_VERSION ?= v0.18.0
+CRD_REF_DOCS_VERSION ?= v0.2.0
+ENVTEST_VERSION ?= release-0.21
+GOLANGCI_LINT_VERSION ?= v2.1.0
 ENVSUBST_VERSION ?= v1.4.2
 
 .PHONY: kustomize
@@ -264,7 +264,7 @@ $(ENVTEST): $(LOCALBIN)
 .PHONY: golangci-lint
 golangci-lint: $(GOLANGCI_LINT) ## Download golangci-lint locally if necessary.
 $(GOLANGCI_LINT): $(LOCALBIN)
-	$(call go-install-tool,$(GOLANGCI_LINT),github.com/golangci/golangci-lint/cmd/golangci-lint,$(GOLANGCI_LINT_VERSION))
+	$(call go-install-tool,$(GOLANGCI_LINT),github.com/golangci/golangci-lint/v2/cmd/golangci-lint,$(GOLANGCI_LINT_VERSION))
 
 .PHONY: envsubst
 envsubst: $(ENVSUBST) ## Download envsubst locally if necessary.
@@ -338,7 +338,7 @@ ifeq (,$(shell which opm 2>/dev/null))
 	set -e ;\
 	mkdir -p $(dir $(OPM)) ;\
 	OS=$(shell go env GOOS) && ARCH=$(shell go env GOARCH) && \
-	curl -sSLo $(OPM) https://github.com/operator-framework/operator-registry/releases/download/v1.23.0/$${OS}-$${ARCH}-opm ;\
+	curl -sSLo $(OPM) https://github.com/operator-framework/operator-registry/releases/download/v1.55.0/$${OS}-$${ARCH}-opm ;\
 	chmod +x $(OPM) ;\
 	}
 else
diff --git a/infra/feast-operator/README.md b/infra/feast-operator/README.md
index 9f530ad19a6..c639be54fde 100644
--- a/infra/feast-operator/README.md
+++ b/infra/feast-operator/README.md
@@ -3,6 +3,18 @@ This is a K8s Operator that can be used to deploy and manage **Feast**, an open
 
 ### **[FeatureStore CR API Reference](docs/api/markdown/ref.md)**
 
+### **[Operator Configuration Guides](https://docs.feast.dev/how-to-guides/feast-operator)**
+
+| Guide | Topic |
+|-------|-------|
+| [1 — Project Provisioning](https://docs.feast.dev/how-to-guides/feast-operator/01-project-provisioning) | `feastProjectDir`: git clone vs `feast init` templates |
+| [2 — Persistence](https://docs.feast.dev/how-to-guides/feast-operator/02-persistence) | File (path + PVC) vs DB store for offline/online/registry; Secret format |
+| [3 — Serving & Observability](https://docs.feast.dev/how-to-guides/feast-operator/03-serving-and-observability) | Workers, log level, Prometheus metrics, offline push batching, MCP |
+| [4 — Registry Topology](https://docs.feast.dev/how-to-guides/feast-operator/04-registry-topology) | Local, remote, cross-namespace `feastRef` |
+| [5 — Security](https://docs.feast.dev/how-to-guides/feast-operator/05-security) | Kubernetes RBAC roles vs OIDC auth; TLS for all servers |
+| [6 — Batch & Jobs](https://docs.feast.dev/how-to-guides/feast-operator/06-batch-and-jobs) | `batchEngine` ConfigMap, `cronJob` for scheduled materialization |
+| [7 — OpenLineage & Materialization](https://docs.feast.dev/how-to-guides/feast-operator/07-openlineage-and-materialization) | Lineage transports, API key Secret, materialization batch size |
+
 ## Getting Started
 
 ### Prerequisites
diff --git a/infra/feast-operator/api/feastversion/version.go b/infra/feast-operator/api/feastversion/version.go
index 9250b88ff1b..29ab2b9e7c6 100644
--- a/infra/feast-operator/api/feastversion/version.go
+++ b/infra/feast-operator/api/feastversion/version.go
@@ -17,4 +17,4 @@ limitations under the License.
 package feastversion
 
 // Feast release version. Keep on line #20, this is critical to release CI
-const FeastVersion = "0.62.0"
+const FeastVersion = "0.63.0"
diff --git a/infra/feast-operator/api/v1/featurestore_types.go b/infra/feast-operator/api/v1/featurestore_types.go
index 95d8130ab99..81e1dfa14c1 100644
--- a/infra/feast-operator/api/v1/featurestore_types.go
+++ b/infra/feast-operator/api/v1/featurestore_types.go
@@ -52,6 +52,7 @@ const (
 	ClientFailedReason           = "ClientDeploymentFailed"
 	CronJobFailedReason          = "CronJobDeploymentFailed"
 	KubernetesAuthzFailedReason  = "KubernetesAuthorizationDeploymentFailed"
+	OidcAuthzFailedReason        = "OidcAuthorizationDeploymentFailed"
 
 	// Feast condition messages:
 	ReadyMessage                  = "FeatureStore installation complete"
@@ -62,12 +63,56 @@ const (
 	ClientReadyMessage            = "Client installation complete"
 	CronJobReadyMessage           = "CronJob installation complete"
 	KubernetesAuthzReadyMessage   = "Kubernetes authorization installation complete"
+	OidcAuthzReadyMessage         = "OIDC authorization installation complete"
 	DeploymentNotAvailableMessage = "Deployment is not available"
 
 	// entity_key_serialization_version
 	SerializationVersion = 3
 )
 
+// MaterializationConfig controls feature materialization behavior written into feature_store.yaml.
+type MaterializationConfig struct {
+	// Number of rows per batch when writing to the online store during materialization.
+	// Prevents OOM for large feature views. Supported engines: local, spark, ray.
+	// If unset, all rows are written in a single batch.
+	// +kubebuilder:validation:Minimum=1
+	// +optional
+	OnlineWriteBatchSize *int32 `json:"onlineWriteBatchSize,omitempty"`
+	// ExtraConfig passes additional materialization key-value settings inline into
+	// feature_store.yaml.
+	// +optional
+	ExtraConfig map[string]string `json:"extraConfig,omitempty"`
+}
+
+// OpenLineageConfig enables OpenLineage data lineage tracking for Feast operations.
+// Lineage events are emitted during feast apply and materialization when enabled.
+type OpenLineageConfig struct {
+	// Enable OpenLineage integration.
+	Enabled bool `json:"enabled"`
+	// Transport type for lineage events.
+	// +kubebuilder:validation:Enum=http;console;file;kafka
+	// +optional
+	TransportType *string `json:"transportType,omitempty"`
+	// URL for HTTP transport (e.g. http://marquez:5000). Required when transportType is "http".
+	// +optional
+	TransportUrl *string `json:"transportUrl,omitempty"`
+	// API endpoint path appended to transportUrl. Defaults to "api/v1/lineage".
+	// +optional
+	TransportEndpoint *string `json:"transportEndpoint,omitempty"`
+	// Reference to a Secret containing the key "api_key" for lineage server authentication.
+	// +optional
+	ApiKeySecretRef *corev1.LocalObjectReference `json:"apiKeySecretRef,omitempty"`
+	// ExtraConfig holds additional OpenLineage key-value settings written inline into
+	// the openlineage block of feature_store.yaml alongside the typed fields above.
+	// Use this for non-core settings (e.g. namespace, producer, emit_on_apply,
+	// emit_on_materialize) and transport-specific options (e.g. kafka
+	// bootstrap_servers, topic; file path). Boolean values ("true"/"false") and
+	// integer values are automatically coerced to their native YAML types.
+	// Keys must be valid Feast OpenLineageConfig YAML field names.
+	// +optional
+	ExtraConfig map[string]string `json:"extraConfig,omitempty"`
+}
+
 // FeatureStoreSpec defines the desired state of FeatureStore
 // +kubebuilder:validation:XValidation:rule="self.replicas <= 1 || !has(self.services) || !has(self.services.scaling) || !has(self.services.scaling.autoscaling)",message="replicas > 1 and services.scaling.autoscaling are mutually exclusive."
 // +kubebuilder:validation:XValidation:rule="self.replicas <= 1 && (!has(self.services) || !has(self.services.scaling) || !has(self.services.scaling.autoscaling)) || (has(self.services) && has(self.services.onlineStore) && has(self.services.onlineStore.persistence) && has(self.services.onlineStore.persistence.store))",message="Scaling requires DB-backed persistence for the online store. Configure services.onlineStore.persistence.store when using replicas > 1 or autoscaling."
@@ -87,6 +132,14 @@ type FeatureStoreSpec struct {
 	// +kubebuilder:default=1
 	// +kubebuilder:validation:Minimum=1
 	Replicas *int32 `json:"replicas,omitempty"`
+	// Materialization controls feature materialization behavior (batch size, pull strategy).
+	// Written into feature_store.yaml for all service pods.
+	// +optional
+	Materialization *MaterializationConfig `json:"materialization,omitempty"`
+	// OpenLineage enables OpenLineage data lineage tracking for Feast operations.
+	// Written into feature_store.yaml for all service pods.
+	// +optional
+	OpenLineage *OpenLineageConfig `json:"openlineage,omitempty"`
 }
 
 // FeastProjectDir defines how to create the feast project directory.
@@ -437,6 +490,71 @@ type OnlineStore struct {
 	// Creates a feature server container
 	Server      *ServerConfigs          `json:"server,omitempty"`
 	Persistence *OnlineStorePersistence `json:"persistence,omitempty"`
+	// Serving configures the Feast feature_server section written into feature_store.yaml for the online serve pod.
+	// Controls metrics granularity, offline push batching, and MCP.
+	// +optional
+	Serving *ServingConfig `json:"serving,omitempty"`
+}
+
+// ServingConfig configures the feature_server section of the generated feature_store.yaml.
+// When Mcp is set, the feature server type is switched to "mcp"; otherwise "local" is used.
+type ServingConfig struct {
+	// Metrics configures per-category Prometheus metrics for the feature server.
+	// Coexists with the server.metrics bool flag — both can be set simultaneously.
+	// +optional
+	Metrics *ServingMetricsConfig `json:"metrics,omitempty"`
+	// OfflinePushBatching batches writes to the offline store via the /push endpoint.
+	// +optional
+	OfflinePushBatching *OfflinePushBatchingConfig `json:"offlinePushBatching,omitempty"`
+	// Mcp enables MCP (Model Context Protocol) server support. When set, feature server type is "mcp".
+	// +optional
+	Mcp *McpConfig `json:"mcp,omitempty"`
+}
+
+// ServingMetricsConfig controls per-category Prometheus metrics for the feature server.
+// Setting Enabled to true activates the metrics HTTP server on port 8000.
+// All metric categories default to true when enabled; use Categories to selectively disable them.
+type ServingMetricsConfig struct {
+	// Enable the Prometheus metrics endpoint on port 8000.
+	Enabled bool `json:"enabled"`
+	// Categories selectively enables or disables individual Feast metric categories.
+	// Keys are Feast MetricsConfig field names (e.g. "resource", "request",
+	// "online_features", "push", "materialization", "freshness"). Omitted keys
+	// default to true when metrics is enabled.
+	// +optional
+	Categories map[string]bool `json:"categories,omitempty"`
+}
+
+// OfflinePushBatchingConfig controls batching of writes to the offline store via the /push endpoint.
+// Recommended for high-throughput push workloads (streaming pipelines, IoT) to prevent OOM.
+type OfflinePushBatchingConfig struct {
+	// Enable offline push batching.
+	Enabled bool `json:"enabled"`
+	// Maximum number of rows per offline write batch.
+	// +kubebuilder:validation:Minimum=1
+	// +optional
+	BatchSize *int32 `json:"batchSize,omitempty"`
+	// Seconds between batch flushes to the offline store.
+	// +kubebuilder:validation:Minimum=1
+	// +optional
+	BatchIntervalSeconds *int32 `json:"batchIntervalSeconds,omitempty"`
+}
+
+// McpConfig enables MCP (Model Context Protocol) server support in the feature server.
+// When this field is set on ServingConfig, the feature server type is switched to "mcp".
+type McpConfig struct {
+	// Enable the MCP server.
+	Enabled bool `json:"enabled"`
+	// MCP server name for identification. Defaults to "feast-mcp-server".
+	// +optional
+	ServerName *string `json:"serverName,omitempty"`
+	// MCP server version string. Defaults to "1.0.0".
+	// +optional
+	ServerVersion *string `json:"serverVersion,omitempty"`
+	// MCP transport protocol.
+	// +kubebuilder:validation:Enum=sse;http
+	// +optional
+	Transport *string `json:"transport,omitempty"`
 }
 
 // OnlineStorePersistence configures the persistence settings for the online store service
@@ -652,6 +770,7 @@ type WorkerConfigs struct {
 
 // RegistryServerConfigs creates a registry server for the feast service, with specified container configurations.
 // +kubebuilder:validation:XValidation:rule="self.restAPI == true || self.grpc == true || !has(self.grpc)", message="At least one of restAPI or grpc must be true"
+// +kubebuilder:validation:XValidation:rule="!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI) && self.restAPI == true)", message="MCP requires restAPI to be true"
 type RegistryServerConfigs struct {
 	ServerConfigs `json:",inline"`
 
@@ -660,6 +779,11 @@ type RegistryServerConfigs struct {
 
 	// Enable gRPC registry server. Defaults to true if unset.
 	GRPC *bool `json:"grpc,omitempty"`
+
+	// Mcp enables MCP (Model Context Protocol) on the REST registry server.
+	// Requires restAPI to be true. Reuses the same McpConfig struct as the online store.
+	// +optional
+	Mcp *McpConfig `json:"mcp,omitempty"`
 }
 
 // CronJobContainerConfigs k8s container settings for the CronJob
diff --git a/infra/feast-operator/api/v1/zz_generated.deepcopy.go b/infra/feast-operator/api/v1/zz_generated.deepcopy.go
index 8d0e4848f5f..6d31e31a9de 100644
--- a/infra/feast-operator/api/v1/zz_generated.deepcopy.go
+++ b/infra/feast-operator/api/v1/zz_generated.deepcopy.go
@@ -455,6 +455,16 @@ func (in *FeatureStoreSpec) DeepCopyInto(out *FeatureStoreSpec) {
 		*out = new(int32)
 		**out = **in
 	}
+	if in.Materialization != nil {
+		in, out := &in.Materialization, &out.Materialization
+		*out = new(MaterializationConfig)
+		(*in).DeepCopyInto(*out)
+	}
+	if in.OpenLineage != nil {
+		in, out := &in.OpenLineage, &out.OpenLineage
+		*out = new(OpenLineageConfig)
+		(*in).DeepCopyInto(*out)
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureStoreSpec.
@@ -662,6 +672,88 @@ func (in *LocalRegistryConfig) DeepCopy() *LocalRegistryConfig {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *MaterializationConfig) DeepCopyInto(out *MaterializationConfig) {
+	*out = *in
+	if in.OnlineWriteBatchSize != nil {
+		in, out := &in.OnlineWriteBatchSize, &out.OnlineWriteBatchSize
+		*out = new(int32)
+		**out = **in
+	}
+	if in.ExtraConfig != nil {
+		in, out := &in.ExtraConfig, &out.ExtraConfig
+		*out = make(map[string]string, len(*in))
+		for key, val := range *in {
+			(*out)[key] = val
+		}
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new MaterializationConfig.
+func (in *MaterializationConfig) DeepCopy() *MaterializationConfig {
+	if in == nil {
+		return nil
+	}
+	out := new(MaterializationConfig)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *McpConfig) DeepCopyInto(out *McpConfig) {
+	*out = *in
+	if in.ServerName != nil {
+		in, out := &in.ServerName, &out.ServerName
+		*out = new(string)
+		**out = **in
+	}
+	if in.ServerVersion != nil {
+		in, out := &in.ServerVersion, &out.ServerVersion
+		*out = new(string)
+		**out = **in
+	}
+	if in.Transport != nil {
+		in, out := &in.Transport, &out.Transport
+		*out = new(string)
+		**out = **in
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new McpConfig.
+func (in *McpConfig) DeepCopy() *McpConfig {
+	if in == nil {
+		return nil
+	}
+	out := new(McpConfig)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *OfflinePushBatchingConfig) DeepCopyInto(out *OfflinePushBatchingConfig) {
+	*out = *in
+	if in.BatchSize != nil {
+		in, out := &in.BatchSize, &out.BatchSize
+		*out = new(int32)
+		**out = **in
+	}
+	if in.BatchIntervalSeconds != nil {
+		in, out := &in.BatchIntervalSeconds, &out.BatchIntervalSeconds
+		*out = new(int32)
+		**out = **in
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new OfflinePushBatchingConfig.
+func (in *OfflinePushBatchingConfig) DeepCopy() *OfflinePushBatchingConfig {
+	if in == nil {
+		return nil
+	}
+	out := new(OfflinePushBatchingConfig)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *OfflineStore) DeepCopyInto(out *OfflineStore) {
 	*out = *in
@@ -811,6 +903,11 @@ func (in *OnlineStore) DeepCopyInto(out *OnlineStore) {
 		*out = new(OnlineStorePersistence)
 		(*in).DeepCopyInto(*out)
 	}
+	if in.Serving != nil {
+		in, out := &in.Serving, &out.Serving
+		*out = new(ServingConfig)
+		(*in).DeepCopyInto(*out)
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new OnlineStore.
@@ -884,6 +981,48 @@ func (in *OnlineStorePersistence) DeepCopy() *OnlineStorePersistence {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *OpenLineageConfig) DeepCopyInto(out *OpenLineageConfig) {
+	*out = *in
+	if in.TransportType != nil {
+		in, out := &in.TransportType, &out.TransportType
+		*out = new(string)
+		**out = **in
+	}
+	if in.TransportUrl != nil {
+		in, out := &in.TransportUrl, &out.TransportUrl
+		*out = new(string)
+		**out = **in
+	}
+	if in.TransportEndpoint != nil {
+		in, out := &in.TransportEndpoint, &out.TransportEndpoint
+		*out = new(string)
+		**out = **in
+	}
+	if in.ApiKeySecretRef != nil {
+		in, out := &in.ApiKeySecretRef, &out.ApiKeySecretRef
+		*out = new(corev1.LocalObjectReference)
+		**out = **in
+	}
+	if in.ExtraConfig != nil {
+		in, out := &in.ExtraConfig, &out.ExtraConfig
+		*out = make(map[string]string, len(*in))
+		for key, val := range *in {
+			(*out)[key] = val
+		}
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new OpenLineageConfig.
+func (in *OpenLineageConfig) DeepCopy() *OpenLineageConfig {
+	if in == nil {
+		return nil
+	}
+	out := new(OpenLineageConfig)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *OptionalCtrConfigs) DeepCopyInto(out *OptionalCtrConfigs) {
 	*out = *in
@@ -1139,6 +1278,11 @@ func (in *RegistryServerConfigs) DeepCopyInto(out *RegistryServerConfigs) {
 		*out = new(bool)
 		**out = **in
 	}
+	if in.Mcp != nil {
+		in, out := &in.Mcp, &out.Mcp
+		*out = new(McpConfig)
+		(*in).DeepCopyInto(*out)
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new RegistryServerConfigs.
@@ -1289,6 +1433,58 @@ func (in *ServiceHostnames) DeepCopy() *ServiceHostnames {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *ServingConfig) DeepCopyInto(out *ServingConfig) {
+	*out = *in
+	if in.Metrics != nil {
+		in, out := &in.Metrics, &out.Metrics
+		*out = new(ServingMetricsConfig)
+		(*in).DeepCopyInto(*out)
+	}
+	if in.OfflinePushBatching != nil {
+		in, out := &in.OfflinePushBatching, &out.OfflinePushBatching
+		*out = new(OfflinePushBatchingConfig)
+		(*in).DeepCopyInto(*out)
+	}
+	if in.Mcp != nil {
+		in, out := &in.Mcp, &out.Mcp
+		*out = new(McpConfig)
+		(*in).DeepCopyInto(*out)
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ServingConfig.
+func (in *ServingConfig) DeepCopy() *ServingConfig {
+	if in == nil {
+		return nil
+	}
+	out := new(ServingConfig)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *ServingMetricsConfig) DeepCopyInto(out *ServingMetricsConfig) {
+	*out = *in
+	if in.Categories != nil {
+		in, out := &in.Categories, &out.Categories
+		*out = make(map[string]bool, len(*in))
+		for key, val := range *in {
+			(*out)[key] = val
+		}
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ServingMetricsConfig.
+func (in *ServingMetricsConfig) DeepCopy() *ServingMetricsConfig {
+	if in == nil {
+		return nil
+	}
+	out := new(ServingMetricsConfig)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *TlsConfigs) DeepCopyInto(out *TlsConfigs) {
 	*out = *in
diff --git a/infra/feast-operator/bundle.Dockerfile b/infra/feast-operator/bundle.Dockerfile
index 685b137b92a..eda73b6494e 100644
--- a/infra/feast-operator/bundle.Dockerfile
+++ b/infra/feast-operator/bundle.Dockerfile
@@ -6,7 +6,7 @@ LABEL operators.operatorframework.io.bundle.manifests.v1=manifests/
 LABEL operators.operatorframework.io.bundle.metadata.v1=metadata/
 LABEL operators.operatorframework.io.bundle.package.v1=feast-operator
 LABEL operators.operatorframework.io.bundle.channels.v1=alpha
-LABEL operators.operatorframework.io.metrics.builder=operator-sdk-v1.38.0
+LABEL operators.operatorframework.io.metrics.builder=operator-sdk-v1.41.0
 LABEL operators.operatorframework.io.metrics.mediatype.v1=metrics+v1
 LABEL operators.operatorframework.io.metrics.project_layout=go.kubebuilder.io/v4
 
diff --git a/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml b/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml
index 318c01d0ce8..faa9840ac43 100644
--- a/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml
+++ b/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml
@@ -4,6 +4,35 @@ metadata:
   annotations:
     alm-examples: |-
       [
+        {
+          "apiVersion": "feast.dev/v1",
+          "kind": "FeatureStore",
+          "metadata": {
+            "name": "sample-materialization-openlineage",
+            "namespace": "feast"
+          },
+          "spec": {
+            "feastProject": "my_project",
+            "materialization": {
+              "onlineWriteBatchSize": 10000
+            },
+            "openlineage": {
+              "apiKeySecretRef": {
+                "name": "openlineage-secret"
+              },
+              "enabled": true,
+              "extraConfig": {
+                "emit_on_apply": "true",
+                "emit_on_materialize": "true",
+                "namespace": "my-feast-project",
+                "producer": "feast-operator"
+              },
+              "transportEndpoint": "api/v1/lineage",
+              "transportType": "http",
+              "transportUrl": "http://marquez.feast.svc.cluster.local:5000"
+            }
+          }
+        },
         {
           "apiVersion": "feast.dev/v1",
           "kind": "FeatureStore",
@@ -14,6 +43,29 @@ metadata:
             "feastProject": "my_project"
           }
         },
+        {
+          "apiVersion": "feast.dev/v1",
+          "kind": "FeatureStore",
+          "metadata": {
+            "name": "sample-mcp"
+          },
+          "spec": {
+            "feastProject": "my_project",
+            "services": {
+              "onlineStore": {
+                "server": {},
+                "serving": {
+                  "mcp": {
+                    "enabled": true,
+                    "serverName": "feast-mcp-server",
+                    "serverVersion": "1.0.0",
+                    "transport": "sse"
+                  }
+                }
+              }
+            }
+          }
+        },
         {
           "apiVersion": "feast.dev/v1",
           "kind": "FeatureStore",
@@ -35,6 +87,39 @@ metadata:
             }
           }
         },
+        {
+          "apiVersion": "feast.dev/v1",
+          "kind": "FeatureStore",
+          "metadata": {
+            "name": "sample-serving"
+          },
+          "spec": {
+            "feastProject": "my_project",
+            "services": {
+              "onlineStore": {
+                "server": {},
+                "serving": {
+                  "metrics": {
+                    "categories": {
+                      "freshness": false,
+                      "materialization": true,
+                      "online_features": true,
+                      "push": true,
+                      "request": true,
+                      "resource": true
+                    },
+                    "enabled": true
+                  },
+                  "offlinePushBatching": {
+                    "batchIntervalSeconds": 10,
+                    "batchSize": 1000,
+                    "enabled": true
+                  }
+                }
+              }
+            }
+          }
+        },
         {
           "apiVersion": "feast.dev/v1",
           "kind": "FeatureStore",
@@ -50,10 +135,10 @@ metadata:
         }
       ]
     capabilities: Basic Install
-    createdAt: "2026-04-08T14:26:31Z"
-    operators.operatorframework.io/builder: operator-sdk-v1.38.0
+    createdAt: "2026-05-12T07:35:41Z"
+    operators.operatorframework.io/builder: operator-sdk-v1.41.0
     operators.operatorframework.io/project_layout: go.kubebuilder.io/v4
-  name: feast-operator.v0.62.0
+  name: feast-operator.v0.63.0
   namespace: placeholder
 spec:
   apiservicedefinitions: {}
@@ -79,9 +164,12 @@ spec:
       clusterPermissions:
       - rules:
         - apiGroups:
-          - apps
+          - ""
           resources:
-          - deployments
+          - configmaps
+          - persistentvolumeclaims
+          - serviceaccounts
+          - services
           verbs:
           - create
           - delete
@@ -90,65 +178,62 @@ spec:
           - update
           - watch
         - apiGroups:
-          - authentication.k8s.io
+          - ""
           resources:
-          - tokenreviews
+          - namespaces
+          - pods
+          - secrets
+          verbs:
+          - get
+          - list
+          - watch
+        - apiGroups:
+          - ""
+          resources:
+          - pods/exec
           verbs:
           - create
         - apiGroups:
-          - autoscaling
+          - apps
           resources:
-          - horizontalpodautoscalers
+          - deployments
           verbs:
           - create
           - delete
           - get
           - list
-          - patch
           - update
           - watch
         - apiGroups:
-          - batch
+          - authentication.k8s.io
           resources:
-          - cronjobs
+          - tokenreviews
           verbs:
           - create
-          - delete
-          - get
-          - list
-          - patch
-          - update
-          - watch
         - apiGroups:
-          - ""
+          - autoscaling
           resources:
-          - configmaps
-          - persistentvolumeclaims
-          - serviceaccounts
-          - services
+          - horizontalpodautoscalers
           verbs:
           - create
           - delete
           - get
           - list
+          - patch
           - update
           - watch
         - apiGroups:
-          - ""
+          - batch
           resources:
-          - namespaces
-          - pods
-          - secrets
+          - cronjobs
           verbs:
+          - create
+          - delete
           - get
           - list
+          - patch
+          - update
           - watch
-        - apiGroups:
-          - ""
-          resources:
-          - pods/exec
-          verbs:
-          - create
         - apiGroups:
           - feast.dev
           resources:
@@ -267,11 +352,13 @@ spec:
                 - /manager
                 env:
                 - name: RELATED_IMAGE_FEATURE_SERVER
-                  value: quay.io/feastdev/feature-server:0.62.0
+                  value: quay.io/feastdev/feature-server:0.63.0
                 - name: RELATED_IMAGE_CRON_JOB
                   value: quay.io/openshift/origin-cli:4.17
+                - name: GOMEMLIMIT
+                  value: 230MiB
                 - name: OIDC_ISSUER_URL
-                image: quay.io/feastdev/feast-operator:0.62.0
+                image: quay.io/feastdev/feast-operator:0.63.0
                 livenessProbe:
                   httpGet:
                     path: /healthz
@@ -361,8 +448,8 @@ spec:
     name: Feast Community
     url: https://lf-aidata.atlassian.net/wiki/spaces/FEAST/
   relatedImages:
-  - image: quay.io/feastdev/feature-server:0.62.0
+  - image: quay.io/feastdev/feature-server:0.63.0
     name: feature-server
   - image: quay.io/openshift/origin-cli:4.17
     name: cron-job
-  version: 0.62.0
+  version: 0.63.0
diff --git a/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml b/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml
index ce1d34b5fca..2241b4c5f2e 100644
--- a/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml
+++ b/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml
@@ -2,7 +2,7 @@ apiVersion: apiextensions.k8s.io/v1
 kind: CustomResourceDefinition
 metadata:
   annotations:
-    controller-gen.kubebuilder.io/version: v0.15.0
+    controller-gen.kubebuilder.io/version: v0.18.0
   creationTimestamp: null
   name: featurestores.feast.dev
 spec:
@@ -167,8 +167,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -267,7 +266,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -286,8 +285,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -333,6 +332,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -374,7 +377,7 @@ spec:
                       activeDeadlineSeconds:
                         description: |-
                           Specifies the duration in seconds relative to the startTime that the job
-                          may be continuously active before the system tr
+                          may be continuously active before the system...
                         format: int64
                         type: integer
                       backoffLimit:
@@ -557,8 +560,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -657,7 +659,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -676,8 +678,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -739,6 +741,73 @@ spec:
                 x-kubernetes-validations:
                 - message: One selection required between init or git.
                   rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+              materialization:
+                description: |-
+                  Materialization controls feature materialization behavior (batch size, pull strategy).
+                  Written into feature_store.
+                properties:
+                  extraConfig:
+                    additionalProperties:
+                      type: string
+                    description: |-
+                      ExtraConfig passes additional materialization key-value settings inline into
+                      feature_store.yaml.
+                    type: object
+                  onlineWriteBatchSize:
+                    description: |-
+                      Number of rows per batch when writing to the online store during materialization.
+                      Prevents OOM for large feature views.
+                    format: int32
+                    minimum: 1
+                    type: integer
+                type: object
+              openlineage:
+                description: |-
+                  OpenLineage enables OpenLineage data lineage tracking for Feast operations.
+                  Written into feature_store.
+                properties:
+                  apiKeySecretRef:
+                    description: Reference to a Secret containing the key "api_key"
+                      for lineage server authentication.
+                    properties:
+                      name:
+                        default: ""
+                        description: |-
+                          Name of the referent.
+                          This field is effectively required, but due to backwards compatibility is
+                          allowed to be empty.
+                        type: string
+                    type: object
+                    x-kubernetes-map-type: atomic
+                  enabled:
+                    description: Enable OpenLineage integration.
+                    type: boolean
+                  extraConfig:
+                    additionalProperties:
+                      type: string
+                    description: |-
+                      ExtraConfig holds additional OpenLineage key-value settings written inline into
+                      the openlineage block of feature_store.
+                    type: object
+                  transportEndpoint:
+                    description: API endpoint path appended to transportUrl. Defaults
+                      to "api/v1/lineage".
+                    type: string
+                  transportType:
+                    description: Transport type for lineage events.
+                    enum:
+                    - http
+                    - console
+                    - file
+                    - kafka
+                    type: string
+                  transportUrl:
+                    description: URL for HTTP transport (e.g. http://marquez:5000).
+                      Required when transportType is "http".
+                    type: string
+                required:
+                - enabled
+                type: object
               replicas:
                 default: 1
                 description: |-
@@ -762,7 +831,7 @@ spec:
                           preferredDuringSchedulingIgnoredDuringExecution:
                             description: |-
                               The scheduler will prefer to schedule pods to nodes that satisfy
-                              the affinity expressions specified by this field, but i
+                              the affinity expressions specified by this field, but...
                             items:
                               description: |-
                                 An empty preferred scheduling term matches all objects with implicit weight 0
@@ -848,9 +917,9 @@ spec:
                             type: array
                             x-kubernetes-list-type: atomic
                           requiredDuringSchedulingIgnoredDuringExecution:
-                            description: "If the affinity requirements specified by
-                              this field are not met at\nscheduling time, the pod
-                              will not be scheduled onto "
+                            description: |-
+                              If the affinity requirements specified by this field are not met at
+                              scheduling time, the pod will not be scheduled onto...
                             properties:
                               nodeSelectorTerms:
                                 description: Required. A list of node selector terms.
@@ -939,7 +1008,7 @@ spec:
                           preferredDuringSchedulingIgnoredDuringExecution:
                             description: |-
                               The scheduler will prefer to schedule pods to nodes that satisfy
-                              the affinity expressions specified by this field, but i
+                              the affinity expressions specified by this field, but...
                             items:
                               description: The weights of all of the matched WeightedPodAffinityTerm
                                 fields are added per-node to find the most preferred
@@ -1064,7 +1133,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -1082,13 +1151,13 @@ spec:
                             type: array
                             x-kubernetes-list-type: atomic
                           requiredDuringSchedulingIgnoredDuringExecution:
-                            description: "If the affinity requirements specified by
-                              this field are not met at\nscheduling time, the pod
-                              will not be scheduled onto "
+                            description: |-
+                              If the affinity requirements specified by this field are not met at
+                              scheduling time, the pod will not be scheduled onto...
                             items:
-                              description: "Defines a set of pods (namely those matching
-                                the labelSelector\nrelative to the given namespace(s))
-                                that this pod should "
+                              description: |-
+                                Defines a set of pods (namely those matching the labelSelector
+                                relative to the given namespace(s)) that this pod should...
                               properties:
                                 labelSelector:
                                   description: |-
@@ -1205,7 +1274,7 @@ spec:
                                 topologyKey:
                                   description: |-
                                     This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                    the labelSelector in t
+                                    the labelSelector in...
                                   type: string
                               required:
                               - topologyKey
@@ -1218,9 +1287,9 @@ spec:
                           (e.g. avoid putting this pod in the same node, zone, etc.
                         properties:
                           preferredDuringSchedulingIgnoredDuringExecution:
-                            description: "The scheduler will prefer to schedule pods
-                              to nodes that satisfy\nthe anti-affinity expressions
-                              specified by this field, "
+                            description: |-
+                              The scheduler will prefer to schedule pods to nodes that satisfy
+                              the anti-affinity expressions specified by this field,...
                             items:
                               description: The weights of all of the matched WeightedPodAffinityTerm
                                 fields are added per-node to find the most preferred
@@ -1345,7 +1414,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -1363,13 +1432,13 @@ spec:
                             type: array
                             x-kubernetes-list-type: atomic
                           requiredDuringSchedulingIgnoredDuringExecution:
-                            description: "If the anti-affinity requirements specified
-                              by this field are not met at\nscheduling time, the pod
-                              will not be scheduled "
+                            description: |-
+                              If the anti-affinity requirements specified by this field are not met at
+                              scheduling time, the pod will not be scheduled...
                             items:
-                              description: "Defines a set of pods (namely those matching
-                                the labelSelector\nrelative to the given namespace(s))
-                                that this pod should "
+                              description: |-
+                                Defines a set of pods (namely those matching the labelSelector
+                                relative to the given namespace(s)) that this pod should...
                               properties:
                                 labelSelector:
                                   description: |-
@@ -1486,7 +1555,7 @@ spec:
                                 topologyKey:
                                   description: |-
                                     This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                    the labelSelector in t
+                                    the labelSelector in...
                                   type: string
                               required:
                               - topologyKey
@@ -1684,8 +1753,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -1785,7 +1853,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -1804,8 +1872,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -1867,6 +1935,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -2194,8 +2266,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -2295,7 +2366,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -2314,8 +2385,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -2377,6 +2448,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -2535,6 +2610,75 @@ spec:
                                 type: integer
                             type: object
                         type: object
+                      serving:
+                        description: Serving configures the Feast feature_server section
+                          written into feature_store.yaml for the online serve pod.
+                        properties:
+                          mcp:
+                            description: Mcp enables MCP (Model Context Protocol)
+                              server support. When set, feature server type is "mcp".
+                            properties:
+                              enabled:
+                                description: Enable the MCP server.
+                                type: boolean
+                              serverName:
+                                description: MCP server name for identification. Defaults
+                                  to "feast-mcp-server".
+                                type: string
+                              serverVersion:
+                                description: MCP server version string. Defaults to
+                                  "1.0.0".
+                                type: string
+                              transport:
+                                description: MCP transport protocol.
+                                enum:
+                                - sse
+                                - http
+                                type: string
+                            required:
+                            - enabled
+                            type: object
+                          metrics:
+                            description: |-
+                              Metrics configures per-category Prometheus metrics for the feature server.
+                              Coexists with the server.
+                            properties:
+                              categories:
+                                additionalProperties:
+                                  type: boolean
+                                description: Categories selectively enables or disables
+                                  individual Feast metric categories.
+                                type: object
+                              enabled:
+                                description: Enable the Prometheus metrics endpoint
+                                  on port 8000.
+                                type: boolean
+                            required:
+                            - enabled
+                            type: object
+                          offlinePushBatching:
+                            description: OfflinePushBatching batches writes to the
+                              offline store via the /push endpoint.
+                            properties:
+                              batchIntervalSeconds:
+                                description: Seconds between batch flushes to the
+                                  offline store.
+                                format: int32
+                                minimum: 1
+                                type: integer
+                              batchSize:
+                                description: Maximum number of rows per offline write
+                                  batch.
+                                format: int32
+                                minimum: 1
+                                type: integer
+                              enabled:
+                                description: Enable offline push batching.
+                                type: boolean
+                            required:
+                            - enabled
+                            type: object
+                        type: object
                     type: object
                   podAnnotations:
                     additionalProperties:
@@ -2752,8 +2896,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -2856,7 +2999,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -2875,8 +3018,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -2917,6 +3061,31 @@ spec:
                                 - error
                                 - critical
                                 type: string
+                              mcp:
+                                description: |-
+                                  Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                  Requires restAPI to be true.
+                                properties:
+                                  enabled:
+                                    description: Enable the MCP server.
+                                    type: boolean
+                                  serverName:
+                                    description: MCP server name for identification.
+                                      Defaults to "feast-mcp-server".
+                                    type: string
+                                  serverVersion:
+                                    description: MCP server version string. Defaults
+                                      to "1.0.0".
+                                    type: string
+                                  transport:
+                                    description: MCP transport protocol.
+                                    enum:
+                                    - sse
+                                    - http
+                                    type: string
+                                required:
+                                - enabled
+                                type: object
                               metrics:
                                 description: Metrics exposes Prometheus-compatible
                                   metrics for the Feast server when enabled.
@@ -2942,6 +3111,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -3223,9 +3396,18 @@ spec:
                                   stabilizationWindowSeconds:
                                     description: |-
                                       stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                      considered while scaling up
+                                      considered while scaling...
                                     format: int32
                                     type: integer
+                                  tolerance:
+                                    anyOf:
+                                    - type: integer
+                                    - type: string
+                                    description: |-
+                                      tolerance is the tolerance on the ratio between the current and desired
+                                      metric value under which no updates are made to...
+                                    pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                    x-kubernetes-int-or-string: true
                                 type: object
                               scaleUp:
                                 description: scaleUp is scaling policy for scaling
@@ -3270,9 +3452,18 @@ spec:
                                   stabilizationWindowSeconds:
                                     description: |-
                                       stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                      considered while scaling up
+                                      considered while scaling...
                                     format: int32
                                     type: integer
+                                  tolerance:
+                                    anyOf:
+                                    - type: integer
+                                    - type: string
+                                    description: |-
+                                      tolerance is the tolerance on the ratio between the current and desired
+                                      metric value under which no updates are made to...
+                                    pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                    x-kubernetes-int-or-string: true
                                 type: object
                             type: object
                           maxReplicas:
@@ -3287,12 +3478,12 @@ spec:
                             items:
                               description: |-
                                 MetricSpec specifies how to scale based on a single metric
-                                (only `type` and one other matching field should be set at on
+                                (only `type` and one other matching field should be set at...
                               properties:
                                 containerResource:
                                   description: |-
                                     containerResource refers to a resource metric (such as those specified in
-                                    requests and limits) known to Kubernetes descr
+                                    requests and limits) known to Kubernetes...
                                   properties:
                                     container:
                                       description: container is the name of the container
@@ -3307,10 +3498,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3357,10 +3547,9 @@ spec:
                                             metric
                                           type: string
                                         selector:
-                                          description: "selector is the string-encoded
-                                            form of a standard kubernetes label selector
-                                            for the given metric\nWhen set, it is
-                                            passed "
+                                          description: |-
+                                            selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                            When set, it is passed...
                                           properties:
                                             matchExpressions:
                                               description: matchExpressions is a list
@@ -3411,10 +3600,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3480,10 +3668,9 @@ spec:
                                             metric
                                           type: string
                                         selector:
-                                          description: "selector is the string-encoded
-                                            form of a standard kubernetes label selector
-                                            for the given metric\nWhen set, it is
-                                            passed "
+                                          description: |-
+                                            selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                            When set, it is passed...
                                           properties:
                                             matchExpressions:
                                               description: matchExpressions is a list
@@ -3534,10 +3721,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3573,7 +3759,7 @@ spec:
                                 pods:
                                   description: |-
                                     pods refers to a metric describing each pod in the current scale target
-                                    (for example, transactions-processed-per-second)
+                                    (for example,...
                                   properties:
                                     metric:
                                       description: metric identifies the target metric
@@ -3584,10 +3770,9 @@ spec:
                                             metric
                                           type: string
                                         selector:
-                                          description: "selector is the string-encoded
-                                            form of a standard kubernetes label selector
-                                            for the given metric\nWhen set, it is
-                                            passed "
+                                          description: |-
+                                            selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                            When set, it is passed...
                                           properties:
                                             matchExpressions:
                                               description: matchExpressions is a list
@@ -3638,10 +3823,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3676,7 +3860,7 @@ spec:
                                 resource:
                                   description: |-
                                     resource refers to a resource metric (such as those specified in
-                                    requests and limits) known to Kubernetes describing eac
+                                    requests and limits) known to Kubernetes describing...
                                   properties:
                                     name:
                                       description: name is the name of the resource
@@ -3687,10 +3871,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3784,6 +3967,10 @@ spec:
                           Defaults to user specified in image metadata if unspecified.
                         format: int64
                         type: integer
+                      seLinuxChangePolicy:
+                        description: seLinuxChangePolicy defines how the container's
+                          SELinux label is applied to all volumes used by the Pod.
+                        type: string
                       seLinuxOptions:
                         description: The SELinux context to be applied to all containers.
                         properties:
@@ -3822,13 +4009,18 @@ spec:
                         type: object
                       supplementalGroups:
                         description: |-
-                          A list of groups applied to the first process run in each container, in addition
-                          to the container's primary GID, the fsG
+                          A list of groups applied to the first process run in each container, in
+                          addition to the container's primary GID and...
                         items:
                           format: int64
                           type: integer
                         type: array
                         x-kubernetes-list-type: atomic
+                      supplementalGroupsPolicy:
+                        description: |-
+                          Defines how supplemental groups of the first container processes are calculated.
+                          Valid values are "Merge" and "Strict".
+                        type: string
                       sysctls:
                         description: Sysctls hold a list of namespaced sysctls used
                           for the pod.
@@ -3939,7 +4131,7 @@ spec:
                         nodeAffinityPolicy:
                           description: |-
                             NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector
-                            when calculating pod topology spread skew
+                            when calculating pod topology spread...
                           type: string
                         nodeTaintsPolicy:
                           description: |-
@@ -3975,8 +4167,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -4075,7 +4266,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -4094,8 +4285,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -4156,6 +4347,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -4324,7 +4519,7 @@ spec:
                         awsElasticBlockStore:
                           description: |-
                             awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                            kubelet's host machine and then exposed to th
+                            kubelet's host machine and then exposed to...
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -4366,6 +4561,7 @@ spec:
                                 blob storage
                               type: string
                             fsType:
+                              default: ext4
                               description: |-
                                 fsType is Filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -4374,9 +4570,10 @@ spec:
                             kind:
                               description: 'kind expected values are Shared: multiple
                                 blob disks per storage account  Dedicated: single
-                                blob disk per storage accoun'
+                                blob disk per storage...'
                               type: string
                             readOnly:
+                              default: false
                               description: |-
                                 readOnly Defaults to false (read/write). ReadOnly here will force
                                 the ReadOnly setting in VolumeMounts.
@@ -4407,7 +4604,7 @@ spec:
                           type: object
                         cephfs:
                           description: cephFS represents a Ceph FS mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             monitors:
                               description: |-
@@ -4455,7 +4652,7 @@ spec:
                         cinder:
                           description: |-
                             cinder represents a cinder volume attached and mounted on kubelets host machine.
-                            More info: https://examples.k8s.
+                            Deprecated: Cinder is deprecated.
                           properties:
                             fsType:
                               description: |-
@@ -4501,7 +4698,7 @@ spec:
                             items:
                               description: |-
                                 items if unspecified, each key-value pair in the Data field of the referenced
-                                ConfigMap will be projected into the volum
+                                ConfigMap will be projected into the...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -4541,7 +4738,7 @@ spec:
                         csi:
                           description: csi (Container Storage Interface) represents
                             ephemeral storage that is handled by certain external
-                            CSI drivers (Beta fea
+                            CSI drivers.
                           properties:
                             driver:
                               description: driver is the name of the CSI driver that
@@ -4553,7 +4750,7 @@ spec:
                             nodePublishSecretRef:
                               description: |-
                                 nodePublishSecretRef is a reference to the secret object containing
-                                sensitive information to pass to the CSI driver to c
+                                sensitive information to pass to the CSI driver to...
                               properties:
                                 name:
                                   default: ""
@@ -4615,7 +4812,7 @@ spec:
                                   mode:
                                     description: |-
                                       Optional: mode bits used to set permissions on this file, must be an octal value
-                                      between 0000 and 0777 or a decimal valu
+                                      between 0000 and 0777 or a decimal...
                                     format: int32
                                     type: integer
                                   path:
@@ -4864,9 +5061,9 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             wwids:
-                              description: "wwids Optional: FC volume world wide identifiers
-                                (wwids)\nEither wwids or combination of targetWWNs
-                                and lun must be set, "
+                              description: |-
+                                wwids Optional: FC volume world wide identifiers (wwids)
+                                Either wwids or combination of targetWWNs and lun must be set,...
                               items:
                                 type: string
                               type: array
@@ -4901,7 +5098,7 @@ spec:
                             secretRef:
                               description: |-
                                 secretRef is Optional: secretRef is reference to the secret object containing
-                                sensitive information to pass to the plugi
+                                sensitive information to pass to the...
                               properties:
                                 name:
                                   default: ""
@@ -4922,7 +5119,7 @@ spec:
                             datasetName:
                               description: |-
                                 datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                should be considered as depreca
+                                should be considered as...
                               type: string
                             datasetUUID:
                               description: datasetUUID is the UUID of the dataset.
@@ -4932,7 +5129,7 @@ spec:
                         gcePersistentDisk:
                           description: |-
                             gcePersistentDisk represents a GCE Disk resource that is attached to a
-                            kubelet's host machine and then exposed to the po
+                            kubelet's host machine and then exposed to the...
                           properties:
                             fsType:
                               description: fsType is filesystem type of the volume
@@ -4961,7 +5158,7 @@ spec:
                         gitRepo:
                           description: |-
                             gitRepo represents a git repository at a particular revision.
-                            DEPRECATED: GitRepo is deprecated.
+                            Deprecated: GitRepo is deprecated.
                           properties:
                             directory:
                               description: |-
@@ -4979,9 +5176,8 @@ spec:
                           - repository
                           type: object
                         glusterfs:
-                          description: |-
-                            glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: glusterfs represents a Glusterfs mount on the
+                            host that shares a pod's lifetime.
                           properties:
                             endpoints:
                               description: |-
@@ -5021,6 +5217,22 @@ spec:
                           required:
                           - path
                           type: object
+                        image:
+                          description: image represents an OCI object (a container
+                            image or artifact) pulled and mounted on the kubelet's
+                            host machine.
+                          properties:
+                            pullPolicy:
+                              description: |-
+                                Policy for pulling OCI objects. Possible values are:
+                                Always: the kubelet always attempts to pull the reference.
+                              type: string
+                            reference:
+                              description: |-
+                                Required: Image or artifact reference to be used.
+                                Behaves in the same way as pod.spec.containers[*].image.
+                              type: string
+                          type: object
                         iscsi:
                           description: |-
                             iscsi represents an ISCSI Disk resource that is attached to a
@@ -5046,6 +5258,7 @@ spec:
                               description: iqn is the target iSCSI Qualified Name.
                               type: string
                             iscsiInterface:
+                              default: default
                               description: |-
                                 iscsiInterface is the interface Name that uses an iSCSI transport.
                                 Defaults to 'default' (tcp).
@@ -5136,7 +5349,7 @@ spec:
                         photonPersistentDisk:
                           description: photonPersistentDisk represents a PhotonController
                             persistent disk attached and mounted on kubelets host
-                            machine
+                            machine.
                           properties:
                             fsType:
                               description: |-
@@ -5153,7 +5366,7 @@ spec:
                           type: object
                         portworxVolume:
                           description: portworxVolume represents a portworx volume
-                            attached and mounted on kubelets host machine
+                            attached and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -5183,10 +5396,13 @@ spec:
                               format: int32
                               type: integer
                             sources:
-                              description: sources is the list of volume projections
+                              description: |-
+                                sources is the list of volume projections. Each entry in this list
+                                handles one source.
                               items:
-                                description: Projection that may be projected along
-                                  with other supported volume types
+                                description: |-
+                                  Projection that may be projected along with other supported volume types.
+                                  Exactly one of these fields must be set.
                                 properties:
                                   clusterTrustBundle:
                                     description: ClusterTrustBundle allows a pod to
@@ -5266,7 +5482,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          ConfigMap will be projected into the volum
+                                          ConfigMap will be projected into the...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -5337,7 +5553,7 @@ spec:
                                             mode:
                                               description: |-
                                                 Optional: mode bits used to set permissions on this file, must be an octal value
-                                                between 0000 and 0777 or a decimal valu
+                                                between 0000 and 0777 or a decimal...
                                               format: int32
                                               type: integer
                                             path:
@@ -5386,7 +5602,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          Secret will be projected into the volume a
+                                          Secret will be projected into the volume...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -5452,7 +5668,7 @@ spec:
                           type: object
                         quobyte:
                           description: quobyte represents a Quobyte mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             group:
                               description: |-
@@ -5467,12 +5683,12 @@ spec:
                             registry:
                               description: |-
                                 registry represents a single or multiple Quobyte Registry services
-                                specified as a string as host:port pair (multiple ent
+                                specified as a string as host:port pair (multiple...
                               type: string
                             tenant:
                               description: |-
                                 tenant owning the given Quobyte volume in the Backend
-                                Used with dynamically provisioned Quobyte volumes, value is set by
+                                Used with dynamically provisioned Quobyte volumes, value is set...
                               type: string
                             user:
                               description: |-
@@ -5488,9 +5704,8 @@ spec:
                           - volume
                           type: object
                         rbd:
-                          description: |-
-                            rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: rbd represents a Rados Block Device mount on
+                            the host that shares a pod's lifetime.
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -5502,6 +5717,7 @@ spec:
                                 More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                               type: string
                             keyring:
+                              default: /etc/ceph/keyring
                               description: |-
                                 keyring is the path to key ring for RBDUser.
                                 Default is /etc/ceph/keyring.
@@ -5516,6 +5732,7 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             pool:
+                              default: rbd
                               description: |-
                                 pool is the rados pool name.
                                 Default is rbd.
@@ -5543,6 +5760,7 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             user:
+                              default: admin
                               description: |-
                                 user is the rados user name.
                                 Default is admin.
@@ -5557,6 +5775,7 @@ spec:
                             attached and mounted on Kubernetes nodes.
                           properties:
                             fsType:
+                              default: xfs
                               description: |-
                                 fsType is the filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -5594,6 +5813,7 @@ spec:
                                 with Gateway, default false
                               type: boolean
                             storageMode:
+                              default: ThinProvisioned
                               description: storageMode indicates whether the storage
                                 for a volume should be ThickProvisioned or ThinProvisioned.
                               type: string
@@ -5628,7 +5848,7 @@ spec:
                             items:
                               description: |-
                                 items If unspecified, each key-value pair in the Data field of the referenced
-                                Secret will be projected into the volume a
+                                Secret will be projected into the volume...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -5703,7 +5923,7 @@ spec:
                           type: object
                         vsphereVolume:
                           description: vsphereVolume represents a vSphere volume attached
-                            and mounted on kubelets host machine
+                            and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -5898,8 +6118,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -5999,7 +6218,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -6018,8 +6237,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6066,6 +6285,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -6107,7 +6330,7 @@ spec:
                           activeDeadlineSeconds:
                             description: |-
                               Specifies the duration in seconds relative to the startTime that the job
-                              may be continuously active before the system tr
+                              may be continuously active before the system...
                             format: int64
                             type: integer
                           backoffLimit:
@@ -6293,8 +6516,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -6394,7 +6616,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -6413,8 +6635,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6477,6 +6699,73 @@ spec:
                     x-kubernetes-validations:
                     - message: One selection required between init or git.
                       rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                  materialization:
+                    description: |-
+                      Materialization controls feature materialization behavior (batch size, pull strategy).
+                      Written into feature_store.
+                    properties:
+                      extraConfig:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          ExtraConfig passes additional materialization key-value settings inline into
+                          feature_store.yaml.
+                        type: object
+                      onlineWriteBatchSize:
+                        description: |-
+                          Number of rows per batch when writing to the online store during materialization.
+                          Prevents OOM for large feature views.
+                        format: int32
+                        minimum: 1
+                        type: integer
+                    type: object
+                  openlineage:
+                    description: |-
+                      OpenLineage enables OpenLineage data lineage tracking for Feast operations.
+                      Written into feature_store.
+                    properties:
+                      apiKeySecretRef:
+                        description: Reference to a Secret containing the key "api_key"
+                          for lineage server authentication.
+                        properties:
+                          name:
+                            default: ""
+                            description: |-
+                              Name of the referent.
+                              This field is effectively required, but due to backwards compatibility is
+                              allowed to be empty.
+                            type: string
+                        type: object
+                        x-kubernetes-map-type: atomic
+                      enabled:
+                        description: Enable OpenLineage integration.
+                        type: boolean
+                      extraConfig:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          ExtraConfig holds additional OpenLineage key-value settings written inline into
+                          the openlineage block of feature_store.
+                        type: object
+                      transportEndpoint:
+                        description: API endpoint path appended to transportUrl. Defaults
+                          to "api/v1/lineage".
+                        type: string
+                      transportType:
+                        description: Transport type for lineage events.
+                        enum:
+                        - http
+                        - console
+                        - file
+                        - kafka
+                        type: string
+                      transportUrl:
+                        description: URL for HTTP transport (e.g. http://marquez:5000).
+                          Required when transportType is "http".
+                        type: string
+                    required:
+                    - enabled
+                    type: object
                   replicas:
                     default: 1
                     description: |-
@@ -6500,7 +6789,7 @@ spec:
                               preferredDuringSchedulingIgnoredDuringExecution:
                                 description: |-
                                   The scheduler will prefer to schedule pods to nodes that satisfy
-                                  the affinity expressions specified by this field, but i
+                                  the affinity expressions specified by this field, but...
                                 items:
                                   description: |-
                                     An empty preferred scheduling term matches all objects with implicit weight 0
@@ -6587,9 +6876,9 @@ spec:
                                 type: array
                                 x-kubernetes-list-type: atomic
                               requiredDuringSchedulingIgnoredDuringExecution:
-                                description: "If the affinity requirements specified
-                                  by this field are not met at\nscheduling time, the
-                                  pod will not be scheduled onto "
+                                description: |-
+                                  If the affinity requirements specified by this field are not met at
+                                  scheduling time, the pod will not be scheduled onto...
                                 properties:
                                   nodeSelectorTerms:
                                     description: Required. A list of node selector
@@ -6678,7 +6967,7 @@ spec:
                               preferredDuringSchedulingIgnoredDuringExecution:
                                 description: |-
                                   The scheduler will prefer to schedule pods to nodes that satisfy
-                                  the affinity expressions specified by this field, but i
+                                  the affinity expressions specified by this field, but...
                                 items:
                                   description: The weights of all of the matched WeightedPodAffinityTerm
                                     fields are added per-node to find the most preferred
@@ -6806,7 +7095,7 @@ spec:
                                         topologyKey:
                                           description: |-
                                             This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                            the labelSelector in t
+                                            the labelSelector in...
                                           type: string
                                       required:
                                       - topologyKey
@@ -6824,13 +7113,13 @@ spec:
                                 type: array
                                 x-kubernetes-list-type: atomic
                               requiredDuringSchedulingIgnoredDuringExecution:
-                                description: "If the affinity requirements specified
-                                  by this field are not met at\nscheduling time, the
-                                  pod will not be scheduled onto "
+                                description: |-
+                                  If the affinity requirements specified by this field are not met at
+                                  scheduling time, the pod will not be scheduled onto...
                                 items:
-                                  description: "Defines a set of pods (namely those
-                                    matching the labelSelector\nrelative to the given
-                                    namespace(s)) that this pod should "
+                                  description: |-
+                                    Defines a set of pods (namely those matching the labelSelector
+                                    relative to the given namespace(s)) that this pod should...
                                   properties:
                                     labelSelector:
                                       description: |-
@@ -6947,7 +7236,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -6961,9 +7250,9 @@ spec:
                               etc.
                             properties:
                               preferredDuringSchedulingIgnoredDuringExecution:
-                                description: "The scheduler will prefer to schedule
-                                  pods to nodes that satisfy\nthe anti-affinity expressions
-                                  specified by this field, "
+                                description: |-
+                                  The scheduler will prefer to schedule pods to nodes that satisfy
+                                  the anti-affinity expressions specified by this field,...
                                 items:
                                   description: The weights of all of the matched WeightedPodAffinityTerm
                                     fields are added per-node to find the most preferred
@@ -7091,7 +7380,7 @@ spec:
                                         topologyKey:
                                           description: |-
                                             This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                            the labelSelector in t
+                                            the labelSelector in...
                                           type: string
                                       required:
                                       - topologyKey
@@ -7109,13 +7398,13 @@ spec:
                                 type: array
                                 x-kubernetes-list-type: atomic
                               requiredDuringSchedulingIgnoredDuringExecution:
-                                description: "If the anti-affinity requirements specified
-                                  by this field are not met at\nscheduling time, the
-                                  pod will not be scheduled "
+                                description: |-
+                                  If the anti-affinity requirements specified by this field are not met at
+                                  scheduling time, the pod will not be scheduled...
                                 items:
-                                  description: "Defines a set of pods (namely those
-                                    matching the labelSelector\nrelative to the given
-                                    namespace(s)) that this pod should "
+                                  description: |-
+                                    Defines a set of pods (namely those matching the labelSelector
+                                    relative to the given namespace(s)) that this pod should...
                                   properties:
                                     labelSelector:
                                       description: |-
@@ -7232,7 +7521,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -7433,8 +7722,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -7537,7 +7825,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -7556,8 +7844,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -7619,6 +7908,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -7951,8 +8244,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -8055,7 +8347,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -8074,8 +8366,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -8137,6 +8430,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -8296,6 +8593,77 @@ spec:
                                     type: integer
                                 type: object
                             type: object
+                          serving:
+                            description: Serving configures the Feast feature_server
+                              section written into feature_store.yaml for the online
+                              serve pod.
+                            properties:
+                              mcp:
+                                description: Mcp enables MCP (Model Context Protocol)
+                                  server support. When set, feature server type is
+                                  "mcp".
+                                properties:
+                                  enabled:
+                                    description: Enable the MCP server.
+                                    type: boolean
+                                  serverName:
+                                    description: MCP server name for identification.
+                                      Defaults to "feast-mcp-server".
+                                    type: string
+                                  serverVersion:
+                                    description: MCP server version string. Defaults
+                                      to "1.0.0".
+                                    type: string
+                                  transport:
+                                    description: MCP transport protocol.
+                                    enum:
+                                    - sse
+                                    - http
+                                    type: string
+                                required:
+                                - enabled
+                                type: object
+                              metrics:
+                                description: |-
+                                  Metrics configures per-category Prometheus metrics for the feature server.
+                                  Coexists with the server.
+                                properties:
+                                  categories:
+                                    additionalProperties:
+                                      type: boolean
+                                    description: Categories selectively enables or
+                                      disables individual Feast metric categories.
+                                    type: object
+                                  enabled:
+                                    description: Enable the Prometheus metrics endpoint
+                                      on port 8000.
+                                    type: boolean
+                                required:
+                                - enabled
+                                type: object
+                              offlinePushBatching:
+                                description: OfflinePushBatching batches writes to
+                                  the offline store via the /push endpoint.
+                                properties:
+                                  batchIntervalSeconds:
+                                    description: Seconds between batch flushes to
+                                      the offline store.
+                                    format: int32
+                                    minimum: 1
+                                    type: integer
+                                  batchSize:
+                                    description: Maximum number of rows per offline
+                                      write batch.
+                                    format: int32
+                                    minimum: 1
+                                    type: integer
+                                  enabled:
+                                    description: Enable offline push batching.
+                                    type: boolean
+                                required:
+                                - enabled
+                                type: object
+                            type: object
                         type: object
                       podAnnotations:
                         additionalProperties:
@@ -8521,8 +8889,7 @@ spec:
                                         value:
                                           description: |-
                                             Variable references $(VAR_NAME) are expanded
-                                            using the previously defined environment variables in the container and
-                                            any
+                                            using the previously defined environment variables in the container and...
                                           type: string
                                         valueFrom:
                                           description: Source for the environment
@@ -8627,7 +8994,7 @@ spec:
                                   envFrom:
                                     items:
                                       description: EnvFromSource represents the source
-                                        of a set of ConfigMaps
+                                        of a set of ConfigMaps or Secrets
                                       properties:
                                         configMapRef:
                                           description: The ConfigMap to select from
@@ -8646,9 +9013,9 @@ spec:
                                           type: object
                                           x-kubernetes-map-type: atomic
                                         prefix:
-                                          description: An optional identifier to prepend
-                                            to each key in the ConfigMap. Must be
-                                            a C_IDENTIFIER.
+                                          description: Optional text to prepend to
+                                            the name of each environment variable.
+                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -8689,6 +9056,31 @@ spec:
                                     - error
                                     - critical
                                     type: string
+                                  mcp:
+                                    description: |-
+                                      Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                      Requires restAPI to be true.
+                                    properties:
+                                      enabled:
+                                        description: Enable the MCP server.
+                                        type: boolean
+                                      serverName:
+                                        description: MCP server name for identification.
+                                          Defaults to "feast-mcp-server".
+                                        type: string
+                                      serverVersion:
+                                        description: MCP server version string. Defaults
+                                          to "1.0.0".
+                                        type: string
+                                      transport:
+                                        description: MCP transport protocol.
+                                        enum:
+                                        - sse
+                                        - http
+                                        type: string
+                                    required:
+                                    - enabled
+                                    type: object
                                   metrics:
                                     description: Metrics exposes Prometheus-compatible
                                       metrics for the Feast server when enabled.
@@ -8714,6 +9106,10 @@ spec:
                                                 Name must match the name of one entry in pod.spec.resourceClaims of
                                                 the Pod where this field is used.
                                               type: string
+                                            request:
+                                              description: Request is the name chosen
+                                                for a request in the referenced claim.
+                                              type: string
                                           required:
                                           - name
                                           type: object
@@ -9004,9 +9400,18 @@ spec:
                                       stabilizationWindowSeconds:
                                         description: |-
                                           stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                          considered while scaling up
+                                          considered while scaling...
                                         format: int32
                                         type: integer
+                                      tolerance:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        description: |-
+                                          tolerance is the tolerance on the ratio between the current and desired
+                                          metric value under which no updates are made to...
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
                                     type: object
                                   scaleUp:
                                     description: scaleUp is scaling policy for scaling
@@ -9052,9 +9457,18 @@ spec:
                                       stabilizationWindowSeconds:
                                         description: |-
                                           stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                          considered while scaling up
+                                          considered while scaling...
                                         format: int32
                                         type: integer
+                                      tolerance:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        description: |-
+                                          tolerance is the tolerance on the ratio between the current and desired
+                                          metric value under which no updates are made to...
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
                                     type: object
                                 type: object
                               maxReplicas:
@@ -9069,12 +9483,12 @@ spec:
                                 items:
                                   description: |-
                                     MetricSpec specifies how to scale based on a single metric
-                                    (only `type` and one other matching field should be set at on
+                                    (only `type` and one other matching field should be set at...
                                   properties:
                                     containerResource:
                                       description: |-
                                         containerResource refers to a resource metric (such as those specified in
-                                        requests and limits) known to Kubernetes descr
+                                        requests and limits) known to Kubernetes...
                                       properties:
                                         container:
                                           description: container is the name of the
@@ -9089,10 +9503,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9139,10 +9552,9 @@ spec:
                                                 given metric
                                               type: string
                                             selector:
-                                              description: "selector is the string-encoded
-                                                form of a standard kubernetes label
-                                                selector for the given metric\nWhen
-                                                set, it is passed "
+                                              description: |-
+                                                selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                                When set, it is passed...
                                               properties:
                                                 matchExpressions:
                                                   description: matchExpressions is
@@ -9193,10 +9605,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9263,10 +9674,9 @@ spec:
                                                 given metric
                                               type: string
                                             selector:
-                                              description: "selector is the string-encoded
-                                                form of a standard kubernetes label
-                                                selector for the given metric\nWhen
-                                                set, it is passed "
+                                              description: |-
+                                                selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                                When set, it is passed...
                                               properties:
                                                 matchExpressions:
                                                   description: matchExpressions is
@@ -9317,10 +9727,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9356,7 +9765,7 @@ spec:
                                     pods:
                                       description: |-
                                         pods refers to a metric describing each pod in the current scale target
-                                        (for example, transactions-processed-per-second)
+                                        (for example,...
                                       properties:
                                         metric:
                                           description: metric identifies the target
@@ -9367,10 +9776,9 @@ spec:
                                                 given metric
                                               type: string
                                             selector:
-                                              description: "selector is the string-encoded
-                                                form of a standard kubernetes label
-                                                selector for the given metric\nWhen
-                                                set, it is passed "
+                                              description: |-
+                                                selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                                When set, it is passed...
                                               properties:
                                                 matchExpressions:
                                                   description: matchExpressions is
@@ -9421,10 +9829,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9459,7 +9866,7 @@ spec:
                                     resource:
                                       description: |-
                                         resource refers to a resource metric (such as those specified in
-                                        requests and limits) known to Kubernetes describing eac
+                                        requests and limits) known to Kubernetes describing...
                                       properties:
                                         name:
                                           description: name is the name of the resource
@@ -9470,10 +9877,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9567,6 +9973,11 @@ spec:
                               Defaults to user specified in image metadata if unspecified.
                             format: int64
                             type: integer
+                          seLinuxChangePolicy:
+                            description: seLinuxChangePolicy defines how the container's
+                              SELinux label is applied to all volumes used by the
+                              Pod.
+                            type: string
                           seLinuxOptions:
                             description: The SELinux context to be applied to all
                               containers.
@@ -9606,13 +10017,18 @@ spec:
                             type: object
                           supplementalGroups:
                             description: |-
-                              A list of groups applied to the first process run in each container, in addition
-                              to the container's primary GID, the fsG
+                              A list of groups applied to the first process run in each container, in
+                              addition to the container's primary GID and...
                             items:
                               format: int64
                               type: integer
                             type: array
                             x-kubernetes-list-type: atomic
+                          supplementalGroupsPolicy:
+                            description: |-
+                              Defines how supplemental groups of the first container processes are calculated.
+                              Valid values are "Merge" and "Strict".
+                            type: string
                           sysctls:
                             description: Sysctls hold a list of namespaced sysctls
                               used for the pod.
@@ -9726,7 +10142,7 @@ spec:
                             nodeAffinityPolicy:
                               description: |-
                                 NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector
-                                when calculating pod topology spread skew
+                                when calculating pod topology spread...
                               type: string
                             nodeTaintsPolicy:
                               description: |-
@@ -9762,8 +10178,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -9863,7 +10278,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -9882,8 +10297,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -9945,6 +10360,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -10113,7 +10532,7 @@ spec:
                             awsElasticBlockStore:
                               description: |-
                                 awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                                kubelet's host machine and then exposed to th
+                                kubelet's host machine and then exposed to...
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -10155,6 +10574,7 @@ spec:
                                     the blob storage
                                   type: string
                                 fsType:
+                                  default: ext4
                                   description: |-
                                     fsType is Filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -10163,9 +10583,10 @@ spec:
                                 kind:
                                   description: 'kind expected values are Shared: multiple
                                     blob disks per storage account  Dedicated: single
-                                    blob disk per storage accoun'
+                                    blob disk per storage...'
                                   type: string
                                 readOnly:
+                                  default: false
                                   description: |-
                                     readOnly Defaults to false (read/write). ReadOnly here will force
                                     the ReadOnly setting in VolumeMounts.
@@ -10196,7 +10617,7 @@ spec:
                               type: object
                             cephfs:
                               description: cephFS represents a Ceph FS mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 monitors:
                                   description: |-
@@ -10245,7 +10666,7 @@ spec:
                             cinder:
                               description: |-
                                 cinder represents a cinder volume attached and mounted on kubelets host machine.
-                                More info: https://examples.k8s.
+                                Deprecated: Cinder is deprecated.
                               properties:
                                 fsType:
                                   description: |-
@@ -10291,7 +10712,7 @@ spec:
                                 items:
                                   description: |-
                                     items if unspecified, each key-value pair in the Data field of the referenced
-                                    ConfigMap will be projected into the volum
+                                    ConfigMap will be projected into the...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -10331,7 +10752,7 @@ spec:
                             csi:
                               description: csi (Container Storage Interface) represents
                                 ephemeral storage that is handled by certain external
-                                CSI drivers (Beta fea
+                                CSI drivers.
                               properties:
                                 driver:
                                   description: driver is the name of the CSI driver
@@ -10344,7 +10765,7 @@ spec:
                                 nodePublishSecretRef:
                                   description: |-
                                     nodePublishSecretRef is a reference to the secret object containing
-                                    sensitive information to pass to the CSI driver to c
+                                    sensitive information to pass to the CSI driver to...
                                   properties:
                                     name:
                                       default: ""
@@ -10408,7 +10829,7 @@ spec:
                                       mode:
                                         description: |-
                                           Optional: mode bits used to set permissions on this file, must be an octal value
-                                          between 0000 and 0777 or a decimal valu
+                                          between 0000 and 0777 or a decimal...
                                         format: int32
                                         type: integer
                                       path:
@@ -10660,9 +11081,9 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 wwids:
-                                  description: "wwids Optional: FC volume world wide
-                                    identifiers (wwids)\nEither wwids or combination
-                                    of targetWWNs and lun must be set, "
+                                  description: |-
+                                    wwids Optional: FC volume world wide identifiers (wwids)
+                                    Either wwids or combination of targetWWNs and lun must be set,...
                                   items:
                                     type: string
                                   type: array
@@ -10697,7 +11118,7 @@ spec:
                                 secretRef:
                                   description: |-
                                     secretRef is Optional: secretRef is reference to the secret object containing
-                                    sensitive information to pass to the plugi
+                                    sensitive information to pass to the...
                                   properties:
                                     name:
                                       default: ""
@@ -10718,7 +11139,7 @@ spec:
                                 datasetName:
                                   description: |-
                                     datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                    should be considered as depreca
+                                    should be considered as...
                                   type: string
                                 datasetUUID:
                                   description: datasetUUID is the UUID of the dataset.
@@ -10728,7 +11149,7 @@ spec:
                             gcePersistentDisk:
                               description: |-
                                 gcePersistentDisk represents a GCE Disk resource that is attached to a
-                                kubelet's host machine and then exposed to the po
+                                kubelet's host machine and then exposed to the...
                               properties:
                                 fsType:
                                   description: fsType is filesystem type of the volume
@@ -10757,7 +11178,7 @@ spec:
                             gitRepo:
                               description: |-
                                 gitRepo represents a git repository at a particular revision.
-                                DEPRECATED: GitRepo is deprecated.
+                                Deprecated: GitRepo is deprecated.
                               properties:
                                 directory:
                                   description: |-
@@ -10775,9 +11196,8 @@ spec:
                               - repository
                               type: object
                             glusterfs:
-                              description: |-
-                                glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: glusterfs represents a Glusterfs mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
                                   description: |-
@@ -10817,6 +11237,22 @@ spec:
                               required:
                               - path
                               type: object
+                            image:
+                              description: image represents an OCI object (a container
+                                image or artifact) pulled and mounted on the kubelet's
+                                host machine.
+                              properties:
+                                pullPolicy:
+                                  description: |-
+                                    Policy for pulling OCI objects. Possible values are:
+                                    Always: the kubelet always attempts to pull the reference.
+                                  type: string
+                                reference:
+                                  description: |-
+                                    Required: Image or artifact reference to be used.
+                                    Behaves in the same way as pod.spec.containers[*].image.
+                                  type: string
+                              type: object
                             iscsi:
                               description: |-
                                 iscsi represents an ISCSI Disk resource that is attached to a
@@ -10842,6 +11278,7 @@ spec:
                                   description: iqn is the target iSCSI Qualified Name.
                                   type: string
                                 iscsiInterface:
+                                  default: default
                                   description: |-
                                     iscsiInterface is the interface Name that uses an iSCSI transport.
                                     Defaults to 'default' (tcp).
@@ -10933,7 +11370,7 @@ spec:
                             photonPersistentDisk:
                               description: photonPersistentDisk represents a PhotonController
                                 persistent disk attached and mounted on kubelets host
-                                machine
+                                machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -10950,7 +11387,7 @@ spec:
                               type: object
                             portworxVolume:
                               description: portworxVolume represents a portworx volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -10980,10 +11417,13 @@ spec:
                                   format: int32
                                   type: integer
                                 sources:
-                                  description: sources is the list of volume projections
+                                  description: |-
+                                    sources is the list of volume projections. Each entry in this list
+                                    handles one source.
                                   items:
-                                    description: Projection that may be projected
-                                      along with other supported volume types
+                                    description: |-
+                                      Projection that may be projected along with other supported volume types.
+                                      Exactly one of these fields must be set.
                                     properties:
                                       clusterTrustBundle:
                                         description: ClusterTrustBundle allows a pod
@@ -11064,7 +11504,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              ConfigMap will be projected into the volum
+                                              ConfigMap will be projected into the...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -11137,7 +11577,7 @@ spec:
                                                 mode:
                                                   description: |-
                                                     Optional: mode bits used to set permissions on this file, must be an octal value
-                                                    between 0000 and 0777 or a decimal valu
+                                                    between 0000 and 0777 or a decimal...
                                                   format: int32
                                                   type: integer
                                                 path:
@@ -11186,7 +11626,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              Secret will be projected into the volume a
+                                              Secret will be projected into the volume...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -11252,7 +11692,7 @@ spec:
                               type: object
                             quobyte:
                               description: quobyte represents a Quobyte mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 group:
                                   description: |-
@@ -11267,12 +11707,12 @@ spec:
                                 registry:
                                   description: |-
                                     registry represents a single or multiple Quobyte Registry services
-                                    specified as a string as host:port pair (multiple ent
+                                    specified as a string as host:port pair (multiple...
                                   type: string
                                 tenant:
                                   description: |-
                                     tenant owning the given Quobyte volume in the Backend
-                                    Used with dynamically provisioned Quobyte volumes, value is set by
+                                    Used with dynamically provisioned Quobyte volumes, value is set...
                                   type: string
                                 user:
                                   description: |-
@@ -11288,9 +11728,8 @@ spec:
                               - volume
                               type: object
                             rbd:
-                              description: |-
-                                rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: rbd represents a Rados Block Device mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -11302,6 +11741,7 @@ spec:
                                     More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                                   type: string
                                 keyring:
+                                  default: /etc/ceph/keyring
                                   description: |-
                                     keyring is the path to key ring for RBDUser.
                                     Default is /etc/ceph/keyring.
@@ -11316,6 +11756,7 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 pool:
+                                  default: rbd
                                   description: |-
                                     pool is the rados pool name.
                                     Default is rbd.
@@ -11343,6 +11784,7 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 user:
+                                  default: admin
                                   description: |-
                                     user is the rados user name.
                                     Default is admin.
@@ -11357,6 +11799,7 @@ spec:
                                 volume attached and mounted on Kubernetes nodes.
                               properties:
                                 fsType:
+                                  default: xfs
                                   description: |-
                                     fsType is the filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -11394,6 +11837,7 @@ spec:
                                     communication with Gateway, default false
                                   type: boolean
                                 storageMode:
+                                  default: ThinProvisioned
                                   description: storageMode indicates whether the storage
                                     for a volume should be ThickProvisioned or ThinProvisioned.
                                   type: string
@@ -11428,7 +11872,7 @@ spec:
                                 items:
                                   description: |-
                                     items If unspecified, each key-value pair in the Data field of the referenced
-                                    Secret will be projected into the volume a
+                                    Secret will be projected into the volume...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -11503,7 +11947,7 @@ spec:
                               type: object
                             vsphereVolume:
                               description: vsphereVolume represents a vSphere volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -11608,10 +12052,7 @@ spec:
                       - Unknown
                       type: string
                     type:
-                      description: |-
-                        type of condition in CamelCase or in foo.example.com/CamelCase.
-                        ---
-                        Many .condition.
+                      description: type of condition in CamelCase or in foo.example.com/CamelCase.
                       maxLength: 316
                       pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$
                       type: string
@@ -11782,8 +12223,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -11882,7 +12322,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -11901,8 +12341,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -11948,6 +12388,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -11989,7 +12433,7 @@ spec:
                       activeDeadlineSeconds:
                         description: |-
                           Specifies the duration in seconds relative to the startTime that the job
-                          may be continuously active before the system tr
+                          may be continuously active before the system...
                         format: int64
                         type: integer
                       backoffLimit:
@@ -12172,8 +12616,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -12272,7 +12715,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -12291,8 +12734,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -12546,8 +12989,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -12647,7 +13089,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -12666,8 +13108,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -12729,6 +13171,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -13056,8 +13502,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -13157,7 +13602,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -13176,8 +13621,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -13239,6 +13684,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -13584,8 +14033,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -13688,7 +14136,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -13707,8 +14155,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -13774,6 +14223,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -14044,6 +14497,10 @@ spec:
                           Defaults to user specified in image metadata if unspecified.
                         format: int64
                         type: integer
+                      seLinuxChangePolicy:
+                        description: seLinuxChangePolicy defines how the container's
+                          SELinux label is applied to all volumes used by the Pod.
+                        type: string
                       seLinuxOptions:
                         description: The SELinux context to be applied to all containers.
                         properties:
@@ -14082,13 +14539,18 @@ spec:
                         type: object
                       supplementalGroups:
                         description: |-
-                          A list of groups applied to the first process run in each container, in addition
-                          to the container's primary GID, the fsG
+                          A list of groups applied to the first process run in each container, in
+                          addition to the container's primary GID and...
                         items:
                           format: int64
                           type: integer
                         type: array
                         x-kubernetes-list-type: atomic
+                      supplementalGroupsPolicy:
+                        description: |-
+                          Defines how supplemental groups of the first container processes are calculated.
+                          Valid values are "Merge" and "Strict".
+                        type: string
                       sysctls:
                         description: Sysctls hold a list of namespaced sysctls used
                           for the pod.
@@ -14145,8 +14607,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -14245,7 +14706,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -14264,8 +14725,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -14326,6 +14787,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -14494,7 +14959,7 @@ spec:
                         awsElasticBlockStore:
                           description: |-
                             awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                            kubelet's host machine and then exposed to th
+                            kubelet's host machine and then exposed to...
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -14536,6 +15001,7 @@ spec:
                                 blob storage
                               type: string
                             fsType:
+                              default: ext4
                               description: |-
                                 fsType is Filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -14544,9 +15010,10 @@ spec:
                             kind:
                               description: 'kind expected values are Shared: multiple
                                 blob disks per storage account  Dedicated: single
-                                blob disk per storage accoun'
+                                blob disk per storage...'
                               type: string
                             readOnly:
+                              default: false
                               description: |-
                                 readOnly Defaults to false (read/write). ReadOnly here will force
                                 the ReadOnly setting in VolumeMounts.
@@ -14577,7 +15044,7 @@ spec:
                           type: object
                         cephfs:
                           description: cephFS represents a Ceph FS mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             monitors:
                               description: |-
@@ -14625,7 +15092,7 @@ spec:
                         cinder:
                           description: |-
                             cinder represents a cinder volume attached and mounted on kubelets host machine.
-                            More info: https://examples.k8s.
+                            Deprecated: Cinder is deprecated.
                           properties:
                             fsType:
                               description: |-
@@ -14671,7 +15138,7 @@ spec:
                             items:
                               description: |-
                                 items if unspecified, each key-value pair in the Data field of the referenced
-                                ConfigMap will be projected into the volum
+                                ConfigMap will be projected into the...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -14711,7 +15178,7 @@ spec:
                         csi:
                           description: csi (Container Storage Interface) represents
                             ephemeral storage that is handled by certain external
-                            CSI drivers (Beta fea
+                            CSI drivers.
                           properties:
                             driver:
                               description: driver is the name of the CSI driver that
@@ -14723,7 +15190,7 @@ spec:
                             nodePublishSecretRef:
                               description: |-
                                 nodePublishSecretRef is a reference to the secret object containing
-                                sensitive information to pass to the CSI driver to c
+                                sensitive information to pass to the CSI driver to...
                               properties:
                                 name:
                                   default: ""
@@ -14785,7 +15252,7 @@ spec:
                                   mode:
                                     description: |-
                                       Optional: mode bits used to set permissions on this file, must be an octal value
-                                      between 0000 and 0777 or a decimal valu
+                                      between 0000 and 0777 or a decimal...
                                     format: int32
                                     type: integer
                                   path:
@@ -15034,9 +15501,9 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             wwids:
-                              description: "wwids Optional: FC volume world wide identifiers
-                                (wwids)\nEither wwids or combination of targetWWNs
-                                and lun must be set, "
+                              description: |-
+                                wwids Optional: FC volume world wide identifiers (wwids)
+                                Either wwids or combination of targetWWNs and lun must be set,...
                               items:
                                 type: string
                               type: array
@@ -15071,7 +15538,7 @@ spec:
                             secretRef:
                               description: |-
                                 secretRef is Optional: secretRef is reference to the secret object containing
-                                sensitive information to pass to the plugi
+                                sensitive information to pass to the...
                               properties:
                                 name:
                                   default: ""
@@ -15092,7 +15559,7 @@ spec:
                             datasetName:
                               description: |-
                                 datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                should be considered as depreca
+                                should be considered as...
                               type: string
                             datasetUUID:
                               description: datasetUUID is the UUID of the dataset.
@@ -15102,7 +15569,7 @@ spec:
                         gcePersistentDisk:
                           description: |-
                             gcePersistentDisk represents a GCE Disk resource that is attached to a
-                            kubelet's host machine and then exposed to the po
+                            kubelet's host machine and then exposed to the...
                           properties:
                             fsType:
                               description: fsType is filesystem type of the volume
@@ -15131,7 +15598,7 @@ spec:
                         gitRepo:
                           description: |-
                             gitRepo represents a git repository at a particular revision.
-                            DEPRECATED: GitRepo is deprecated.
+                            Deprecated: GitRepo is deprecated.
                           properties:
                             directory:
                               description: |-
@@ -15149,9 +15616,8 @@ spec:
                           - repository
                           type: object
                         glusterfs:
-                          description: |-
-                            glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: glusterfs represents a Glusterfs mount on the
+                            host that shares a pod's lifetime.
                           properties:
                             endpoints:
                               description: |-
@@ -15191,6 +15657,22 @@ spec:
                           required:
                           - path
                           type: object
+                        image:
+                          description: image represents an OCI object (a container
+                            image or artifact) pulled and mounted on the kubelet's
+                            host machine.
+                          properties:
+                            pullPolicy:
+                              description: |-
+                                Policy for pulling OCI objects. Possible values are:
+                                Always: the kubelet always attempts to pull the reference.
+                              type: string
+                            reference:
+                              description: |-
+                                Required: Image or artifact reference to be used.
+                                Behaves in the same way as pod.spec.containers[*].image.
+                              type: string
+                          type: object
                         iscsi:
                           description: |-
                             iscsi represents an ISCSI Disk resource that is attached to a
@@ -15216,6 +15698,7 @@ spec:
                               description: iqn is the target iSCSI Qualified Name.
                               type: string
                             iscsiInterface:
+                              default: default
                               description: |-
                                 iscsiInterface is the interface Name that uses an iSCSI transport.
                                 Defaults to 'default' (tcp).
@@ -15306,7 +15789,7 @@ spec:
                         photonPersistentDisk:
                           description: photonPersistentDisk represents a PhotonController
                             persistent disk attached and mounted on kubelets host
-                            machine
+                            machine.
                           properties:
                             fsType:
                               description: |-
@@ -15323,7 +15806,7 @@ spec:
                           type: object
                         portworxVolume:
                           description: portworxVolume represents a portworx volume
-                            attached and mounted on kubelets host machine
+                            attached and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -15353,10 +15836,13 @@ spec:
                               format: int32
                               type: integer
                             sources:
-                              description: sources is the list of volume projections
+                              description: |-
+                                sources is the list of volume projections. Each entry in this list
+                                handles one source.
                               items:
-                                description: Projection that may be projected along
-                                  with other supported volume types
+                                description: |-
+                                  Projection that may be projected along with other supported volume types.
+                                  Exactly one of these fields must be set.
                                 properties:
                                   clusterTrustBundle:
                                     description: ClusterTrustBundle allows a pod to
@@ -15436,7 +15922,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          ConfigMap will be projected into the volum
+                                          ConfigMap will be projected into the...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -15507,7 +15993,7 @@ spec:
                                             mode:
                                               description: |-
                                                 Optional: mode bits used to set permissions on this file, must be an octal value
-                                                between 0000 and 0777 or a decimal valu
+                                                between 0000 and 0777 or a decimal...
                                               format: int32
                                               type: integer
                                             path:
@@ -15556,7 +16042,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          Secret will be projected into the volume a
+                                          Secret will be projected into the volume...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -15622,7 +16108,7 @@ spec:
                           type: object
                         quobyte:
                           description: quobyte represents a Quobyte mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             group:
                               description: |-
@@ -15637,12 +16123,12 @@ spec:
                             registry:
                               description: |-
                                 registry represents a single or multiple Quobyte Registry services
-                                specified as a string as host:port pair (multiple ent
+                                specified as a string as host:port pair (multiple...
                               type: string
                             tenant:
                               description: |-
                                 tenant owning the given Quobyte volume in the Backend
-                                Used with dynamically provisioned Quobyte volumes, value is set by
+                                Used with dynamically provisioned Quobyte volumes, value is set...
                               type: string
                             user:
                               description: |-
@@ -15658,9 +16144,8 @@ spec:
                           - volume
                           type: object
                         rbd:
-                          description: |-
-                            rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: rbd represents a Rados Block Device mount on
+                            the host that shares a pod's lifetime.
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -15672,6 +16157,7 @@ spec:
                                 More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                               type: string
                             keyring:
+                              default: /etc/ceph/keyring
                               description: |-
                                 keyring is the path to key ring for RBDUser.
                                 Default is /etc/ceph/keyring.
@@ -15686,6 +16172,7 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             pool:
+                              default: rbd
                               description: |-
                                 pool is the rados pool name.
                                 Default is rbd.
@@ -15713,6 +16200,7 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             user:
+                              default: admin
                               description: |-
                                 user is the rados user name.
                                 Default is admin.
@@ -15727,6 +16215,7 @@ spec:
                             attached and mounted on Kubernetes nodes.
                           properties:
                             fsType:
+                              default: xfs
                               description: |-
                                 fsType is the filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -15764,6 +16253,7 @@ spec:
                                 with Gateway, default false
                               type: boolean
                             storageMode:
+                              default: ThinProvisioned
                               description: storageMode indicates whether the storage
                                 for a volume should be ThickProvisioned or ThinProvisioned.
                               type: string
@@ -15798,7 +16288,7 @@ spec:
                             items:
                               description: |-
                                 items If unspecified, each key-value pair in the Data field of the referenced
-                                Secret will be projected into the volume a
+                                Secret will be projected into the volume...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -15873,7 +16363,7 @@ spec:
                           type: object
                         vsphereVolume:
                           description: vsphereVolume represents a vSphere volume attached
-                            and mounted on kubelets host machine
+                            and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -15989,8 +16479,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -16090,7 +16579,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -16109,8 +16598,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -16157,6 +16646,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -16198,7 +16691,7 @@ spec:
                           activeDeadlineSeconds:
                             description: |-
                               Specifies the duration in seconds relative to the startTime that the job
-                              may be continuously active before the system tr
+                              may be continuously active before the system...
                             format: int64
                             type: integer
                           backoffLimit:
@@ -16384,8 +16877,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -16485,7 +16977,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -16504,8 +16996,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -16763,8 +17255,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -16867,7 +17358,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -16886,8 +17377,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -16949,6 +17441,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -17281,8 +17777,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -17385,7 +17880,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -17404,8 +17899,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -17467,6 +17963,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -17821,8 +18321,7 @@ spec:
                                         value:
                                           description: |-
                                             Variable references $(VAR_NAME) are expanded
-                                            using the previously defined environment variables in the container and
-                                            any
+                                            using the previously defined environment variables in the container and...
                                           type: string
                                         valueFrom:
                                           description: Source for the environment
@@ -17927,7 +18426,7 @@ spec:
                                   envFrom:
                                     items:
                                       description: EnvFromSource represents the source
-                                        of a set of ConfigMaps
+                                        of a set of ConfigMaps or Secrets
                                       properties:
                                         configMapRef:
                                           description: The ConfigMap to select from
@@ -17946,9 +18445,9 @@ spec:
                                           type: object
                                           x-kubernetes-map-type: atomic
                                         prefix:
-                                          description: An optional identifier to prepend
-                                            to each key in the ConfigMap. Must be
-                                            a C_IDENTIFIER.
+                                          description: Optional text to prepend to
+                                            the name of each environment variable.
+                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -18014,6 +18513,10 @@ spec:
                                                 Name must match the name of one entry in pod.spec.resourceClaims of
                                                 the Pod where this field is used.
                                               type: string
+                                            request:
+                                              description: Request is the name chosen
+                                                for a request in the referenced claim.
+                                              type: string
                                           required:
                                           - name
                                           type: object
@@ -18292,6 +18795,11 @@ spec:
                               Defaults to user specified in image metadata if unspecified.
                             format: int64
                             type: integer
+                          seLinuxChangePolicy:
+                            description: seLinuxChangePolicy defines how the container's
+                              SELinux label is applied to all volumes used by the
+                              Pod.
+                            type: string
                           seLinuxOptions:
                             description: The SELinux context to be applied to all
                               containers.
@@ -18331,13 +18839,18 @@ spec:
                             type: object
                           supplementalGroups:
                             description: |-
-                              A list of groups applied to the first process run in each container, in addition
-                              to the container's primary GID, the fsG
+                              A list of groups applied to the first process run in each container, in
+                              addition to the container's primary GID and...
                             items:
                               format: int64
                               type: integer
                             type: array
                             x-kubernetes-list-type: atomic
+                          supplementalGroupsPolicy:
+                            description: |-
+                              Defines how supplemental groups of the first container processes are calculated.
+                              Valid values are "Merge" and "Strict".
+                            type: string
                           sysctls:
                             description: Sysctls hold a list of namespaced sysctls
                               used for the pod.
@@ -18395,8 +18908,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -18496,7 +19008,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -18515,8 +19027,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -18578,6 +19090,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -18746,7 +19262,7 @@ spec:
                             awsElasticBlockStore:
                               description: |-
                                 awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                                kubelet's host machine and then exposed to th
+                                kubelet's host machine and then exposed to...
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -18788,6 +19304,7 @@ spec:
                                     the blob storage
                                   type: string
                                 fsType:
+                                  default: ext4
                                   description: |-
                                     fsType is Filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -18796,9 +19313,10 @@ spec:
                                 kind:
                                   description: 'kind expected values are Shared: multiple
                                     blob disks per storage account  Dedicated: single
-                                    blob disk per storage accoun'
+                                    blob disk per storage...'
                                   type: string
                                 readOnly:
+                                  default: false
                                   description: |-
                                     readOnly Defaults to false (read/write). ReadOnly here will force
                                     the ReadOnly setting in VolumeMounts.
@@ -18829,7 +19347,7 @@ spec:
                               type: object
                             cephfs:
                               description: cephFS represents a Ceph FS mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 monitors:
                                   description: |-
@@ -18878,7 +19396,7 @@ spec:
                             cinder:
                               description: |-
                                 cinder represents a cinder volume attached and mounted on kubelets host machine.
-                                More info: https://examples.k8s.
+                                Deprecated: Cinder is deprecated.
                               properties:
                                 fsType:
                                   description: |-
@@ -18924,7 +19442,7 @@ spec:
                                 items:
                                   description: |-
                                     items if unspecified, each key-value pair in the Data field of the referenced
-                                    ConfigMap will be projected into the volum
+                                    ConfigMap will be projected into the...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -18964,7 +19482,7 @@ spec:
                             csi:
                               description: csi (Container Storage Interface) represents
                                 ephemeral storage that is handled by certain external
-                                CSI drivers (Beta fea
+                                CSI drivers.
                               properties:
                                 driver:
                                   description: driver is the name of the CSI driver
@@ -18977,7 +19495,7 @@ spec:
                                 nodePublishSecretRef:
                                   description: |-
                                     nodePublishSecretRef is a reference to the secret object containing
-                                    sensitive information to pass to the CSI driver to c
+                                    sensitive information to pass to the CSI driver to...
                                   properties:
                                     name:
                                       default: ""
@@ -19041,7 +19559,7 @@ spec:
                                       mode:
                                         description: |-
                                           Optional: mode bits used to set permissions on this file, must be an octal value
-                                          between 0000 and 0777 or a decimal valu
+                                          between 0000 and 0777 or a decimal...
                                         format: int32
                                         type: integer
                                       path:
@@ -19293,9 +19811,9 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 wwids:
-                                  description: "wwids Optional: FC volume world wide
-                                    identifiers (wwids)\nEither wwids or combination
-                                    of targetWWNs and lun must be set, "
+                                  description: |-
+                                    wwids Optional: FC volume world wide identifiers (wwids)
+                                    Either wwids or combination of targetWWNs and lun must be set,...
                                   items:
                                     type: string
                                   type: array
@@ -19330,7 +19848,7 @@ spec:
                                 secretRef:
                                   description: |-
                                     secretRef is Optional: secretRef is reference to the secret object containing
-                                    sensitive information to pass to the plugi
+                                    sensitive information to pass to the...
                                   properties:
                                     name:
                                       default: ""
@@ -19351,7 +19869,7 @@ spec:
                                 datasetName:
                                   description: |-
                                     datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                    should be considered as depreca
+                                    should be considered as...
                                   type: string
                                 datasetUUID:
                                   description: datasetUUID is the UUID of the dataset.
@@ -19361,7 +19879,7 @@ spec:
                             gcePersistentDisk:
                               description: |-
                                 gcePersistentDisk represents a GCE Disk resource that is attached to a
-                                kubelet's host machine and then exposed to the po
+                                kubelet's host machine and then exposed to the...
                               properties:
                                 fsType:
                                   description: fsType is filesystem type of the volume
@@ -19390,7 +19908,7 @@ spec:
                             gitRepo:
                               description: |-
                                 gitRepo represents a git repository at a particular revision.
-                                DEPRECATED: GitRepo is deprecated.
+                                Deprecated: GitRepo is deprecated.
                               properties:
                                 directory:
                                   description: |-
@@ -19408,9 +19926,8 @@ spec:
                               - repository
                               type: object
                             glusterfs:
-                              description: |-
-                                glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: glusterfs represents a Glusterfs mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
                                   description: |-
@@ -19450,6 +19967,22 @@ spec:
                               required:
                               - path
                               type: object
+                            image:
+                              description: image represents an OCI object (a container
+                                image or artifact) pulled and mounted on the kubelet's
+                                host machine.
+                              properties:
+                                pullPolicy:
+                                  description: |-
+                                    Policy for pulling OCI objects. Possible values are:
+                                    Always: the kubelet always attempts to pull the reference.
+                                  type: string
+                                reference:
+                                  description: |-
+                                    Required: Image or artifact reference to be used.
+                                    Behaves in the same way as pod.spec.containers[*].image.
+                                  type: string
+                              type: object
                             iscsi:
                               description: |-
                                 iscsi represents an ISCSI Disk resource that is attached to a
@@ -19475,6 +20008,7 @@ spec:
                                   description: iqn is the target iSCSI Qualified Name.
                                   type: string
                                 iscsiInterface:
+                                  default: default
                                   description: |-
                                     iscsiInterface is the interface Name that uses an iSCSI transport.
                                     Defaults to 'default' (tcp).
@@ -19566,7 +20100,7 @@ spec:
                             photonPersistentDisk:
                               description: photonPersistentDisk represents a PhotonController
                                 persistent disk attached and mounted on kubelets host
-                                machine
+                                machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -19583,7 +20117,7 @@ spec:
                               type: object
                             portworxVolume:
                               description: portworxVolume represents a portworx volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -19613,10 +20147,13 @@ spec:
                                   format: int32
                                   type: integer
                                 sources:
-                                  description: sources is the list of volume projections
+                                  description: |-
+                                    sources is the list of volume projections. Each entry in this list
+                                    handles one source.
                                   items:
-                                    description: Projection that may be projected
-                                      along with other supported volume types
+                                    description: |-
+                                      Projection that may be projected along with other supported volume types.
+                                      Exactly one of these fields must be set.
                                     properties:
                                       clusterTrustBundle:
                                         description: ClusterTrustBundle allows a pod
@@ -19697,7 +20234,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              ConfigMap will be projected into the volum
+                                              ConfigMap will be projected into the...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -19770,7 +20307,7 @@ spec:
                                                 mode:
                                                   description: |-
                                                     Optional: mode bits used to set permissions on this file, must be an octal value
-                                                    between 0000 and 0777 or a decimal valu
+                                                    between 0000 and 0777 or a decimal...
                                                   format: int32
                                                   type: integer
                                                 path:
@@ -19819,7 +20356,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              Secret will be projected into the volume a
+                                              Secret will be projected into the volume...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -19885,7 +20422,7 @@ spec:
                               type: object
                             quobyte:
                               description: quobyte represents a Quobyte mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 group:
                                   description: |-
@@ -19900,12 +20437,12 @@ spec:
                                 registry:
                                   description: |-
                                     registry represents a single or multiple Quobyte Registry services
-                                    specified as a string as host:port pair (multiple ent
+                                    specified as a string as host:port pair (multiple...
                                   type: string
                                 tenant:
                                   description: |-
                                     tenant owning the given Quobyte volume in the Backend
-                                    Used with dynamically provisioned Quobyte volumes, value is set by
+                                    Used with dynamically provisioned Quobyte volumes, value is set...
                                   type: string
                                 user:
                                   description: |-
@@ -19921,9 +20458,8 @@ spec:
                               - volume
                               type: object
                             rbd:
-                              description: |-
-                                rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: rbd represents a Rados Block Device mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -19935,6 +20471,7 @@ spec:
                                     More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                                   type: string
                                 keyring:
+                                  default: /etc/ceph/keyring
                                   description: |-
                                     keyring is the path to key ring for RBDUser.
                                     Default is /etc/ceph/keyring.
@@ -19949,6 +20486,7 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 pool:
+                                  default: rbd
                                   description: |-
                                     pool is the rados pool name.
                                     Default is rbd.
@@ -19976,6 +20514,7 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 user:
+                                  default: admin
                                   description: |-
                                     user is the rados user name.
                                     Default is admin.
@@ -19990,6 +20529,7 @@ spec:
                                 volume attached and mounted on Kubernetes nodes.
                               properties:
                                 fsType:
+                                  default: xfs
                                   description: |-
                                     fsType is the filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -20027,6 +20567,7 @@ spec:
                                     communication with Gateway, default false
                                   type: boolean
                                 storageMode:
+                                  default: ThinProvisioned
                                   description: storageMode indicates whether the storage
                                     for a volume should be ThickProvisioned or ThinProvisioned.
                                   type: string
@@ -20061,7 +20602,7 @@ spec:
                                 items:
                                   description: |-
                                     items If unspecified, each key-value pair in the Data field of the referenced
-                                    Secret will be projected into the volume a
+                                    Secret will be projected into the volume...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -20136,7 +20677,7 @@ spec:
                               type: object
                             vsphereVolume:
                               description: vsphereVolume represents a vSphere volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -20210,10 +20751,7 @@ spec:
                       - Unknown
                       type: string
                     type:
-                      description: |-
-                        type of condition in CamelCase or in foo.example.com/CamelCase.
-                        ---
-                        Many .condition.
+                      description: type of condition in CamelCase or in foo.example.com/CamelCase.
                       maxLength: 316
                       pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$
                       type: string
diff --git a/infra/feast-operator/bundle/manifests/openlineage-secret_v1_secret.yaml b/infra/feast-operator/bundle/manifests/openlineage-secret_v1_secret.yaml
new file mode 100644
index 00000000000..aae8a81d7f5
--- /dev/null
+++ b/infra/feast-operator/bundle/manifests/openlineage-secret_v1_secret.yaml
@@ -0,0 +1,6 @@
+apiVersion: v1
+kind: Secret
+metadata:
+  name: openlineage-secret
+stringData:
+  api_key: your-marquez-api-key  #pragma: allowlist secret
diff --git a/infra/feast-operator/bundle/metadata/annotations.yaml b/infra/feast-operator/bundle/metadata/annotations.yaml
index 5e280a43e24..2c6d3383343 100644
--- a/infra/feast-operator/bundle/metadata/annotations.yaml
+++ b/infra/feast-operator/bundle/metadata/annotations.yaml
@@ -5,7 +5,7 @@ annotations:
   operators.operatorframework.io.bundle.metadata.v1: metadata/
   operators.operatorframework.io.bundle.package.v1: feast-operator
   operators.operatorframework.io.bundle.channels.v1: alpha
-  operators.operatorframework.io.metrics.builder: operator-sdk-v1.38.0
+  operators.operatorframework.io.metrics.builder: operator-sdk-v1.41.0
   operators.operatorframework.io.metrics.mediatype.v1: metrics+v1
   operators.operatorframework.io.metrics.project_layout: go.kubebuilder.io/v4
 
diff --git a/infra/feast-operator/cmd/main.go b/infra/feast-operator/cmd/main.go
index 4be1777ac72..0e5565cce2b 100644
--- a/infra/feast-operator/cmd/main.go
+++ b/infra/feast-operator/cmd/main.go
@@ -25,11 +25,18 @@ import (
 	// to ensure that exec-entrypoint and run can make use of them.
 	_ "k8s.io/client-go/plugin/pkg/client/auth"
 
+	appsv1 "k8s.io/api/apps/v1"
+	autoscalingv2 "k8s.io/api/autoscaling/v2"
+	batchv1 "k8s.io/api/batch/v1"
 	corev1 "k8s.io/api/core/v1"
+	policyv1 "k8s.io/api/policy/v1"
+	rbacv1 "k8s.io/api/rbac/v1"
+	"k8s.io/apimachinery/pkg/labels"
 	"k8s.io/apimachinery/pkg/runtime"
 	utilruntime "k8s.io/apimachinery/pkg/util/runtime"
 	clientgoscheme "k8s.io/client-go/kubernetes/scheme"
 	ctrl "sigs.k8s.io/controller-runtime"
+	"sigs.k8s.io/controller-runtime/pkg/cache"
 	"sigs.k8s.io/controller-runtime/pkg/client"
 	"sigs.k8s.io/controller-runtime/pkg/healthz"
 	"sigs.k8s.io/controller-runtime/pkg/log/zap"
@@ -42,6 +49,7 @@ import (
 	routev1 "github.com/openshift/api/route/v1"
 
 	"github.com/feast-dev/feast/infra/feast-operator/internal/controller"
+	feastmetrics "github.com/feast-dev/feast/infra/feast-operator/internal/controller/metrics"
 	"github.com/feast-dev/feast/infra/feast-operator/internal/controller/services"
 	// +kubebuilder:scaffold:imports
 )
@@ -59,12 +67,36 @@ func init() {
 	// +kubebuilder:scaffold:scheme
 }
 
+func newCacheOptions() cache.Options {
+	managedBySelector := labels.SelectorFromSet(labels.Set{
+		services.ManagedByLabelKey: services.ManagedByLabelValue,
+	})
+	managedByFilter := cache.ByObject{Label: managedBySelector}
+
+	return cache.Options{
+		DefaultTransform: cache.TransformStripManagedFields(),
+		ByObject: map[client.Object]cache.ByObject{
+			&corev1.ConfigMap{}:                      managedByFilter,
+			&appsv1.Deployment{}:                     managedByFilter,
+			&corev1.Service{}:                        managedByFilter,
+			&corev1.ServiceAccount{}:                 managedByFilter,
+			&corev1.PersistentVolumeClaim{}:          managedByFilter,
+			&rbacv1.RoleBinding{}:                    managedByFilter,
+			&rbacv1.Role{}:                           managedByFilter,
+			&batchv1.CronJob{}:                       managedByFilter,
+			&autoscalingv2.HorizontalPodAutoscaler{}: managedByFilter,
+			&policyv1.PodDisruptionBudget{}:          managedByFilter,
+		},
+	}
+}
+
 func main() {
 	var metricsAddr string
 	var enableLeaderElection bool
 	var probeAddr string
 	var secureMetrics bool
 	var enableHTTP2 bool
+	var featureStoreMetrics bool
 	var tlsOpts []func(*tls.Config)
 	flag.StringVar(&metricsAddr, "metrics-bind-address", "0", "The address the metrics endpoint binds to. "+
 		"Use :8443 for HTTPS or :8080 for HTTP, or leave as 0 to disable the metrics service.")
@@ -76,6 +108,9 @@ func main() {
 		"If set, the metrics endpoint is served securely via HTTPS. Use --metrics-secure=false to use HTTP instead.")
 	flag.BoolVar(&enableHTTP2, "enable-http2", false,
 		"If set, HTTP/2 will be enabled for the metrics and webhook servers")
+	flag.BoolVar(&featureStoreMetrics, "feature-store-metrics", true,
+		"Enable Prometheus gauges exposing online/offline store and registry configuration per FeatureStore. "+
+			"Disable with --feature-store-metrics=false.")
 	opts := zap.Options{
 		Development: true,
 	}
@@ -105,7 +140,7 @@ func main() {
 
 	// Metrics endpoint is enabled in 'config/default/kustomization.yaml'. The Metrics options configure the server.
 	// More info:
-	// - https://pkg.go.dev/sigs.k8s.io/controller-runtime@v0.18.4/pkg/metrics/server
+	// - https://pkg.go.dev/sigs.k8s.io/controller-runtime@v0.21.0/pkg/metrics/server
 	// - https://book.kubebuilder.io/reference/metrics.html
 	metricsServerOptions := metricsserver.Options{
 		BindAddress:   metricsAddr,
@@ -123,7 +158,7 @@ func main() {
 		// FilterProvider is used to protect the metrics endpoint with authn/authz.
 		// These configurations ensure that only authorized users and service accounts
 		// can access the metrics endpoint. The RBAC are configured in 'config/rbac/kustomization.yaml'. More info:
-		// https://pkg.go.dev/sigs.k8s.io/controller-runtime@v0.18.4/pkg/metrics/filters#WithAuthenticationAndAuthorization
+		// https://pkg.go.dev/sigs.k8s.io/controller-runtime@v0.21.0/pkg/metrics/filters#WithAuthenticationAndAuthorization
 		metricsServerOptions.FilterProvider = filters.WithAuthenticationAndAuthorization
 	}
 
@@ -145,11 +180,26 @@ func main() {
 		// if you are doing or is intended to do any operation such as perform cleanups
 		// after the manager stops then its usage might be unsafe.
 		// LeaderElectionReleaseOnCancel: true,
+		Cache: newCacheOptions(),
 		Client: client.Options{
 			Cache: &client.CacheOptions{
+				// Bypass the label-filtered informer cache for all reads so that
+				// pre-existing resources without the managed-by label are still
+				// visible to the reconciler. The ByObject cache filter above still
+				// restricts the watch to managed-by-labeled objects, limiting
+				// memory usage while avoiding upgrade deadlocks.
 				DisableFor: []client.Object{
 					&corev1.ConfigMap{},
 					&corev1.Secret{},
+					&appsv1.Deployment{},
+					&corev1.Service{},
+					&corev1.ServiceAccount{},
+					&corev1.PersistentVolumeClaim{},
+					&rbacv1.RoleBinding{},
+					&rbacv1.Role{},
+					&batchv1.CronJob{},
+					&autoscalingv2.HorizontalPodAutoscaler{},
+					&policyv1.PodDisruptionBudget{},
 				},
 			},
 		},
@@ -161,9 +211,19 @@ func main() {
 
 	services.SetIsOpenShift(mgr.GetConfig())
 
+	var fsMetrics *feastmetrics.FeatureStoreMetrics
+	if featureStoreMetrics {
+		fsMetrics = feastmetrics.NewFeatureStoreMetrics()
+		fsMetrics.Register()
+		setupLog.Info("FeatureStore installation metrics enabled")
+	} else {
+		setupLog.Info("FeatureStore installation metrics disabled (--feature-store-metrics=false)")
+	}
+
 	if err = (&controller.FeatureStoreReconciler{
-		Client: mgr.GetClient(),
-		Scheme: mgr.GetScheme(),
+		Client:  mgr.GetClient(),
+		Scheme:  mgr.GetScheme(),
+		Metrics: fsMetrics,
 	}).SetupWithManager(mgr); err != nil {
 		setupLog.Error(err, "unable to create controller", "controller", "FeatureStore")
 		os.Exit(1)
diff --git a/infra/feast-operator/config/component_metadata.yaml b/infra/feast-operator/config/component_metadata.yaml
index c84deab6d83..052dcffaf32 100644
--- a/infra/feast-operator/config/component_metadata.yaml
+++ b/infra/feast-operator/config/component_metadata.yaml
@@ -1,5 +1,5 @@
 # This file is required to configure Feast release information for ODH/RHOAI Operator
 releases:
   - name: Feast
-    version: 0.62.0
+    version: 0.63.0
     repoUrl: https://github.com/feast-dev/feast
diff --git a/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml b/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml
index 2631a049fb9..e1a1adfabe8 100644
--- a/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml
+++ b/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml
@@ -3,7 +3,7 @@ apiVersion: apiextensions.k8s.io/v1
 kind: CustomResourceDefinition
 metadata:
   annotations:
-    controller-gen.kubebuilder.io/version: v0.15.0
+    controller-gen.kubebuilder.io/version: v0.18.0
   name: featurestores.feast.dev
 spec:
   group: feast.dev
@@ -167,8 +167,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -267,7 +266,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -286,8 +285,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -333,6 +332,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -374,7 +377,7 @@ spec:
                       activeDeadlineSeconds:
                         description: |-
                           Specifies the duration in seconds relative to the startTime that the job
-                          may be continuously active before the system tr
+                          may be continuously active before the system...
                         format: int64
                         type: integer
                       backoffLimit:
@@ -557,8 +560,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -657,7 +659,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -676,8 +678,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -739,6 +741,73 @@ spec:
                 x-kubernetes-validations:
                 - message: One selection required between init or git.
                   rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+              materialization:
+                description: |-
+                  Materialization controls feature materialization behavior (batch size, pull strategy).
+                  Written into feature_store.
+                properties:
+                  extraConfig:
+                    additionalProperties:
+                      type: string
+                    description: |-
+                      ExtraConfig passes additional materialization key-value settings inline into
+                      feature_store.yaml.
+                    type: object
+                  onlineWriteBatchSize:
+                    description: |-
+                      Number of rows per batch when writing to the online store during materialization.
+                      Prevents OOM for large feature views.
+                    format: int32
+                    minimum: 1
+                    type: integer
+                type: object
+              openlineage:
+                description: |-
+                  OpenLineage enables OpenLineage data lineage tracking for Feast operations.
+                  Written into feature_store.
+                properties:
+                  apiKeySecretRef:
+                    description: Reference to a Secret containing the key "api_key"
+                      for lineage server authentication.
+                    properties:
+                      name:
+                        default: ""
+                        description: |-
+                          Name of the referent.
+                          This field is effectively required, but due to backwards compatibility is
+                          allowed to be empty.
+                        type: string
+                    type: object
+                    x-kubernetes-map-type: atomic
+                  enabled:
+                    description: Enable OpenLineage integration.
+                    type: boolean
+                  extraConfig:
+                    additionalProperties:
+                      type: string
+                    description: |-
+                      ExtraConfig holds additional OpenLineage key-value settings written inline into
+                      the openlineage block of feature_store.
+                    type: object
+                  transportEndpoint:
+                    description: API endpoint path appended to transportUrl. Defaults
+                      to "api/v1/lineage".
+                    type: string
+                  transportType:
+                    description: Transport type for lineage events.
+                    enum:
+                    - http
+                    - console
+                    - file
+                    - kafka
+                    type: string
+                  transportUrl:
+                    description: URL for HTTP transport (e.g. http://marquez:5000).
+                      Required when transportType is "http".
+                    type: string
+                required:
+                - enabled
+                type: object
               replicas:
                 default: 1
                 description: |-
@@ -762,7 +831,7 @@ spec:
                           preferredDuringSchedulingIgnoredDuringExecution:
                             description: |-
                               The scheduler will prefer to schedule pods to nodes that satisfy
-                              the affinity expressions specified by this field, but i
+                              the affinity expressions specified by this field, but...
                             items:
                               description: |-
                                 An empty preferred scheduling term matches all objects with implicit weight 0
@@ -848,9 +917,9 @@ spec:
                             type: array
                             x-kubernetes-list-type: atomic
                           requiredDuringSchedulingIgnoredDuringExecution:
-                            description: "If the affinity requirements specified by
-                              this field are not met at\nscheduling time, the pod
-                              will not be scheduled onto "
+                            description: |-
+                              If the affinity requirements specified by this field are not met at
+                              scheduling time, the pod will not be scheduled onto...
                             properties:
                               nodeSelectorTerms:
                                 description: Required. A list of node selector terms.
@@ -939,7 +1008,7 @@ spec:
                           preferredDuringSchedulingIgnoredDuringExecution:
                             description: |-
                               The scheduler will prefer to schedule pods to nodes that satisfy
-                              the affinity expressions specified by this field, but i
+                              the affinity expressions specified by this field, but...
                             items:
                               description: The weights of all of the matched WeightedPodAffinityTerm
                                 fields are added per-node to find the most preferred
@@ -1064,7 +1133,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -1082,13 +1151,13 @@ spec:
                             type: array
                             x-kubernetes-list-type: atomic
                           requiredDuringSchedulingIgnoredDuringExecution:
-                            description: "If the affinity requirements specified by
-                              this field are not met at\nscheduling time, the pod
-                              will not be scheduled onto "
+                            description: |-
+                              If the affinity requirements specified by this field are not met at
+                              scheduling time, the pod will not be scheduled onto...
                             items:
-                              description: "Defines a set of pods (namely those matching
-                                the labelSelector\nrelative to the given namespace(s))
-                                that this pod should "
+                              description: |-
+                                Defines a set of pods (namely those matching the labelSelector
+                                relative to the given namespace(s)) that this pod should...
                               properties:
                                 labelSelector:
                                   description: |-
@@ -1205,7 +1274,7 @@ spec:
                                 topologyKey:
                                   description: |-
                                     This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                    the labelSelector in t
+                                    the labelSelector in...
                                   type: string
                               required:
                               - topologyKey
@@ -1218,9 +1287,9 @@ spec:
                           (e.g. avoid putting this pod in the same node, zone, etc.
                         properties:
                           preferredDuringSchedulingIgnoredDuringExecution:
-                            description: "The scheduler will prefer to schedule pods
-                              to nodes that satisfy\nthe anti-affinity expressions
-                              specified by this field, "
+                            description: |-
+                              The scheduler will prefer to schedule pods to nodes that satisfy
+                              the anti-affinity expressions specified by this field,...
                             items:
                               description: The weights of all of the matched WeightedPodAffinityTerm
                                 fields are added per-node to find the most preferred
@@ -1345,7 +1414,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -1363,13 +1432,13 @@ spec:
                             type: array
                             x-kubernetes-list-type: atomic
                           requiredDuringSchedulingIgnoredDuringExecution:
-                            description: "If the anti-affinity requirements specified
-                              by this field are not met at\nscheduling time, the pod
-                              will not be scheduled "
+                            description: |-
+                              If the anti-affinity requirements specified by this field are not met at
+                              scheduling time, the pod will not be scheduled...
                             items:
-                              description: "Defines a set of pods (namely those matching
-                                the labelSelector\nrelative to the given namespace(s))
-                                that this pod should "
+                              description: |-
+                                Defines a set of pods (namely those matching the labelSelector
+                                relative to the given namespace(s)) that this pod should...
                               properties:
                                 labelSelector:
                                   description: |-
@@ -1486,7 +1555,7 @@ spec:
                                 topologyKey:
                                   description: |-
                                     This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                    the labelSelector in t
+                                    the labelSelector in...
                                   type: string
                               required:
                               - topologyKey
@@ -1684,8 +1753,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -1785,7 +1853,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -1804,8 +1872,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -1867,6 +1935,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -2194,8 +2266,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -2295,7 +2366,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -2314,8 +2385,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -2377,6 +2448,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -2535,6 +2610,75 @@ spec:
                                 type: integer
                             type: object
                         type: object
+                      serving:
+                        description: Serving configures the Feast feature_server section
+                          written into feature_store.yaml for the online serve pod.
+                        properties:
+                          mcp:
+                            description: Mcp enables MCP (Model Context Protocol)
+                              server support. When set, feature server type is "mcp".
+                            properties:
+                              enabled:
+                                description: Enable the MCP server.
+                                type: boolean
+                              serverName:
+                                description: MCP server name for identification. Defaults
+                                  to "feast-mcp-server".
+                                type: string
+                              serverVersion:
+                                description: MCP server version string. Defaults to
+                                  "1.0.0".
+                                type: string
+                              transport:
+                                description: MCP transport protocol.
+                                enum:
+                                - sse
+                                - http
+                                type: string
+                            required:
+                            - enabled
+                            type: object
+                          metrics:
+                            description: |-
+                              Metrics configures per-category Prometheus metrics for the feature server.
+                              Coexists with the server.
+                            properties:
+                              categories:
+                                additionalProperties:
+                                  type: boolean
+                                description: Categories selectively enables or disables
+                                  individual Feast metric categories.
+                                type: object
+                              enabled:
+                                description: Enable the Prometheus metrics endpoint
+                                  on port 8000.
+                                type: boolean
+                            required:
+                            - enabled
+                            type: object
+                          offlinePushBatching:
+                            description: OfflinePushBatching batches writes to the
+                              offline store via the /push endpoint.
+                            properties:
+                              batchIntervalSeconds:
+                                description: Seconds between batch flushes to the
+                                  offline store.
+                                format: int32
+                                minimum: 1
+                                type: integer
+                              batchSize:
+                                description: Maximum number of rows per offline write
+                                  batch.
+                                format: int32
+                                minimum: 1
+                                type: integer
+                              enabled:
+                                description: Enable offline push batching.
+                                type: boolean
+                            required:
+                            - enabled
+                            type: object
+                        type: object
                     type: object
                   podAnnotations:
                     additionalProperties:
@@ -2752,8 +2896,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -2856,7 +2999,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -2875,8 +3018,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -2917,6 +3061,31 @@ spec:
                                 - error
                                 - critical
                                 type: string
+                              mcp:
+                                description: |-
+                                  Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                  Requires restAPI to be true.
+                                properties:
+                                  enabled:
+                                    description: Enable the MCP server.
+                                    type: boolean
+                                  serverName:
+                                    description: MCP server name for identification.
+                                      Defaults to "feast-mcp-server".
+                                    type: string
+                                  serverVersion:
+                                    description: MCP server version string. Defaults
+                                      to "1.0.0".
+                                    type: string
+                                  transport:
+                                    description: MCP transport protocol.
+                                    enum:
+                                    - sse
+                                    - http
+                                    type: string
+                                required:
+                                - enabled
+                                type: object
                               metrics:
                                 description: Metrics exposes Prometheus-compatible
                                   metrics for the Feast server when enabled.
@@ -2942,6 +3111,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -3107,6 +3280,9 @@ spec:
                             x-kubernetes-validations:
                             - message: At least one of restAPI or grpc must be true
                               rule: self.restAPI == true || self.grpc == true || !has(self.grpc)
+                            - message: MCP requires restAPI to be true
+                              rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                && self.restAPI == true)'
                         type: object
                       remote:
                         description: RemoteRegistryConfig points to a remote feast
@@ -3223,9 +3399,18 @@ spec:
                                   stabilizationWindowSeconds:
                                     description: |-
                                       stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                      considered while scaling up
+                                      considered while scaling...
                                     format: int32
                                     type: integer
+                                  tolerance:
+                                    anyOf:
+                                    - type: integer
+                                    - type: string
+                                    description: |-
+                                      tolerance is the tolerance on the ratio between the current and desired
+                                      metric value under which no updates are made to...
+                                    pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                    x-kubernetes-int-or-string: true
                                 type: object
                               scaleUp:
                                 description: scaleUp is scaling policy for scaling
@@ -3270,9 +3455,18 @@ spec:
                                   stabilizationWindowSeconds:
                                     description: |-
                                       stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                      considered while scaling up
+                                      considered while scaling...
                                     format: int32
                                     type: integer
+                                  tolerance:
+                                    anyOf:
+                                    - type: integer
+                                    - type: string
+                                    description: |-
+                                      tolerance is the tolerance on the ratio between the current and desired
+                                      metric value under which no updates are made to...
+                                    pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                    x-kubernetes-int-or-string: true
                                 type: object
                             type: object
                           maxReplicas:
@@ -3287,12 +3481,12 @@ spec:
                             items:
                               description: |-
                                 MetricSpec specifies how to scale based on a single metric
-                                (only `type` and one other matching field should be set at on
+                                (only `type` and one other matching field should be set at...
                               properties:
                                 containerResource:
                                   description: |-
                                     containerResource refers to a resource metric (such as those specified in
-                                    requests and limits) known to Kubernetes descr
+                                    requests and limits) known to Kubernetes...
                                   properties:
                                     container:
                                       description: container is the name of the container
@@ -3307,10 +3501,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3357,10 +3550,9 @@ spec:
                                             metric
                                           type: string
                                         selector:
-                                          description: "selector is the string-encoded
-                                            form of a standard kubernetes label selector
-                                            for the given metric\nWhen set, it is
-                                            passed "
+                                          description: |-
+                                            selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                            When set, it is passed...
                                           properties:
                                             matchExpressions:
                                               description: matchExpressions is a list
@@ -3411,10 +3603,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3480,10 +3671,9 @@ spec:
                                             metric
                                           type: string
                                         selector:
-                                          description: "selector is the string-encoded
-                                            form of a standard kubernetes label selector
-                                            for the given metric\nWhen set, it is
-                                            passed "
+                                          description: |-
+                                            selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                            When set, it is passed...
                                           properties:
                                             matchExpressions:
                                               description: matchExpressions is a list
@@ -3534,10 +3724,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3573,7 +3762,7 @@ spec:
                                 pods:
                                   description: |-
                                     pods refers to a metric describing each pod in the current scale target
-                                    (for example, transactions-processed-per-second)
+                                    (for example,...
                                   properties:
                                     metric:
                                       description: metric identifies the target metric
@@ -3584,10 +3773,9 @@ spec:
                                             metric
                                           type: string
                                         selector:
-                                          description: "selector is the string-encoded
-                                            form of a standard kubernetes label selector
-                                            for the given metric\nWhen set, it is
-                                            passed "
+                                          description: |-
+                                            selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                            When set, it is passed...
                                           properties:
                                             matchExpressions:
                                               description: matchExpressions is a list
@@ -3638,10 +3826,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3676,7 +3863,7 @@ spec:
                                 resource:
                                   description: |-
                                     resource refers to a resource metric (such as those specified in
-                                    requests and limits) known to Kubernetes describing eac
+                                    requests and limits) known to Kubernetes describing...
                                   properties:
                                     name:
                                       description: name is the name of the resource
@@ -3687,10 +3874,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3784,6 +3970,10 @@ spec:
                           Defaults to user specified in image metadata if unspecified.
                         format: int64
                         type: integer
+                      seLinuxChangePolicy:
+                        description: seLinuxChangePolicy defines how the container's
+                          SELinux label is applied to all volumes used by the Pod.
+                        type: string
                       seLinuxOptions:
                         description: The SELinux context to be applied to all containers.
                         properties:
@@ -3822,13 +4012,18 @@ spec:
                         type: object
                       supplementalGroups:
                         description: |-
-                          A list of groups applied to the first process run in each container, in addition
-                          to the container's primary GID, the fsG
+                          A list of groups applied to the first process run in each container, in
+                          addition to the container's primary GID and...
                         items:
                           format: int64
                           type: integer
                         type: array
                         x-kubernetes-list-type: atomic
+                      supplementalGroupsPolicy:
+                        description: |-
+                          Defines how supplemental groups of the first container processes are calculated.
+                          Valid values are "Merge" and "Strict".
+                        type: string
                       sysctls:
                         description: Sysctls hold a list of namespaced sysctls used
                           for the pod.
@@ -3939,7 +4134,7 @@ spec:
                         nodeAffinityPolicy:
                           description: |-
                             NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector
-                            when calculating pod topology spread skew
+                            when calculating pod topology spread...
                           type: string
                         nodeTaintsPolicy:
                           description: |-
@@ -3975,8 +4170,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -4075,7 +4269,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -4094,8 +4288,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -4156,6 +4350,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -4324,7 +4522,7 @@ spec:
                         awsElasticBlockStore:
                           description: |-
                             awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                            kubelet's host machine and then exposed to th
+                            kubelet's host machine and then exposed to...
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -4366,6 +4564,7 @@ spec:
                                 blob storage
                               type: string
                             fsType:
+                              default: ext4
                               description: |-
                                 fsType is Filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -4374,9 +4573,10 @@ spec:
                             kind:
                               description: 'kind expected values are Shared: multiple
                                 blob disks per storage account  Dedicated: single
-                                blob disk per storage accoun'
+                                blob disk per storage...'
                               type: string
                             readOnly:
+                              default: false
                               description: |-
                                 readOnly Defaults to false (read/write). ReadOnly here will force
                                 the ReadOnly setting in VolumeMounts.
@@ -4407,7 +4607,7 @@ spec:
                           type: object
                         cephfs:
                           description: cephFS represents a Ceph FS mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             monitors:
                               description: |-
@@ -4455,7 +4655,7 @@ spec:
                         cinder:
                           description: |-
                             cinder represents a cinder volume attached and mounted on kubelets host machine.
-                            More info: https://examples.k8s.
+                            Deprecated: Cinder is deprecated.
                           properties:
                             fsType:
                               description: |-
@@ -4501,7 +4701,7 @@ spec:
                             items:
                               description: |-
                                 items if unspecified, each key-value pair in the Data field of the referenced
-                                ConfigMap will be projected into the volum
+                                ConfigMap will be projected into the...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -4541,7 +4741,7 @@ spec:
                         csi:
                           description: csi (Container Storage Interface) represents
                             ephemeral storage that is handled by certain external
-                            CSI drivers (Beta fea
+                            CSI drivers.
                           properties:
                             driver:
                               description: driver is the name of the CSI driver that
@@ -4553,7 +4753,7 @@ spec:
                             nodePublishSecretRef:
                               description: |-
                                 nodePublishSecretRef is a reference to the secret object containing
-                                sensitive information to pass to the CSI driver to c
+                                sensitive information to pass to the CSI driver to...
                               properties:
                                 name:
                                   default: ""
@@ -4615,7 +4815,7 @@ spec:
                                   mode:
                                     description: |-
                                       Optional: mode bits used to set permissions on this file, must be an octal value
-                                      between 0000 and 0777 or a decimal valu
+                                      between 0000 and 0777 or a decimal...
                                     format: int32
                                     type: integer
                                   path:
@@ -4864,9 +5064,9 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             wwids:
-                              description: "wwids Optional: FC volume world wide identifiers
-                                (wwids)\nEither wwids or combination of targetWWNs
-                                and lun must be set, "
+                              description: |-
+                                wwids Optional: FC volume world wide identifiers (wwids)
+                                Either wwids or combination of targetWWNs and lun must be set,...
                               items:
                                 type: string
                               type: array
@@ -4901,7 +5101,7 @@ spec:
                             secretRef:
                               description: |-
                                 secretRef is Optional: secretRef is reference to the secret object containing
-                                sensitive information to pass to the plugi
+                                sensitive information to pass to the...
                               properties:
                                 name:
                                   default: ""
@@ -4922,7 +5122,7 @@ spec:
                             datasetName:
                               description: |-
                                 datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                should be considered as depreca
+                                should be considered as...
                               type: string
                             datasetUUID:
                               description: datasetUUID is the UUID of the dataset.
@@ -4932,7 +5132,7 @@ spec:
                         gcePersistentDisk:
                           description: |-
                             gcePersistentDisk represents a GCE Disk resource that is attached to a
-                            kubelet's host machine and then exposed to the po
+                            kubelet's host machine and then exposed to the...
                           properties:
                             fsType:
                               description: fsType is filesystem type of the volume
@@ -4961,7 +5161,7 @@ spec:
                         gitRepo:
                           description: |-
                             gitRepo represents a git repository at a particular revision.
-                            DEPRECATED: GitRepo is deprecated.
+                            Deprecated: GitRepo is deprecated.
                           properties:
                             directory:
                               description: |-
@@ -4979,9 +5179,8 @@ spec:
                           - repository
                           type: object
                         glusterfs:
-                          description: |-
-                            glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: glusterfs represents a Glusterfs mount on the
+                            host that shares a pod's lifetime.
                           properties:
                             endpoints:
                               description: |-
@@ -5021,6 +5220,22 @@ spec:
                           required:
                           - path
                           type: object
+                        image:
+                          description: image represents an OCI object (a container
+                            image or artifact) pulled and mounted on the kubelet's
+                            host machine.
+                          properties:
+                            pullPolicy:
+                              description: |-
+                                Policy for pulling OCI objects. Possible values are:
+                                Always: the kubelet always attempts to pull the reference.
+                              type: string
+                            reference:
+                              description: |-
+                                Required: Image or artifact reference to be used.
+                                Behaves in the same way as pod.spec.containers[*].image.
+                              type: string
+                          type: object
                         iscsi:
                           description: |-
                             iscsi represents an ISCSI Disk resource that is attached to a
@@ -5046,6 +5261,7 @@ spec:
                               description: iqn is the target iSCSI Qualified Name.
                               type: string
                             iscsiInterface:
+                              default: default
                               description: |-
                                 iscsiInterface is the interface Name that uses an iSCSI transport.
                                 Defaults to 'default' (tcp).
@@ -5136,7 +5352,7 @@ spec:
                         photonPersistentDisk:
                           description: photonPersistentDisk represents a PhotonController
                             persistent disk attached and mounted on kubelets host
-                            machine
+                            machine.
                           properties:
                             fsType:
                               description: |-
@@ -5153,7 +5369,7 @@ spec:
                           type: object
                         portworxVolume:
                           description: portworxVolume represents a portworx volume
-                            attached and mounted on kubelets host machine
+                            attached and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -5183,10 +5399,13 @@ spec:
                               format: int32
                               type: integer
                             sources:
-                              description: sources is the list of volume projections
+                              description: |-
+                                sources is the list of volume projections. Each entry in this list
+                                handles one source.
                               items:
-                                description: Projection that may be projected along
-                                  with other supported volume types
+                                description: |-
+                                  Projection that may be projected along with other supported volume types.
+                                  Exactly one of these fields must be set.
                                 properties:
                                   clusterTrustBundle:
                                     description: ClusterTrustBundle allows a pod to
@@ -5266,7 +5485,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          ConfigMap will be projected into the volum
+                                          ConfigMap will be projected into the...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -5337,7 +5556,7 @@ spec:
                                             mode:
                                               description: |-
                                                 Optional: mode bits used to set permissions on this file, must be an octal value
-                                                between 0000 and 0777 or a decimal valu
+                                                between 0000 and 0777 or a decimal...
                                               format: int32
                                               type: integer
                                             path:
@@ -5386,7 +5605,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          Secret will be projected into the volume a
+                                          Secret will be projected into the volume...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -5452,7 +5671,7 @@ spec:
                           type: object
                         quobyte:
                           description: quobyte represents a Quobyte mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             group:
                               description: |-
@@ -5467,12 +5686,12 @@ spec:
                             registry:
                               description: |-
                                 registry represents a single or multiple Quobyte Registry services
-                                specified as a string as host:port pair (multiple ent
+                                specified as a string as host:port pair (multiple...
                               type: string
                             tenant:
                               description: |-
                                 tenant owning the given Quobyte volume in the Backend
-                                Used with dynamically provisioned Quobyte volumes, value is set by
+                                Used with dynamically provisioned Quobyte volumes, value is set...
                               type: string
                             user:
                               description: |-
@@ -5488,9 +5707,8 @@ spec:
                           - volume
                           type: object
                         rbd:
-                          description: |-
-                            rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: rbd represents a Rados Block Device mount on
+                            the host that shares a pod's lifetime.
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -5502,6 +5720,7 @@ spec:
                                 More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                               type: string
                             keyring:
+                              default: /etc/ceph/keyring
                               description: |-
                                 keyring is the path to key ring for RBDUser.
                                 Default is /etc/ceph/keyring.
@@ -5516,6 +5735,7 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             pool:
+                              default: rbd
                               description: |-
                                 pool is the rados pool name.
                                 Default is rbd.
@@ -5543,6 +5763,7 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             user:
+                              default: admin
                               description: |-
                                 user is the rados user name.
                                 Default is admin.
@@ -5557,6 +5778,7 @@ spec:
                             attached and mounted on Kubernetes nodes.
                           properties:
                             fsType:
+                              default: xfs
                               description: |-
                                 fsType is the filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -5594,6 +5816,7 @@ spec:
                                 with Gateway, default false
                               type: boolean
                             storageMode:
+                              default: ThinProvisioned
                               description: storageMode indicates whether the storage
                                 for a volume should be ThickProvisioned or ThinProvisioned.
                               type: string
@@ -5628,7 +5851,7 @@ spec:
                             items:
                               description: |-
                                 items If unspecified, each key-value pair in the Data field of the referenced
-                                Secret will be projected into the volume a
+                                Secret will be projected into the volume...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -5703,7 +5926,7 @@ spec:
                           type: object
                         vsphereVolume:
                           description: vsphereVolume represents a vSphere volume attached
-                            and mounted on kubelets host machine
+                            and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -5898,8 +6121,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -5999,7 +6221,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -6018,8 +6240,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6066,6 +6288,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -6107,7 +6333,7 @@ spec:
                           activeDeadlineSeconds:
                             description: |-
                               Specifies the duration in seconds relative to the startTime that the job
-                              may be continuously active before the system tr
+                              may be continuously active before the system...
                             format: int64
                             type: integer
                           backoffLimit:
@@ -6293,8 +6519,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -6394,7 +6619,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -6413,8 +6638,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6477,6 +6702,73 @@ spec:
                     x-kubernetes-validations:
                     - message: One selection required between init or git.
                       rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                  materialization:
+                    description: |-
+                      Materialization controls feature materialization behavior (batch size, pull strategy).
+                      Written into feature_store.
+                    properties:
+                      extraConfig:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          ExtraConfig passes additional materialization key-value settings inline into
+                          feature_store.yaml.
+                        type: object
+                      onlineWriteBatchSize:
+                        description: |-
+                          Number of rows per batch when writing to the online store during materialization.
+                          Prevents OOM for large feature views.
+                        format: int32
+                        minimum: 1
+                        type: integer
+                    type: object
+                  openlineage:
+                    description: |-
+                      OpenLineage enables OpenLineage data lineage tracking for Feast operations.
+                      Written into feature_store.
+                    properties:
+                      apiKeySecretRef:
+                        description: Reference to a Secret containing the key "api_key"
+                          for lineage server authentication.
+                        properties:
+                          name:
+                            default: ""
+                            description: |-
+                              Name of the referent.
+                              This field is effectively required, but due to backwards compatibility is
+                              allowed to be empty.
+                            type: string
+                        type: object
+                        x-kubernetes-map-type: atomic
+                      enabled:
+                        description: Enable OpenLineage integration.
+                        type: boolean
+                      extraConfig:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          ExtraConfig holds additional OpenLineage key-value settings written inline into
+                          the openlineage block of feature_store.
+                        type: object
+                      transportEndpoint:
+                        description: API endpoint path appended to transportUrl. Defaults
+                          to "api/v1/lineage".
+                        type: string
+                      transportType:
+                        description: Transport type for lineage events.
+                        enum:
+                        - http
+                        - console
+                        - file
+                        - kafka
+                        type: string
+                      transportUrl:
+                        description: URL for HTTP transport (e.g. http://marquez:5000).
+                          Required when transportType is "http".
+                        type: string
+                    required:
+                    - enabled
+                    type: object
                   replicas:
                     default: 1
                     description: |-
@@ -6500,7 +6792,7 @@ spec:
                               preferredDuringSchedulingIgnoredDuringExecution:
                                 description: |-
                                   The scheduler will prefer to schedule pods to nodes that satisfy
-                                  the affinity expressions specified by this field, but i
+                                  the affinity expressions specified by this field, but...
                                 items:
                                   description: |-
                                     An empty preferred scheduling term matches all objects with implicit weight 0
@@ -6587,9 +6879,9 @@ spec:
                                 type: array
                                 x-kubernetes-list-type: atomic
                               requiredDuringSchedulingIgnoredDuringExecution:
-                                description: "If the affinity requirements specified
-                                  by this field are not met at\nscheduling time, the
-                                  pod will not be scheduled onto "
+                                description: |-
+                                  If the affinity requirements specified by this field are not met at
+                                  scheduling time, the pod will not be scheduled onto...
                                 properties:
                                   nodeSelectorTerms:
                                     description: Required. A list of node selector
@@ -6678,7 +6970,7 @@ spec:
                               preferredDuringSchedulingIgnoredDuringExecution:
                                 description: |-
                                   The scheduler will prefer to schedule pods to nodes that satisfy
-                                  the affinity expressions specified by this field, but i
+                                  the affinity expressions specified by this field, but...
                                 items:
                                   description: The weights of all of the matched WeightedPodAffinityTerm
                                     fields are added per-node to find the most preferred
@@ -6806,7 +7098,7 @@ spec:
                                         topologyKey:
                                           description: |-
                                             This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                            the labelSelector in t
+                                            the labelSelector in...
                                           type: string
                                       required:
                                       - topologyKey
@@ -6824,13 +7116,13 @@ spec:
                                 type: array
                                 x-kubernetes-list-type: atomic
                               requiredDuringSchedulingIgnoredDuringExecution:
-                                description: "If the affinity requirements specified
-                                  by this field are not met at\nscheduling time, the
-                                  pod will not be scheduled onto "
+                                description: |-
+                                  If the affinity requirements specified by this field are not met at
+                                  scheduling time, the pod will not be scheduled onto...
                                 items:
-                                  description: "Defines a set of pods (namely those
-                                    matching the labelSelector\nrelative to the given
-                                    namespace(s)) that this pod should "
+                                  description: |-
+                                    Defines a set of pods (namely those matching the labelSelector
+                                    relative to the given namespace(s)) that this pod should...
                                   properties:
                                     labelSelector:
                                       description: |-
@@ -6947,7 +7239,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -6961,9 +7253,9 @@ spec:
                               etc.
                             properties:
                               preferredDuringSchedulingIgnoredDuringExecution:
-                                description: "The scheduler will prefer to schedule
-                                  pods to nodes that satisfy\nthe anti-affinity expressions
-                                  specified by this field, "
+                                description: |-
+                                  The scheduler will prefer to schedule pods to nodes that satisfy
+                                  the anti-affinity expressions specified by this field,...
                                 items:
                                   description: The weights of all of the matched WeightedPodAffinityTerm
                                     fields are added per-node to find the most preferred
@@ -7091,7 +7383,7 @@ spec:
                                         topologyKey:
                                           description: |-
                                             This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                            the labelSelector in t
+                                            the labelSelector in...
                                           type: string
                                       required:
                                       - topologyKey
@@ -7109,13 +7401,13 @@ spec:
                                 type: array
                                 x-kubernetes-list-type: atomic
                               requiredDuringSchedulingIgnoredDuringExecution:
-                                description: "If the anti-affinity requirements specified
-                                  by this field are not met at\nscheduling time, the
-                                  pod will not be scheduled "
+                                description: |-
+                                  If the anti-affinity requirements specified by this field are not met at
+                                  scheduling time, the pod will not be scheduled...
                                 items:
-                                  description: "Defines a set of pods (namely those
-                                    matching the labelSelector\nrelative to the given
-                                    namespace(s)) that this pod should "
+                                  description: |-
+                                    Defines a set of pods (namely those matching the labelSelector
+                                    relative to the given namespace(s)) that this pod should...
                                   properties:
                                     labelSelector:
                                       description: |-
@@ -7232,7 +7524,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -7433,8 +7725,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -7537,7 +7828,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -7556,8 +7847,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -7619,6 +7911,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -7951,8 +8247,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -8055,7 +8350,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -8074,8 +8369,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -8137,6 +8433,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -8296,6 +8596,77 @@ spec:
                                     type: integer
                                 type: object
                             type: object
+                          serving:
+                            description: Serving configures the Feast feature_server
+                              section written into feature_store.yaml for the online
+                              serve pod.
+                            properties:
+                              mcp:
+                                description: Mcp enables MCP (Model Context Protocol)
+                                  server support. When set, feature server type is
+                                  "mcp".
+                                properties:
+                                  enabled:
+                                    description: Enable the MCP server.
+                                    type: boolean
+                                  serverName:
+                                    description: MCP server name for identification.
+                                      Defaults to "feast-mcp-server".
+                                    type: string
+                                  serverVersion:
+                                    description: MCP server version string. Defaults
+                                      to "1.0.0".
+                                    type: string
+                                  transport:
+                                    description: MCP transport protocol.
+                                    enum:
+                                    - sse
+                                    - http
+                                    type: string
+                                required:
+                                - enabled
+                                type: object
+                              metrics:
+                                description: |-
+                                  Metrics configures per-category Prometheus metrics for the feature server.
+                                  Coexists with the server.
+                                properties:
+                                  categories:
+                                    additionalProperties:
+                                      type: boolean
+                                    description: Categories selectively enables or
+                                      disables individual Feast metric categories.
+                                    type: object
+                                  enabled:
+                                    description: Enable the Prometheus metrics endpoint
+                                      on port 8000.
+                                    type: boolean
+                                required:
+                                - enabled
+                                type: object
+                              offlinePushBatching:
+                                description: OfflinePushBatching batches writes to
+                                  the offline store via the /push endpoint.
+                                properties:
+                                  batchIntervalSeconds:
+                                    description: Seconds between batch flushes to
+                                      the offline store.
+                                    format: int32
+                                    minimum: 1
+                                    type: integer
+                                  batchSize:
+                                    description: Maximum number of rows per offline
+                                      write batch.
+                                    format: int32
+                                    minimum: 1
+                                    type: integer
+                                  enabled:
+                                    description: Enable offline push batching.
+                                    type: boolean
+                                required:
+                                - enabled
+                                type: object
+                            type: object
                         type: object
                       podAnnotations:
                         additionalProperties:
@@ -8521,8 +8892,7 @@ spec:
                                         value:
                                           description: |-
                                             Variable references $(VAR_NAME) are expanded
-                                            using the previously defined environment variables in the container and
-                                            any
+                                            using the previously defined environment variables in the container and...
                                           type: string
                                         valueFrom:
                                           description: Source for the environment
@@ -8627,7 +8997,7 @@ spec:
                                   envFrom:
                                     items:
                                       description: EnvFromSource represents the source
-                                        of a set of ConfigMaps
+                                        of a set of ConfigMaps or Secrets
                                       properties:
                                         configMapRef:
                                           description: The ConfigMap to select from
@@ -8646,9 +9016,9 @@ spec:
                                           type: object
                                           x-kubernetes-map-type: atomic
                                         prefix:
-                                          description: An optional identifier to prepend
-                                            to each key in the ConfigMap. Must be
-                                            a C_IDENTIFIER.
+                                          description: Optional text to prepend to
+                                            the name of each environment variable.
+                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -8689,6 +9059,31 @@ spec:
                                     - error
                                     - critical
                                     type: string
+                                  mcp:
+                                    description: |-
+                                      Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                      Requires restAPI to be true.
+                                    properties:
+                                      enabled:
+                                        description: Enable the MCP server.
+                                        type: boolean
+                                      serverName:
+                                        description: MCP server name for identification.
+                                          Defaults to "feast-mcp-server".
+                                        type: string
+                                      serverVersion:
+                                        description: MCP server version string. Defaults
+                                          to "1.0.0".
+                                        type: string
+                                      transport:
+                                        description: MCP transport protocol.
+                                        enum:
+                                        - sse
+                                        - http
+                                        type: string
+                                    required:
+                                    - enabled
+                                    type: object
                                   metrics:
                                     description: Metrics exposes Prometheus-compatible
                                       metrics for the Feast server when enabled.
@@ -8714,6 +9109,10 @@ spec:
                                                 Name must match the name of one entry in pod.spec.resourceClaims of
                                                 the Pod where this field is used.
                                               type: string
+                                            request:
+                                              description: Request is the name chosen
+                                                for a request in the referenced claim.
+                                              type: string
                                           required:
                                           - name
                                           type: object
@@ -8885,6 +9284,9 @@ spec:
                                     true
                                   rule: self.restAPI == true || self.grpc == true
                                     || !has(self.grpc)
+                                - message: MCP requires restAPI to be true
+                                  rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                    && self.restAPI == true)'
                             type: object
                           remote:
                             description: RemoteRegistryConfig points to a remote feast
@@ -9004,9 +9406,18 @@ spec:
                                       stabilizationWindowSeconds:
                                         description: |-
                                           stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                          considered while scaling up
+                                          considered while scaling...
                                         format: int32
                                         type: integer
+                                      tolerance:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        description: |-
+                                          tolerance is the tolerance on the ratio between the current and desired
+                                          metric value under which no updates are made to...
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
                                     type: object
                                   scaleUp:
                                     description: scaleUp is scaling policy for scaling
@@ -9052,9 +9463,18 @@ spec:
                                       stabilizationWindowSeconds:
                                         description: |-
                                           stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                          considered while scaling up
+                                          considered while scaling...
                                         format: int32
                                         type: integer
+                                      tolerance:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        description: |-
+                                          tolerance is the tolerance on the ratio between the current and desired
+                                          metric value under which no updates are made to...
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
                                     type: object
                                 type: object
                               maxReplicas:
@@ -9069,12 +9489,12 @@ spec:
                                 items:
                                   description: |-
                                     MetricSpec specifies how to scale based on a single metric
-                                    (only `type` and one other matching field should be set at on
+                                    (only `type` and one other matching field should be set at...
                                   properties:
                                     containerResource:
                                       description: |-
                                         containerResource refers to a resource metric (such as those specified in
-                                        requests and limits) known to Kubernetes descr
+                                        requests and limits) known to Kubernetes...
                                       properties:
                                         container:
                                           description: container is the name of the
@@ -9089,10 +9509,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9139,10 +9558,9 @@ spec:
                                                 given metric
                                               type: string
                                             selector:
-                                              description: "selector is the string-encoded
-                                                form of a standard kubernetes label
-                                                selector for the given metric\nWhen
-                                                set, it is passed "
+                                              description: |-
+                                                selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                                When set, it is passed...
                                               properties:
                                                 matchExpressions:
                                                   description: matchExpressions is
@@ -9193,10 +9611,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9263,10 +9680,9 @@ spec:
                                                 given metric
                                               type: string
                                             selector:
-                                              description: "selector is the string-encoded
-                                                form of a standard kubernetes label
-                                                selector for the given metric\nWhen
-                                                set, it is passed "
+                                              description: |-
+                                                selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                                When set, it is passed...
                                               properties:
                                                 matchExpressions:
                                                   description: matchExpressions is
@@ -9317,10 +9733,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9356,7 +9771,7 @@ spec:
                                     pods:
                                       description: |-
                                         pods refers to a metric describing each pod in the current scale target
-                                        (for example, transactions-processed-per-second)
+                                        (for example,...
                                       properties:
                                         metric:
                                           description: metric identifies the target
@@ -9367,10 +9782,9 @@ spec:
                                                 given metric
                                               type: string
                                             selector:
-                                              description: "selector is the string-encoded
-                                                form of a standard kubernetes label
-                                                selector for the given metric\nWhen
-                                                set, it is passed "
+                                              description: |-
+                                                selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                                When set, it is passed...
                                               properties:
                                                 matchExpressions:
                                                   description: matchExpressions is
@@ -9421,10 +9835,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9459,7 +9872,7 @@ spec:
                                     resource:
                                       description: |-
                                         resource refers to a resource metric (such as those specified in
-                                        requests and limits) known to Kubernetes describing eac
+                                        requests and limits) known to Kubernetes describing...
                                       properties:
                                         name:
                                           description: name is the name of the resource
@@ -9470,10 +9883,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9567,6 +9979,11 @@ spec:
                               Defaults to user specified in image metadata if unspecified.
                             format: int64
                             type: integer
+                          seLinuxChangePolicy:
+                            description: seLinuxChangePolicy defines how the container's
+                              SELinux label is applied to all volumes used by the
+                              Pod.
+                            type: string
                           seLinuxOptions:
                             description: The SELinux context to be applied to all
                               containers.
@@ -9606,13 +10023,18 @@ spec:
                             type: object
                           supplementalGroups:
                             description: |-
-                              A list of groups applied to the first process run in each container, in addition
-                              to the container's primary GID, the fsG
+                              A list of groups applied to the first process run in each container, in
+                              addition to the container's primary GID and...
                             items:
                               format: int64
                               type: integer
                             type: array
                             x-kubernetes-list-type: atomic
+                          supplementalGroupsPolicy:
+                            description: |-
+                              Defines how supplemental groups of the first container processes are calculated.
+                              Valid values are "Merge" and "Strict".
+                            type: string
                           sysctls:
                             description: Sysctls hold a list of namespaced sysctls
                               used for the pod.
@@ -9726,7 +10148,7 @@ spec:
                             nodeAffinityPolicy:
                               description: |-
                                 NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector
-                                when calculating pod topology spread skew
+                                when calculating pod topology spread...
                               type: string
                             nodeTaintsPolicy:
                               description: |-
@@ -9762,8 +10184,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -9863,7 +10284,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -9882,8 +10303,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -9945,6 +10366,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -10113,7 +10538,7 @@ spec:
                             awsElasticBlockStore:
                               description: |-
                                 awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                                kubelet's host machine and then exposed to th
+                                kubelet's host machine and then exposed to...
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -10155,6 +10580,7 @@ spec:
                                     the blob storage
                                   type: string
                                 fsType:
+                                  default: ext4
                                   description: |-
                                     fsType is Filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -10163,9 +10589,10 @@ spec:
                                 kind:
                                   description: 'kind expected values are Shared: multiple
                                     blob disks per storage account  Dedicated: single
-                                    blob disk per storage accoun'
+                                    blob disk per storage...'
                                   type: string
                                 readOnly:
+                                  default: false
                                   description: |-
                                     readOnly Defaults to false (read/write). ReadOnly here will force
                                     the ReadOnly setting in VolumeMounts.
@@ -10196,7 +10623,7 @@ spec:
                               type: object
                             cephfs:
                               description: cephFS represents a Ceph FS mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 monitors:
                                   description: |-
@@ -10245,7 +10672,7 @@ spec:
                             cinder:
                               description: |-
                                 cinder represents a cinder volume attached and mounted on kubelets host machine.
-                                More info: https://examples.k8s.
+                                Deprecated: Cinder is deprecated.
                               properties:
                                 fsType:
                                   description: |-
@@ -10291,7 +10718,7 @@ spec:
                                 items:
                                   description: |-
                                     items if unspecified, each key-value pair in the Data field of the referenced
-                                    ConfigMap will be projected into the volum
+                                    ConfigMap will be projected into the...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -10331,7 +10758,7 @@ spec:
                             csi:
                               description: csi (Container Storage Interface) represents
                                 ephemeral storage that is handled by certain external
-                                CSI drivers (Beta fea
+                                CSI drivers.
                               properties:
                                 driver:
                                   description: driver is the name of the CSI driver
@@ -10344,7 +10771,7 @@ spec:
                                 nodePublishSecretRef:
                                   description: |-
                                     nodePublishSecretRef is a reference to the secret object containing
-                                    sensitive information to pass to the CSI driver to c
+                                    sensitive information to pass to the CSI driver to...
                                   properties:
                                     name:
                                       default: ""
@@ -10408,7 +10835,7 @@ spec:
                                       mode:
                                         description: |-
                                           Optional: mode bits used to set permissions on this file, must be an octal value
-                                          between 0000 and 0777 or a decimal valu
+                                          between 0000 and 0777 or a decimal...
                                         format: int32
                                         type: integer
                                       path:
@@ -10660,9 +11087,9 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 wwids:
-                                  description: "wwids Optional: FC volume world wide
-                                    identifiers (wwids)\nEither wwids or combination
-                                    of targetWWNs and lun must be set, "
+                                  description: |-
+                                    wwids Optional: FC volume world wide identifiers (wwids)
+                                    Either wwids or combination of targetWWNs and lun must be set,...
                                   items:
                                     type: string
                                   type: array
@@ -10697,7 +11124,7 @@ spec:
                                 secretRef:
                                   description: |-
                                     secretRef is Optional: secretRef is reference to the secret object containing
-                                    sensitive information to pass to the plugi
+                                    sensitive information to pass to the...
                                   properties:
                                     name:
                                       default: ""
@@ -10718,7 +11145,7 @@ spec:
                                 datasetName:
                                   description: |-
                                     datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                    should be considered as depreca
+                                    should be considered as...
                                   type: string
                                 datasetUUID:
                                   description: datasetUUID is the UUID of the dataset.
@@ -10728,7 +11155,7 @@ spec:
                             gcePersistentDisk:
                               description: |-
                                 gcePersistentDisk represents a GCE Disk resource that is attached to a
-                                kubelet's host machine and then exposed to the po
+                                kubelet's host machine and then exposed to the...
                               properties:
                                 fsType:
                                   description: fsType is filesystem type of the volume
@@ -10757,7 +11184,7 @@ spec:
                             gitRepo:
                               description: |-
                                 gitRepo represents a git repository at a particular revision.
-                                DEPRECATED: GitRepo is deprecated.
+                                Deprecated: GitRepo is deprecated.
                               properties:
                                 directory:
                                   description: |-
@@ -10775,9 +11202,8 @@ spec:
                               - repository
                               type: object
                             glusterfs:
-                              description: |-
-                                glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: glusterfs represents a Glusterfs mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
                                   description: |-
@@ -10817,6 +11243,22 @@ spec:
                               required:
                               - path
                               type: object
+                            image:
+                              description: image represents an OCI object (a container
+                                image or artifact) pulled and mounted on the kubelet's
+                                host machine.
+                              properties:
+                                pullPolicy:
+                                  description: |-
+                                    Policy for pulling OCI objects. Possible values are:
+                                    Always: the kubelet always attempts to pull the reference.
+                                  type: string
+                                reference:
+                                  description: |-
+                                    Required: Image or artifact reference to be used.
+                                    Behaves in the same way as pod.spec.containers[*].image.
+                                  type: string
+                              type: object
                             iscsi:
                               description: |-
                                 iscsi represents an ISCSI Disk resource that is attached to a
@@ -10842,6 +11284,7 @@ spec:
                                   description: iqn is the target iSCSI Qualified Name.
                                   type: string
                                 iscsiInterface:
+                                  default: default
                                   description: |-
                                     iscsiInterface is the interface Name that uses an iSCSI transport.
                                     Defaults to 'default' (tcp).
@@ -10933,7 +11376,7 @@ spec:
                             photonPersistentDisk:
                               description: photonPersistentDisk represents a PhotonController
                                 persistent disk attached and mounted on kubelets host
-                                machine
+                                machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -10950,7 +11393,7 @@ spec:
                               type: object
                             portworxVolume:
                               description: portworxVolume represents a portworx volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -10980,10 +11423,13 @@ spec:
                                   format: int32
                                   type: integer
                                 sources:
-                                  description: sources is the list of volume projections
+                                  description: |-
+                                    sources is the list of volume projections. Each entry in this list
+                                    handles one source.
                                   items:
-                                    description: Projection that may be projected
-                                      along with other supported volume types
+                                    description: |-
+                                      Projection that may be projected along with other supported volume types.
+                                      Exactly one of these fields must be set.
                                     properties:
                                       clusterTrustBundle:
                                         description: ClusterTrustBundle allows a pod
@@ -11064,7 +11510,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              ConfigMap will be projected into the volum
+                                              ConfigMap will be projected into the...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -11137,7 +11583,7 @@ spec:
                                                 mode:
                                                   description: |-
                                                     Optional: mode bits used to set permissions on this file, must be an octal value
-                                                    between 0000 and 0777 or a decimal valu
+                                                    between 0000 and 0777 or a decimal...
                                                   format: int32
                                                   type: integer
                                                 path:
@@ -11186,7 +11632,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              Secret will be projected into the volume a
+                                              Secret will be projected into the volume...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -11252,7 +11698,7 @@ spec:
                               type: object
                             quobyte:
                               description: quobyte represents a Quobyte mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 group:
                                   description: |-
@@ -11267,12 +11713,12 @@ spec:
                                 registry:
                                   description: |-
                                     registry represents a single or multiple Quobyte Registry services
-                                    specified as a string as host:port pair (multiple ent
+                                    specified as a string as host:port pair (multiple...
                                   type: string
                                 tenant:
                                   description: |-
                                     tenant owning the given Quobyte volume in the Backend
-                                    Used with dynamically provisioned Quobyte volumes, value is set by
+                                    Used with dynamically provisioned Quobyte volumes, value is set...
                                   type: string
                                 user:
                                   description: |-
@@ -11288,9 +11734,8 @@ spec:
                               - volume
                               type: object
                             rbd:
-                              description: |-
-                                rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: rbd represents a Rados Block Device mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -11302,6 +11747,7 @@ spec:
                                     More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                                   type: string
                                 keyring:
+                                  default: /etc/ceph/keyring
                                   description: |-
                                     keyring is the path to key ring for RBDUser.
                                     Default is /etc/ceph/keyring.
@@ -11316,6 +11762,7 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 pool:
+                                  default: rbd
                                   description: |-
                                     pool is the rados pool name.
                                     Default is rbd.
@@ -11343,6 +11790,7 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 user:
+                                  default: admin
                                   description: |-
                                     user is the rados user name.
                                     Default is admin.
@@ -11357,6 +11805,7 @@ spec:
                                 volume attached and mounted on Kubernetes nodes.
                               properties:
                                 fsType:
+                                  default: xfs
                                   description: |-
                                     fsType is the filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -11394,6 +11843,7 @@ spec:
                                     communication with Gateway, default false
                                   type: boolean
                                 storageMode:
+                                  default: ThinProvisioned
                                   description: storageMode indicates whether the storage
                                     for a volume should be ThickProvisioned or ThinProvisioned.
                                   type: string
@@ -11428,7 +11878,7 @@ spec:
                                 items:
                                   description: |-
                                     items If unspecified, each key-value pair in the Data field of the referenced
-                                    Secret will be projected into the volume a
+                                    Secret will be projected into the volume...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -11503,7 +11953,7 @@ spec:
                               type: object
                             vsphereVolume:
                               description: vsphereVolume represents a vSphere volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -11608,10 +12058,7 @@ spec:
                       - Unknown
                       type: string
                     type:
-                      description: |-
-                        type of condition in CamelCase or in foo.example.com/CamelCase.
-                        ---
-                        Many .condition.
+                      description: type of condition in CamelCase or in foo.example.com/CamelCase.
                       maxLength: 316
                       pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$
                       type: string
@@ -11782,8 +12229,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -11882,7 +12328,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -11901,8 +12347,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -11948,6 +12394,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -11989,7 +12439,7 @@ spec:
                       activeDeadlineSeconds:
                         description: |-
                           Specifies the duration in seconds relative to the startTime that the job
-                          may be continuously active before the system tr
+                          may be continuously active before the system...
                         format: int64
                         type: integer
                       backoffLimit:
@@ -12172,8 +12622,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -12272,7 +12721,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -12291,8 +12740,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -12546,8 +12995,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -12647,7 +13095,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -12666,8 +13114,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -12729,6 +13177,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -13056,8 +13508,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -13157,7 +13608,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -13176,8 +13627,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -13239,6 +13690,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -13584,8 +14039,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -13688,7 +14142,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -13707,8 +14161,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -13774,6 +14229,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -14044,6 +14503,10 @@ spec:
                           Defaults to user specified in image metadata if unspecified.
                         format: int64
                         type: integer
+                      seLinuxChangePolicy:
+                        description: seLinuxChangePolicy defines how the container's
+                          SELinux label is applied to all volumes used by the Pod.
+                        type: string
                       seLinuxOptions:
                         description: The SELinux context to be applied to all containers.
                         properties:
@@ -14082,13 +14545,18 @@ spec:
                         type: object
                       supplementalGroups:
                         description: |-
-                          A list of groups applied to the first process run in each container, in addition
-                          to the container's primary GID, the fsG
+                          A list of groups applied to the first process run in each container, in
+                          addition to the container's primary GID and...
                         items:
                           format: int64
                           type: integer
                         type: array
                         x-kubernetes-list-type: atomic
+                      supplementalGroupsPolicy:
+                        description: |-
+                          Defines how supplemental groups of the first container processes are calculated.
+                          Valid values are "Merge" and "Strict".
+                        type: string
                       sysctls:
                         description: Sysctls hold a list of namespaced sysctls used
                           for the pod.
@@ -14145,8 +14613,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -14245,7 +14712,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -14264,8 +14731,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -14326,6 +14793,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -14494,7 +14965,7 @@ spec:
                         awsElasticBlockStore:
                           description: |-
                             awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                            kubelet's host machine and then exposed to th
+                            kubelet's host machine and then exposed to...
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -14536,6 +15007,7 @@ spec:
                                 blob storage
                               type: string
                             fsType:
+                              default: ext4
                               description: |-
                                 fsType is Filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -14544,9 +15016,10 @@ spec:
                             kind:
                               description: 'kind expected values are Shared: multiple
                                 blob disks per storage account  Dedicated: single
-                                blob disk per storage accoun'
+                                blob disk per storage...'
                               type: string
                             readOnly:
+                              default: false
                               description: |-
                                 readOnly Defaults to false (read/write). ReadOnly here will force
                                 the ReadOnly setting in VolumeMounts.
@@ -14577,7 +15050,7 @@ spec:
                           type: object
                         cephfs:
                           description: cephFS represents a Ceph FS mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             monitors:
                               description: |-
@@ -14625,7 +15098,7 @@ spec:
                         cinder:
                           description: |-
                             cinder represents a cinder volume attached and mounted on kubelets host machine.
-                            More info: https://examples.k8s.
+                            Deprecated: Cinder is deprecated.
                           properties:
                             fsType:
                               description: |-
@@ -14671,7 +15144,7 @@ spec:
                             items:
                               description: |-
                                 items if unspecified, each key-value pair in the Data field of the referenced
-                                ConfigMap will be projected into the volum
+                                ConfigMap will be projected into the...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -14711,7 +15184,7 @@ spec:
                         csi:
                           description: csi (Container Storage Interface) represents
                             ephemeral storage that is handled by certain external
-                            CSI drivers (Beta fea
+                            CSI drivers.
                           properties:
                             driver:
                               description: driver is the name of the CSI driver that
@@ -14723,7 +15196,7 @@ spec:
                             nodePublishSecretRef:
                               description: |-
                                 nodePublishSecretRef is a reference to the secret object containing
-                                sensitive information to pass to the CSI driver to c
+                                sensitive information to pass to the CSI driver to...
                               properties:
                                 name:
                                   default: ""
@@ -14785,7 +15258,7 @@ spec:
                                   mode:
                                     description: |-
                                       Optional: mode bits used to set permissions on this file, must be an octal value
-                                      between 0000 and 0777 or a decimal valu
+                                      between 0000 and 0777 or a decimal...
                                     format: int32
                                     type: integer
                                   path:
@@ -15034,9 +15507,9 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             wwids:
-                              description: "wwids Optional: FC volume world wide identifiers
-                                (wwids)\nEither wwids or combination of targetWWNs
-                                and lun must be set, "
+                              description: |-
+                                wwids Optional: FC volume world wide identifiers (wwids)
+                                Either wwids or combination of targetWWNs and lun must be set,...
                               items:
                                 type: string
                               type: array
@@ -15071,7 +15544,7 @@ spec:
                             secretRef:
                               description: |-
                                 secretRef is Optional: secretRef is reference to the secret object containing
-                                sensitive information to pass to the plugi
+                                sensitive information to pass to the...
                               properties:
                                 name:
                                   default: ""
@@ -15092,7 +15565,7 @@ spec:
                             datasetName:
                               description: |-
                                 datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                should be considered as depreca
+                                should be considered as...
                               type: string
                             datasetUUID:
                               description: datasetUUID is the UUID of the dataset.
@@ -15102,7 +15575,7 @@ spec:
                         gcePersistentDisk:
                           description: |-
                             gcePersistentDisk represents a GCE Disk resource that is attached to a
-                            kubelet's host machine and then exposed to the po
+                            kubelet's host machine and then exposed to the...
                           properties:
                             fsType:
                               description: fsType is filesystem type of the volume
@@ -15131,7 +15604,7 @@ spec:
                         gitRepo:
                           description: |-
                             gitRepo represents a git repository at a particular revision.
-                            DEPRECATED: GitRepo is deprecated.
+                            Deprecated: GitRepo is deprecated.
                           properties:
                             directory:
                               description: |-
@@ -15149,9 +15622,8 @@ spec:
                           - repository
                           type: object
                         glusterfs:
-                          description: |-
-                            glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: glusterfs represents a Glusterfs mount on the
+                            host that shares a pod's lifetime.
                           properties:
                             endpoints:
                               description: |-
@@ -15191,6 +15663,22 @@ spec:
                           required:
                           - path
                           type: object
+                        image:
+                          description: image represents an OCI object (a container
+                            image or artifact) pulled and mounted on the kubelet's
+                            host machine.
+                          properties:
+                            pullPolicy:
+                              description: |-
+                                Policy for pulling OCI objects. Possible values are:
+                                Always: the kubelet always attempts to pull the reference.
+                              type: string
+                            reference:
+                              description: |-
+                                Required: Image or artifact reference to be used.
+                                Behaves in the same way as pod.spec.containers[*].image.
+                              type: string
+                          type: object
                         iscsi:
                           description: |-
                             iscsi represents an ISCSI Disk resource that is attached to a
@@ -15216,6 +15704,7 @@ spec:
                               description: iqn is the target iSCSI Qualified Name.
                               type: string
                             iscsiInterface:
+                              default: default
                               description: |-
                                 iscsiInterface is the interface Name that uses an iSCSI transport.
                                 Defaults to 'default' (tcp).
@@ -15306,7 +15795,7 @@ spec:
                         photonPersistentDisk:
                           description: photonPersistentDisk represents a PhotonController
                             persistent disk attached and mounted on kubelets host
-                            machine
+                            machine.
                           properties:
                             fsType:
                               description: |-
@@ -15323,7 +15812,7 @@ spec:
                           type: object
                         portworxVolume:
                           description: portworxVolume represents a portworx volume
-                            attached and mounted on kubelets host machine
+                            attached and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -15353,10 +15842,13 @@ spec:
                               format: int32
                               type: integer
                             sources:
-                              description: sources is the list of volume projections
+                              description: |-
+                                sources is the list of volume projections. Each entry in this list
+                                handles one source.
                               items:
-                                description: Projection that may be projected along
-                                  with other supported volume types
+                                description: |-
+                                  Projection that may be projected along with other supported volume types.
+                                  Exactly one of these fields must be set.
                                 properties:
                                   clusterTrustBundle:
                                     description: ClusterTrustBundle allows a pod to
@@ -15436,7 +15928,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          ConfigMap will be projected into the volum
+                                          ConfigMap will be projected into the...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -15507,7 +15999,7 @@ spec:
                                             mode:
                                               description: |-
                                                 Optional: mode bits used to set permissions on this file, must be an octal value
-                                                between 0000 and 0777 or a decimal valu
+                                                between 0000 and 0777 or a decimal...
                                               format: int32
                                               type: integer
                                             path:
@@ -15556,7 +16048,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          Secret will be projected into the volume a
+                                          Secret will be projected into the volume...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -15622,7 +16114,7 @@ spec:
                           type: object
                         quobyte:
                           description: quobyte represents a Quobyte mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             group:
                               description: |-
@@ -15637,12 +16129,12 @@ spec:
                             registry:
                               description: |-
                                 registry represents a single or multiple Quobyte Registry services
-                                specified as a string as host:port pair (multiple ent
+                                specified as a string as host:port pair (multiple...
                               type: string
                             tenant:
                               description: |-
                                 tenant owning the given Quobyte volume in the Backend
-                                Used with dynamically provisioned Quobyte volumes, value is set by
+                                Used with dynamically provisioned Quobyte volumes, value is set...
                               type: string
                             user:
                               description: |-
@@ -15658,9 +16150,8 @@ spec:
                           - volume
                           type: object
                         rbd:
-                          description: |-
-                            rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: rbd represents a Rados Block Device mount on
+                            the host that shares a pod's lifetime.
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -15672,6 +16163,7 @@ spec:
                                 More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                               type: string
                             keyring:
+                              default: /etc/ceph/keyring
                               description: |-
                                 keyring is the path to key ring for RBDUser.
                                 Default is /etc/ceph/keyring.
@@ -15686,6 +16178,7 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             pool:
+                              default: rbd
                               description: |-
                                 pool is the rados pool name.
                                 Default is rbd.
@@ -15713,6 +16206,7 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             user:
+                              default: admin
                               description: |-
                                 user is the rados user name.
                                 Default is admin.
@@ -15727,6 +16221,7 @@ spec:
                             attached and mounted on Kubernetes nodes.
                           properties:
                             fsType:
+                              default: xfs
                               description: |-
                                 fsType is the filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -15764,6 +16259,7 @@ spec:
                                 with Gateway, default false
                               type: boolean
                             storageMode:
+                              default: ThinProvisioned
                               description: storageMode indicates whether the storage
                                 for a volume should be ThickProvisioned or ThinProvisioned.
                               type: string
@@ -15798,7 +16294,7 @@ spec:
                             items:
                               description: |-
                                 items If unspecified, each key-value pair in the Data field of the referenced
-                                Secret will be projected into the volume a
+                                Secret will be projected into the volume...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -15873,7 +16369,7 @@ spec:
                           type: object
                         vsphereVolume:
                           description: vsphereVolume represents a vSphere volume attached
-                            and mounted on kubelets host machine
+                            and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -15989,8 +16485,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -16090,7 +16585,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -16109,8 +16604,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -16157,6 +16652,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -16198,7 +16697,7 @@ spec:
                           activeDeadlineSeconds:
                             description: |-
                               Specifies the duration in seconds relative to the startTime that the job
-                              may be continuously active before the system tr
+                              may be continuously active before the system...
                             format: int64
                             type: integer
                           backoffLimit:
@@ -16384,8 +16883,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -16485,7 +16983,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -16504,8 +17002,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -16763,8 +17261,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -16867,7 +17364,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -16886,8 +17383,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -16949,6 +17447,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -17281,8 +17783,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -17385,7 +17886,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -17404,8 +17905,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -17467,6 +17969,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -17821,8 +18327,7 @@ spec:
                                         value:
                                           description: |-
                                             Variable references $(VAR_NAME) are expanded
-                                            using the previously defined environment variables in the container and
-                                            any
+                                            using the previously defined environment variables in the container and...
                                           type: string
                                         valueFrom:
                                           description: Source for the environment
@@ -17927,7 +18432,7 @@ spec:
                                   envFrom:
                                     items:
                                       description: EnvFromSource represents the source
-                                        of a set of ConfigMaps
+                                        of a set of ConfigMaps or Secrets
                                       properties:
                                         configMapRef:
                                           description: The ConfigMap to select from
@@ -17946,9 +18451,9 @@ spec:
                                           type: object
                                           x-kubernetes-map-type: atomic
                                         prefix:
-                                          description: An optional identifier to prepend
-                                            to each key in the ConfigMap. Must be
-                                            a C_IDENTIFIER.
+                                          description: Optional text to prepend to
+                                            the name of each environment variable.
+                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -18014,6 +18519,10 @@ spec:
                                                 Name must match the name of one entry in pod.spec.resourceClaims of
                                                 the Pod where this field is used.
                                               type: string
+                                            request:
+                                              description: Request is the name chosen
+                                                for a request in the referenced claim.
+                                              type: string
                                           required:
                                           - name
                                           type: object
@@ -18292,6 +18801,11 @@ spec:
                               Defaults to user specified in image metadata if unspecified.
                             format: int64
                             type: integer
+                          seLinuxChangePolicy:
+                            description: seLinuxChangePolicy defines how the container's
+                              SELinux label is applied to all volumes used by the
+                              Pod.
+                            type: string
                           seLinuxOptions:
                             description: The SELinux context to be applied to all
                               containers.
@@ -18331,13 +18845,18 @@ spec:
                             type: object
                           supplementalGroups:
                             description: |-
-                              A list of groups applied to the first process run in each container, in addition
-                              to the container's primary GID, the fsG
+                              A list of groups applied to the first process run in each container, in
+                              addition to the container's primary GID and...
                             items:
                               format: int64
                               type: integer
                             type: array
                             x-kubernetes-list-type: atomic
+                          supplementalGroupsPolicy:
+                            description: |-
+                              Defines how supplemental groups of the first container processes are calculated.
+                              Valid values are "Merge" and "Strict".
+                            type: string
                           sysctls:
                             description: Sysctls hold a list of namespaced sysctls
                               used for the pod.
@@ -18395,8 +18914,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -18496,7 +19014,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -18515,8 +19033,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -18578,6 +19096,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -18746,7 +19268,7 @@ spec:
                             awsElasticBlockStore:
                               description: |-
                                 awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                                kubelet's host machine and then exposed to th
+                                kubelet's host machine and then exposed to...
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -18788,6 +19310,7 @@ spec:
                                     the blob storage
                                   type: string
                                 fsType:
+                                  default: ext4
                                   description: |-
                                     fsType is Filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -18796,9 +19319,10 @@ spec:
                                 kind:
                                   description: 'kind expected values are Shared: multiple
                                     blob disks per storage account  Dedicated: single
-                                    blob disk per storage accoun'
+                                    blob disk per storage...'
                                   type: string
                                 readOnly:
+                                  default: false
                                   description: |-
                                     readOnly Defaults to false (read/write). ReadOnly here will force
                                     the ReadOnly setting in VolumeMounts.
@@ -18829,7 +19353,7 @@ spec:
                               type: object
                             cephfs:
                               description: cephFS represents a Ceph FS mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 monitors:
                                   description: |-
@@ -18878,7 +19402,7 @@ spec:
                             cinder:
                               description: |-
                                 cinder represents a cinder volume attached and mounted on kubelets host machine.
-                                More info: https://examples.k8s.
+                                Deprecated: Cinder is deprecated.
                               properties:
                                 fsType:
                                   description: |-
@@ -18924,7 +19448,7 @@ spec:
                                 items:
                                   description: |-
                                     items if unspecified, each key-value pair in the Data field of the referenced
-                                    ConfigMap will be projected into the volum
+                                    ConfigMap will be projected into the...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -18964,7 +19488,7 @@ spec:
                             csi:
                               description: csi (Container Storage Interface) represents
                                 ephemeral storage that is handled by certain external
-                                CSI drivers (Beta fea
+                                CSI drivers.
                               properties:
                                 driver:
                                   description: driver is the name of the CSI driver
@@ -18977,7 +19501,7 @@ spec:
                                 nodePublishSecretRef:
                                   description: |-
                                     nodePublishSecretRef is a reference to the secret object containing
-                                    sensitive information to pass to the CSI driver to c
+                                    sensitive information to pass to the CSI driver to...
                                   properties:
                                     name:
                                       default: ""
@@ -19041,7 +19565,7 @@ spec:
                                       mode:
                                         description: |-
                                           Optional: mode bits used to set permissions on this file, must be an octal value
-                                          between 0000 and 0777 or a decimal valu
+                                          between 0000 and 0777 or a decimal...
                                         format: int32
                                         type: integer
                                       path:
@@ -19293,9 +19817,9 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 wwids:
-                                  description: "wwids Optional: FC volume world wide
-                                    identifiers (wwids)\nEither wwids or combination
-                                    of targetWWNs and lun must be set, "
+                                  description: |-
+                                    wwids Optional: FC volume world wide identifiers (wwids)
+                                    Either wwids or combination of targetWWNs and lun must be set,...
                                   items:
                                     type: string
                                   type: array
@@ -19330,7 +19854,7 @@ spec:
                                 secretRef:
                                   description: |-
                                     secretRef is Optional: secretRef is reference to the secret object containing
-                                    sensitive information to pass to the plugi
+                                    sensitive information to pass to the...
                                   properties:
                                     name:
                                       default: ""
@@ -19351,7 +19875,7 @@ spec:
                                 datasetName:
                                   description: |-
                                     datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                    should be considered as depreca
+                                    should be considered as...
                                   type: string
                                 datasetUUID:
                                   description: datasetUUID is the UUID of the dataset.
@@ -19361,7 +19885,7 @@ spec:
                             gcePersistentDisk:
                               description: |-
                                 gcePersistentDisk represents a GCE Disk resource that is attached to a
-                                kubelet's host machine and then exposed to the po
+                                kubelet's host machine and then exposed to the...
                               properties:
                                 fsType:
                                   description: fsType is filesystem type of the volume
@@ -19390,7 +19914,7 @@ spec:
                             gitRepo:
                               description: |-
                                 gitRepo represents a git repository at a particular revision.
-                                DEPRECATED: GitRepo is deprecated.
+                                Deprecated: GitRepo is deprecated.
                               properties:
                                 directory:
                                   description: |-
@@ -19408,9 +19932,8 @@ spec:
                               - repository
                               type: object
                             glusterfs:
-                              description: |-
-                                glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: glusterfs represents a Glusterfs mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
                                   description: |-
@@ -19450,6 +19973,22 @@ spec:
                               required:
                               - path
                               type: object
+                            image:
+                              description: image represents an OCI object (a container
+                                image or artifact) pulled and mounted on the kubelet's
+                                host machine.
+                              properties:
+                                pullPolicy:
+                                  description: |-
+                                    Policy for pulling OCI objects. Possible values are:
+                                    Always: the kubelet always attempts to pull the reference.
+                                  type: string
+                                reference:
+                                  description: |-
+                                    Required: Image or artifact reference to be used.
+                                    Behaves in the same way as pod.spec.containers[*].image.
+                                  type: string
+                              type: object
                             iscsi:
                               description: |-
                                 iscsi represents an ISCSI Disk resource that is attached to a
@@ -19475,6 +20014,7 @@ spec:
                                   description: iqn is the target iSCSI Qualified Name.
                                   type: string
                                 iscsiInterface:
+                                  default: default
                                   description: |-
                                     iscsiInterface is the interface Name that uses an iSCSI transport.
                                     Defaults to 'default' (tcp).
@@ -19566,7 +20106,7 @@ spec:
                             photonPersistentDisk:
                               description: photonPersistentDisk represents a PhotonController
                                 persistent disk attached and mounted on kubelets host
-                                machine
+                                machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -19583,7 +20123,7 @@ spec:
                               type: object
                             portworxVolume:
                               description: portworxVolume represents a portworx volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -19613,10 +20153,13 @@ spec:
                                   format: int32
                                   type: integer
                                 sources:
-                                  description: sources is the list of volume projections
+                                  description: |-
+                                    sources is the list of volume projections. Each entry in this list
+                                    handles one source.
                                   items:
-                                    description: Projection that may be projected
-                                      along with other supported volume types
+                                    description: |-
+                                      Projection that may be projected along with other supported volume types.
+                                      Exactly one of these fields must be set.
                                     properties:
                                       clusterTrustBundle:
                                         description: ClusterTrustBundle allows a pod
@@ -19697,7 +20240,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              ConfigMap will be projected into the volum
+                                              ConfigMap will be projected into the...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -19770,7 +20313,7 @@ spec:
                                                 mode:
                                                   description: |-
                                                     Optional: mode bits used to set permissions on this file, must be an octal value
-                                                    between 0000 and 0777 or a decimal valu
+                                                    between 0000 and 0777 or a decimal...
                                                   format: int32
                                                   type: integer
                                                 path:
@@ -19819,7 +20362,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              Secret will be projected into the volume a
+                                              Secret will be projected into the volume...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -19885,7 +20428,7 @@ spec:
                               type: object
                             quobyte:
                               description: quobyte represents a Quobyte mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 group:
                                   description: |-
@@ -19900,12 +20443,12 @@ spec:
                                 registry:
                                   description: |-
                                     registry represents a single or multiple Quobyte Registry services
-                                    specified as a string as host:port pair (multiple ent
+                                    specified as a string as host:port pair (multiple...
                                   type: string
                                 tenant:
                                   description: |-
                                     tenant owning the given Quobyte volume in the Backend
-                                    Used with dynamically provisioned Quobyte volumes, value is set by
+                                    Used with dynamically provisioned Quobyte volumes, value is set...
                                   type: string
                                 user:
                                   description: |-
@@ -19921,9 +20464,8 @@ spec:
                               - volume
                               type: object
                             rbd:
-                              description: |-
-                                rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: rbd represents a Rados Block Device mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -19935,6 +20477,7 @@ spec:
                                     More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                                   type: string
                                 keyring:
+                                  default: /etc/ceph/keyring
                                   description: |-
                                     keyring is the path to key ring for RBDUser.
                                     Default is /etc/ceph/keyring.
@@ -19949,6 +20492,7 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 pool:
+                                  default: rbd
                                   description: |-
                                     pool is the rados pool name.
                                     Default is rbd.
@@ -19976,6 +20520,7 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 user:
+                                  default: admin
                                   description: |-
                                     user is the rados user name.
                                     Default is admin.
@@ -19990,6 +20535,7 @@ spec:
                                 volume attached and mounted on Kubernetes nodes.
                               properties:
                                 fsType:
+                                  default: xfs
                                   description: |-
                                     fsType is the filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -20027,6 +20573,7 @@ spec:
                                     communication with Gateway, default false
                                   type: boolean
                                 storageMode:
+                                  default: ThinProvisioned
                                   description: storageMode indicates whether the storage
                                     for a volume should be ThickProvisioned or ThinProvisioned.
                                   type: string
@@ -20061,7 +20608,7 @@ spec:
                                 items:
                                   description: |-
                                     items If unspecified, each key-value pair in the Data field of the referenced
-                                    Secret will be projected into the volume a
+                                    Secret will be projected into the volume...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -20136,7 +20683,7 @@ spec:
                               type: object
                             vsphereVolume:
                               description: vsphereVolume represents a vSphere volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -20210,10 +20757,7 @@ spec:
                       - Unknown
                       type: string
                     type:
-                      description: |-
-                        type of condition in CamelCase or in foo.example.com/CamelCase.
-                        ---
-                        Many .condition.
+                      description: type of condition in CamelCase or in foo.example.com/CamelCase.
                       maxLength: 316
                       pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$
                       type: string
diff --git a/infra/feast-operator/config/default/related_image_fs_patch.tmpl b/infra/feast-operator/config/default/related_image_fs_patch.tmpl
index 23bf80c98ba..11e127dab39 100644
--- a/infra/feast-operator/config/default/related_image_fs_patch.tmpl
+++ b/infra/feast-operator/config/default/related_image_fs_patch.tmpl
@@ -1,10 +1,14 @@
-- op: replace
-  path: "/spec/template/spec/containers/0/env/0"
-  value:
-    name: RELATED_IMAGE_FEATURE_SERVER
-    value: ${FS_IMG}
-- op: replace
-  path: "/spec/template/spec/containers/0/env/1"
-  value:
-    name: RELATED_IMAGE_CRON_JOB
-    value: ${CJ_IMG}
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: controller-manager
+spec:
+  template:
+    spec:
+      containers:
+      - name: manager
+        env:
+        - name: RELATED_IMAGE_FEATURE_SERVER
+          value: ${FS_IMG}
+        - name: RELATED_IMAGE_CRON_JOB
+          value: ${CJ_IMG}
diff --git a/infra/feast-operator/config/default/related_image_fs_patch.yaml b/infra/feast-operator/config/default/related_image_fs_patch.yaml
index 6de980383f0..d7f0617fb5b 100644
--- a/infra/feast-operator/config/default/related_image_fs_patch.yaml
+++ b/infra/feast-operator/config/default/related_image_fs_patch.yaml
@@ -1,10 +1,14 @@
-- op: replace
-  path: "/spec/template/spec/containers/0/env/0"
-  value:
-    name: RELATED_IMAGE_FEATURE_SERVER
-    value: quay.io/feastdev/feature-server:0.62.0
-- op: replace
-  path: "/spec/template/spec/containers/0/env/1"
-  value:
-    name: RELATED_IMAGE_CRON_JOB
-    value: quay.io/openshift/origin-cli:4.17
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: controller-manager
+spec:
+  template:
+    spec:
+      containers:
+      - name: manager
+        env:
+        - name: RELATED_IMAGE_FEATURE_SERVER
+          value: quay.io/feastdev/feature-server:0.63.0
+        - name: RELATED_IMAGE_CRON_JOB
+          value: quay.io/openshift/origin-cli:4.17
diff --git a/infra/feast-operator/config/manager/kustomization.yaml b/infra/feast-operator/config/manager/kustomization.yaml
index cbec14cc6ba..8a25a8041b3 100644
--- a/infra/feast-operator/config/manager/kustomization.yaml
+++ b/infra/feast-operator/config/manager/kustomization.yaml
@@ -5,4 +5,4 @@ kind: Kustomization
 images:
 - name: controller
   newName: quay.io/feastdev/feast-operator
-  newTag: 0.62.0
+  newTag: 0.63.0
diff --git a/infra/feast-operator/config/manager/manager.yaml b/infra/feast-operator/config/manager/manager.yaml
index 2fddf4725ba..4213787e075 100644
--- a/infra/feast-operator/config/manager/manager.yaml
+++ b/infra/feast-operator/config/manager/manager.yaml
@@ -73,6 +73,8 @@ spec:
             drop:
             - "ALL"
         env:
+        - name: GOMEMLIMIT
+          value: "230MiB"
         - name: RELATED_IMAGE_FEATURE_SERVER
           value: feast:latest
         - name: RELATED_IMAGE_CRON_JOB
diff --git a/infra/feast-operator/config/overlays/odh/kustomization.yaml b/infra/feast-operator/config/overlays/odh/kustomization.yaml
index 044614f01fe..89059a56c5a 100644
--- a/infra/feast-operator/config/overlays/odh/kustomization.yaml
+++ b/infra/feast-operator/config/overlays/odh/kustomization.yaml
@@ -6,6 +6,7 @@ namespace: opendatahub
 
 resources:
   - ../../default
+  - selector_migration_job.yaml
 
 
 patches:
@@ -62,3 +63,13 @@ replacements:
           name: controller-manager
         fieldPaths:
           - spec.template.spec.containers.[name=manager].env.[name=OIDC_ISSUER_URL].value
+  - source:
+      kind: ConfigMap
+      name: feast-operator-parameters
+      fieldPath: data.RELATED_IMAGE_CRON_JOB
+    targets:
+      - select:
+          kind: Job
+          name: selector-migration
+        fieldPaths:
+          - spec.template.spec.containers.[name=migrate].image
diff --git a/infra/feast-operator/config/overlays/odh/params.env b/infra/feast-operator/config/overlays/odh/params.env
index 20f56181337..3a37a22adef 100644
--- a/infra/feast-operator/config/overlays/odh/params.env
+++ b/infra/feast-operator/config/overlays/odh/params.env
@@ -1,5 +1,5 @@
-RELATED_IMAGE_FEAST_OPERATOR=quay.io/feastdev/feast-operator:0.62.0
-RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.62.0
+RELATED_IMAGE_FEAST_OPERATOR=quay.io/feastdev/feast-operator:0.63.0
+RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.63.0
 RELATED_IMAGE_CRON_JOB=quay.io/openshift/origin-cli:4.17
 # Set at deploy time by the Open Data Hub operator from GatewayConfig (external OIDC).
 OIDC_ISSUER_URL=
diff --git a/infra/feast-operator/config/overlays/odh/selector_migration_job.yaml b/infra/feast-operator/config/overlays/odh/selector_migration_job.yaml
new file mode 100644
index 00000000000..1646e23afe9
--- /dev/null
+++ b/infra/feast-operator/config/overlays/odh/selector_migration_job.yaml
@@ -0,0 +1,56 @@
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: selector-migration
+  namespace: system
+  labels:
+    app.kubernetes.io/name: feast-operator
+    app.kubernetes.io/managed-by: kustomize
+spec:
+  ttlSecondsAfterFinished: 300
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: feast-operator
+    spec:
+      serviceAccountName: controller-manager
+      restartPolicy: Never
+      securityContext:
+        runAsNonRoot: true
+        seccompProfile:
+          type: RuntimeDefault
+      containers:
+      - name: migrate
+        image: origin-cli:latest
+        securityContext:
+          allowPrivilegeEscalation: false
+          capabilities:
+            drop:
+              - ALL
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "100m"
+          limits:
+            memory: "128Mi"
+            cpu: "200m"
+        command:
+        - /bin/sh
+        - -c
+        - |
+          set -e
+          DEPLOY="feast-operator-controller-manager"
+          NS="$(cat /var/run/secrets/kubernetes.io/serviceaccount/namespace)"
+
+          HAS_LABEL=$(oc get deployment "$DEPLOY" -n "$NS" \
+            -o jsonpath='{.spec.selector.matchLabels.app\.kubernetes\.io/name}' 2>/dev/null || true)
+
+          if [ -z "$HAS_LABEL" ]; then
+            echo "Deployment $DEPLOY has old or missing selector."
+            echo "Deleting so it can be recreated with the correct selector..."
+            oc delete deployment "$DEPLOY" -n "$NS" --ignore-not-found=true
+            echo "Done. The operator will recreate the Deployment."
+          else
+            echo "Deployment selector is already correct, no migration needed."
+          fi
diff --git a/infra/feast-operator/config/overlays/rhoai/kustomization.yaml b/infra/feast-operator/config/overlays/rhoai/kustomization.yaml
index b9d075bdf39..0e305e2c5dd 100644
--- a/infra/feast-operator/config/overlays/rhoai/kustomization.yaml
+++ b/infra/feast-operator/config/overlays/rhoai/kustomization.yaml
@@ -6,6 +6,7 @@ namespace: redhat-ods-applications
 
 resources:
   - ../../default
+  - selector_migration_job.yaml
 
 
 patches:
@@ -62,3 +63,13 @@ replacements:
           name: controller-manager
         fieldPaths:
           - spec.template.spec.containers.[name=manager].env.[name=OIDC_ISSUER_URL].value
+  - source:
+      kind: ConfigMap
+      name: feast-operator-parameters
+      fieldPath: data.RELATED_IMAGE_CRON_JOB
+    targets:
+      - select:
+          kind: Job
+          name: selector-migration
+        fieldPaths:
+          - spec.template.spec.containers.[name=migrate].image
diff --git a/infra/feast-operator/config/overlays/rhoai/params.env b/infra/feast-operator/config/overlays/rhoai/params.env
index c2ba0ae07cb..c19204cedd2 100644
--- a/infra/feast-operator/config/overlays/rhoai/params.env
+++ b/infra/feast-operator/config/overlays/rhoai/params.env
@@ -1,5 +1,5 @@
-RELATED_IMAGE_FEAST_OPERATOR=quay.io/feastdev/feast-operator:0.62.0
-RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.62.0
+RELATED_IMAGE_FEAST_OPERATOR=quay.io/feastdev/feast-operator:0.63.0
+RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.63.0
 RELATED_IMAGE_CRON_JOB=registry.redhat.io/openshift4/ose-cli@sha256:bc35a9fc663baf0d6493cc57e89e77a240a36c43cf38fb78d8e61d3b87cf5cc5
 # Set at deploy time by the Open Data Hub operator from GatewayConfig (external OIDC).
 OIDC_ISSUER_URL=
\ No newline at end of file
diff --git a/infra/feast-operator/config/overlays/rhoai/selector_migration_job.yaml b/infra/feast-operator/config/overlays/rhoai/selector_migration_job.yaml
new file mode 100644
index 00000000000..1646e23afe9
--- /dev/null
+++ b/infra/feast-operator/config/overlays/rhoai/selector_migration_job.yaml
@@ -0,0 +1,56 @@
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: selector-migration
+  namespace: system
+  labels:
+    app.kubernetes.io/name: feast-operator
+    app.kubernetes.io/managed-by: kustomize
+spec:
+  ttlSecondsAfterFinished: 300
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: feast-operator
+    spec:
+      serviceAccountName: controller-manager
+      restartPolicy: Never
+      securityContext:
+        runAsNonRoot: true
+        seccompProfile:
+          type: RuntimeDefault
+      containers:
+      - name: migrate
+        image: origin-cli:latest
+        securityContext:
+          allowPrivilegeEscalation: false
+          capabilities:
+            drop:
+              - ALL
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "100m"
+          limits:
+            memory: "128Mi"
+            cpu: "200m"
+        command:
+        - /bin/sh
+        - -c
+        - |
+          set -e
+          DEPLOY="feast-operator-controller-manager"
+          NS="$(cat /var/run/secrets/kubernetes.io/serviceaccount/namespace)"
+
+          HAS_LABEL=$(oc get deployment "$DEPLOY" -n "$NS" \
+            -o jsonpath='{.spec.selector.matchLabels.app\.kubernetes\.io/name}' 2>/dev/null || true)
+
+          if [ -z "$HAS_LABEL" ]; then
+            echo "Deployment $DEPLOY has old or missing selector."
+            echo "Deleting so it can be recreated with the correct selector..."
+            oc delete deployment "$DEPLOY" -n "$NS" --ignore-not-found=true
+            echo "Done. The operator will recreate the Deployment."
+          else
+            echo "Deployment selector is already correct, no migration needed."
+          fi
diff --git a/infra/feast-operator/config/rbac/role.yaml b/infra/feast-operator/config/rbac/role.yaml
index c5dc4850303..0c1bd7be84b 100644
--- a/infra/feast-operator/config/rbac/role.yaml
+++ b/infra/feast-operator/config/rbac/role.yaml
@@ -5,9 +5,12 @@ metadata:
   name: manager-role
 rules:
 - apiGroups:
-  - apps
+  - ""
   resources:
-  - deployments
+  - configmaps
+  - persistentvolumeclaims
+  - serviceaccounts
+  - services
   verbs:
   - create
   - delete
@@ -16,65 +19,62 @@ rules:
   - update
   - watch
 - apiGroups:
-  - authentication.k8s.io
+  - ""
   resources:
-  - tokenreviews
+  - namespaces
+  - pods
+  - secrets
+  verbs:
+  - get
+  - list
+  - watch
+- apiGroups:
+  - ""
+  resources:
+  - pods/exec
   verbs:
   - create
 - apiGroups:
-  - autoscaling
+  - apps
   resources:
-  - horizontalpodautoscalers
+  - deployments
   verbs:
   - create
   - delete
   - get
   - list
-  - patch
   - update
   - watch
 - apiGroups:
-  - batch
+  - authentication.k8s.io
   resources:
-  - cronjobs
+  - tokenreviews
   verbs:
   - create
-  - delete
-  - get
-  - list
-  - patch
-  - update
-  - watch
 - apiGroups:
-  - ""
+  - autoscaling
   resources:
-  - configmaps
-  - persistentvolumeclaims
-  - serviceaccounts
-  - services
+  - horizontalpodautoscalers
   verbs:
   - create
   - delete
   - get
   - list
+  - patch
   - update
   - watch
 - apiGroups:
-  - ""
+  - batch
   resources:
-  - namespaces
-  - pods
-  - secrets
+  - cronjobs
   verbs:
+  - create
+  - delete
   - get
   - list
+  - patch
+  - update
   - watch
-- apiGroups:
-  - ""
-  resources:
-  - pods/exec
-  verbs:
-  - create
 - apiGroups:
   - feast.dev
   resources:
diff --git a/infra/feast-operator/config/samples/kustomization.yaml b/infra/feast-operator/config/samples/kustomization.yaml
index 127bd5894b4..65061a2b265 100644
--- a/infra/feast-operator/config/samples/kustomization.yaml
+++ b/infra/feast-operator/config/samples/kustomization.yaml
@@ -3,4 +3,7 @@ resources:
 - v1_featurestore.yaml
 - v1_featurestore_with_ui.yaml
 - v1_featurestore_all_remote_servers.yaml
+- v1_featurestore_serving.yaml
+- v1_featurestore_mcp.yaml
+- v1_featurestore_materialization_openlineage.yaml
 #+kubebuilder:scaffold:manifestskustomizesamples
diff --git a/infra/feast-operator/config/samples/v1_featurestore_materialization_openlineage.yaml b/infra/feast-operator/config/samples/v1_featurestore_materialization_openlineage.yaml
new file mode 100644
index 00000000000..f2fa585b1f8
--- /dev/null
+++ b/infra/feast-operator/config/samples/v1_featurestore_materialization_openlineage.yaml
@@ -0,0 +1,53 @@
+apiVersion: v1
+kind: Secret
+metadata:
+  name: openlineage-secret
+  namespace: feast
+stringData:
+  # api_key is read from this Secret and written into feature_store.yaml
+  api_key: "your-marquez-api-key"  #pragma: allowlist secret
+---
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-materialization-openlineage
+  namespace: feast
+spec:
+  feastProject: my_project
+  # materialization controls how features are written to the online store.
+  # Written into feature_store.yaml for all service pods.
+  materialization:
+    # onlineWriteBatchSize limits rows per batch to prevent OOM during materialization.
+    # Supported by local, Spark, and Ray engines.
+    onlineWriteBatchSize: 10000
+    # extraConfig passes additional materialization settings inline into feature_store.yaml.
+    # Use for fields not typed above (e.g. pull_latest_features) or fields added
+    # in newer Feast SDK versions without waiting for an operator update.
+    # Boolean ("true"/"false") and integer strings are coerced to native YAML types.
+    # extraConfig:
+    #   pull_latest_features: "false"
+  # openlineage emits data lineage events during feast apply and materialization.
+  openlineage:
+    enabled: true
+    transportType: http
+    # transportUrl is the base URL of your Marquez or OpenLineage-compatible server.
+    transportUrl: "http://marquez.feast.svc.cluster.local:5000"
+    transportEndpoint: "api/v1/lineage"
+    # apiKeySecretRef references a Secret with key "api_key" for bearer auth.
+    apiKeySecretRef:
+      name: openlineage-secret
+    # extraConfig passes any additional OpenLineage settings inline into feature_store.yaml.
+    # Use it for non-core options (namespace, producer, emit_on_apply,
+    # emit_on_materialize) and transport-specific settings (e.g. kafka
+    # bootstrap_servers, topic, sasl_mechanism; file path).
+    # Boolean values ("true"/"false") and integers are automatically coerced to
+    # their native YAML types so Feast Pydantic validators accept them.
+    extraConfig:
+      namespace: "my-feast-project"
+      producer: "feast-operator"
+      emit_on_apply: "true"
+      emit_on_materialize: "true"
+      # kafka transport example:
+      # bootstrap_servers: "kafka.svc:9092"
+      # topic: "openlineage"
+      # sasl_mechanism: "PLAIN"
diff --git a/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml b/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml
new file mode 100644
index 00000000000..67dd1c6947d
--- /dev/null
+++ b/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml
@@ -0,0 +1,26 @@
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-mcp
+spec:
+  feastProject: my_project
+  services:
+    onlineStore:
+      server: {}
+      # serving.mcp switches the feature server to MCP (Model Context Protocol) mode.
+      # When mcp is set, the feature_server type in feature_store.yaml is "mcp".
+      # MCP enables LLM-friendly tool-based access to Feast feature views.
+      serving:
+        mcp:
+          enabled: true
+          serverName: feast-mcp-server
+          serverVersion: "1.0.0"
+          # transport can be "sse" (default) or "http"
+          transport: sse
+    registry:
+      local:
+        server:
+          # MCP on the registry requires REST API to be enabled.
+          restAPI: true
+          mcp:
+            enabled: true
diff --git a/infra/feast-operator/config/samples/v1_featurestore_serving.yaml b/infra/feast-operator/config/samples/v1_featurestore_serving.yaml
new file mode 100644
index 00000000000..f60640624c9
--- /dev/null
+++ b/infra/feast-operator/config/samples/v1_featurestore_serving.yaml
@@ -0,0 +1,34 @@
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-serving
+spec:
+  feastProject: my_project
+  services:
+    onlineStore:
+      server: {}
+      # serving configures the Feast feature_server section in feature_store.yaml.
+      # It controls fine-grained metrics and offline push batching.
+      # This section only applies to the online feature server (feast serve).
+      serving:
+        metrics:
+          enabled: true
+          # categories selectively enables or disables Feast metric categories.
+          # All categories default to true when metrics is enabled.
+          # Keys must match Feast MetricsConfig field names for your SDK version.
+          # When a newer Feast SDK adds a metric category you can toggle it here
+          # immediately — no operator update needed, the key passes through to
+          # feature_store.yaml and is validated by the running Feast SDK.
+          categories:
+            resource: true        # CPU / memory gauges
+            request: true         # per-endpoint latency and request counters
+            online_features: true # online feature retrieval metrics
+            push: true            # push/write request counters
+            materialization: true # materialization counters and duration histograms
+            freshness: false      # feature freshness gauges (can be expensive at scale)
+            # Example: when a future SDK adds "registry_sync", enable it here
+            # registry_sync: false
+        offlinePushBatching:
+          enabled: true
+          batchSize: 1000          # max rows per offline write batch
+          batchIntervalSeconds: 10 # flush batch every 10 s
diff --git a/infra/feast-operator/dist/install.yaml b/infra/feast-operator/dist/install.yaml
index 558279cd396..c466442b8e8 100644
--- a/infra/feast-operator/dist/install.yaml
+++ b/infra/feast-operator/dist/install.yaml
@@ -11,7 +11,7 @@ apiVersion: apiextensions.k8s.io/v1
 kind: CustomResourceDefinition
 metadata:
   annotations:
-    controller-gen.kubebuilder.io/version: v0.15.0
+    controller-gen.kubebuilder.io/version: v0.18.0
   name: featurestores.feast.dev
 spec:
   group: feast.dev
@@ -175,8 +175,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -275,7 +274,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -294,8 +293,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -341,6 +340,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -382,7 +385,7 @@ spec:
                       activeDeadlineSeconds:
                         description: |-
                           Specifies the duration in seconds relative to the startTime that the job
-                          may be continuously active before the system tr
+                          may be continuously active before the system...
                         format: int64
                         type: integer
                       backoffLimit:
@@ -565,8 +568,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -665,7 +667,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -684,8 +686,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -747,6 +749,73 @@ spec:
                 x-kubernetes-validations:
                 - message: One selection required between init or git.
                   rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+              materialization:
+                description: |-
+                  Materialization controls feature materialization behavior (batch size, pull strategy).
+                  Written into feature_store.
+                properties:
+                  extraConfig:
+                    additionalProperties:
+                      type: string
+                    description: |-
+                      ExtraConfig passes additional materialization key-value settings inline into
+                      feature_store.yaml.
+                    type: object
+                  onlineWriteBatchSize:
+                    description: |-
+                      Number of rows per batch when writing to the online store during materialization.
+                      Prevents OOM for large feature views.
+                    format: int32
+                    minimum: 1
+                    type: integer
+                type: object
+              openlineage:
+                description: |-
+                  OpenLineage enables OpenLineage data lineage tracking for Feast operations.
+                  Written into feature_store.
+                properties:
+                  apiKeySecretRef:
+                    description: Reference to a Secret containing the key "api_key"
+                      for lineage server authentication.
+                    properties:
+                      name:
+                        default: ""
+                        description: |-
+                          Name of the referent.
+                          This field is effectively required, but due to backwards compatibility is
+                          allowed to be empty.
+                        type: string
+                    type: object
+                    x-kubernetes-map-type: atomic
+                  enabled:
+                    description: Enable OpenLineage integration.
+                    type: boolean
+                  extraConfig:
+                    additionalProperties:
+                      type: string
+                    description: |-
+                      ExtraConfig holds additional OpenLineage key-value settings written inline into
+                      the openlineage block of feature_store.
+                    type: object
+                  transportEndpoint:
+                    description: API endpoint path appended to transportUrl. Defaults
+                      to "api/v1/lineage".
+                    type: string
+                  transportType:
+                    description: Transport type for lineage events.
+                    enum:
+                    - http
+                    - console
+                    - file
+                    - kafka
+                    type: string
+                  transportUrl:
+                    description: URL for HTTP transport (e.g. http://marquez:5000).
+                      Required when transportType is "http".
+                    type: string
+                required:
+                - enabled
+                type: object
               replicas:
                 default: 1
                 description: |-
@@ -770,7 +839,7 @@ spec:
                           preferredDuringSchedulingIgnoredDuringExecution:
                             description: |-
                               The scheduler will prefer to schedule pods to nodes that satisfy
-                              the affinity expressions specified by this field, but i
+                              the affinity expressions specified by this field, but...
                             items:
                               description: |-
                                 An empty preferred scheduling term matches all objects with implicit weight 0
@@ -856,9 +925,9 @@ spec:
                             type: array
                             x-kubernetes-list-type: atomic
                           requiredDuringSchedulingIgnoredDuringExecution:
-                            description: "If the affinity requirements specified by
-                              this field are not met at\nscheduling time, the pod
-                              will not be scheduled onto "
+                            description: |-
+                              If the affinity requirements specified by this field are not met at
+                              scheduling time, the pod will not be scheduled onto...
                             properties:
                               nodeSelectorTerms:
                                 description: Required. A list of node selector terms.
@@ -947,7 +1016,7 @@ spec:
                           preferredDuringSchedulingIgnoredDuringExecution:
                             description: |-
                               The scheduler will prefer to schedule pods to nodes that satisfy
-                              the affinity expressions specified by this field, but i
+                              the affinity expressions specified by this field, but...
                             items:
                               description: The weights of all of the matched WeightedPodAffinityTerm
                                 fields are added per-node to find the most preferred
@@ -1072,7 +1141,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -1090,13 +1159,13 @@ spec:
                             type: array
                             x-kubernetes-list-type: atomic
                           requiredDuringSchedulingIgnoredDuringExecution:
-                            description: "If the affinity requirements specified by
-                              this field are not met at\nscheduling time, the pod
-                              will not be scheduled onto "
+                            description: |-
+                              If the affinity requirements specified by this field are not met at
+                              scheduling time, the pod will not be scheduled onto...
                             items:
-                              description: "Defines a set of pods (namely those matching
-                                the labelSelector\nrelative to the given namespace(s))
-                                that this pod should "
+                              description: |-
+                                Defines a set of pods (namely those matching the labelSelector
+                                relative to the given namespace(s)) that this pod should...
                               properties:
                                 labelSelector:
                                   description: |-
@@ -1213,7 +1282,7 @@ spec:
                                 topologyKey:
                                   description: |-
                                     This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                    the labelSelector in t
+                                    the labelSelector in...
                                   type: string
                               required:
                               - topologyKey
@@ -1226,9 +1295,9 @@ spec:
                           (e.g. avoid putting this pod in the same node, zone, etc.
                         properties:
                           preferredDuringSchedulingIgnoredDuringExecution:
-                            description: "The scheduler will prefer to schedule pods
-                              to nodes that satisfy\nthe anti-affinity expressions
-                              specified by this field, "
+                            description: |-
+                              The scheduler will prefer to schedule pods to nodes that satisfy
+                              the anti-affinity expressions specified by this field,...
                             items:
                               description: The weights of all of the matched WeightedPodAffinityTerm
                                 fields are added per-node to find the most preferred
@@ -1353,7 +1422,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -1371,13 +1440,13 @@ spec:
                             type: array
                             x-kubernetes-list-type: atomic
                           requiredDuringSchedulingIgnoredDuringExecution:
-                            description: "If the anti-affinity requirements specified
-                              by this field are not met at\nscheduling time, the pod
-                              will not be scheduled "
+                            description: |-
+                              If the anti-affinity requirements specified by this field are not met at
+                              scheduling time, the pod will not be scheduled...
                             items:
-                              description: "Defines a set of pods (namely those matching
-                                the labelSelector\nrelative to the given namespace(s))
-                                that this pod should "
+                              description: |-
+                                Defines a set of pods (namely those matching the labelSelector
+                                relative to the given namespace(s)) that this pod should...
                               properties:
                                 labelSelector:
                                   description: |-
@@ -1494,7 +1563,7 @@ spec:
                                 topologyKey:
                                   description: |-
                                     This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                    the labelSelector in t
+                                    the labelSelector in...
                                   type: string
                               required:
                               - topologyKey
@@ -1692,8 +1761,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -1793,7 +1861,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -1812,8 +1880,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -1875,6 +1943,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -2202,8 +2274,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -2303,7 +2374,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -2322,8 +2393,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -2385,6 +2456,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -2543,6 +2618,75 @@ spec:
                                 type: integer
                             type: object
                         type: object
+                      serving:
+                        description: Serving configures the Feast feature_server section
+                          written into feature_store.yaml for the online serve pod.
+                        properties:
+                          mcp:
+                            description: Mcp enables MCP (Model Context Protocol)
+                              server support. When set, feature server type is "mcp".
+                            properties:
+                              enabled:
+                                description: Enable the MCP server.
+                                type: boolean
+                              serverName:
+                                description: MCP server name for identification. Defaults
+                                  to "feast-mcp-server".
+                                type: string
+                              serverVersion:
+                                description: MCP server version string. Defaults to
+                                  "1.0.0".
+                                type: string
+                              transport:
+                                description: MCP transport protocol.
+                                enum:
+                                - sse
+                                - http
+                                type: string
+                            required:
+                            - enabled
+                            type: object
+                          metrics:
+                            description: |-
+                              Metrics configures per-category Prometheus metrics for the feature server.
+                              Coexists with the server.
+                            properties:
+                              categories:
+                                additionalProperties:
+                                  type: boolean
+                                description: Categories selectively enables or disables
+                                  individual Feast metric categories.
+                                type: object
+                              enabled:
+                                description: Enable the Prometheus metrics endpoint
+                                  on port 8000.
+                                type: boolean
+                            required:
+                            - enabled
+                            type: object
+                          offlinePushBatching:
+                            description: OfflinePushBatching batches writes to the
+                              offline store via the /push endpoint.
+                            properties:
+                              batchIntervalSeconds:
+                                description: Seconds between batch flushes to the
+                                  offline store.
+                                format: int32
+                                minimum: 1
+                                type: integer
+                              batchSize:
+                                description: Maximum number of rows per offline write
+                                  batch.
+                                format: int32
+                                minimum: 1
+                                type: integer
+                              enabled:
+                                description: Enable offline push batching.
+                                type: boolean
+                            required:
+                            - enabled
+                            type: object
+                        type: object
                     type: object
                   podAnnotations:
                     additionalProperties:
@@ -2760,8 +2904,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -2864,7 +3007,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -2883,8 +3026,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -2925,6 +3069,31 @@ spec:
                                 - error
                                 - critical
                                 type: string
+                              mcp:
+                                description: |-
+                                  Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                  Requires restAPI to be true.
+                                properties:
+                                  enabled:
+                                    description: Enable the MCP server.
+                                    type: boolean
+                                  serverName:
+                                    description: MCP server name for identification.
+                                      Defaults to "feast-mcp-server".
+                                    type: string
+                                  serverVersion:
+                                    description: MCP server version string. Defaults
+                                      to "1.0.0".
+                                    type: string
+                                  transport:
+                                    description: MCP transport protocol.
+                                    enum:
+                                    - sse
+                                    - http
+                                    type: string
+                                required:
+                                - enabled
+                                type: object
                               metrics:
                                 description: Metrics exposes Prometheus-compatible
                                   metrics for the Feast server when enabled.
@@ -2950,6 +3119,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -3115,6 +3288,9 @@ spec:
                             x-kubernetes-validations:
                             - message: At least one of restAPI or grpc must be true
                               rule: self.restAPI == true || self.grpc == true || !has(self.grpc)
+                            - message: MCP requires restAPI to be true
+                              rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                && self.restAPI == true)'
                         type: object
                       remote:
                         description: RemoteRegistryConfig points to a remote feast
@@ -3231,9 +3407,18 @@ spec:
                                   stabilizationWindowSeconds:
                                     description: |-
                                       stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                      considered while scaling up
+                                      considered while scaling...
                                     format: int32
                                     type: integer
+                                  tolerance:
+                                    anyOf:
+                                    - type: integer
+                                    - type: string
+                                    description: |-
+                                      tolerance is the tolerance on the ratio between the current and desired
+                                      metric value under which no updates are made to...
+                                    pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                    x-kubernetes-int-or-string: true
                                 type: object
                               scaleUp:
                                 description: scaleUp is scaling policy for scaling
@@ -3278,9 +3463,18 @@ spec:
                                   stabilizationWindowSeconds:
                                     description: |-
                                       stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                      considered while scaling up
+                                      considered while scaling...
                                     format: int32
                                     type: integer
+                                  tolerance:
+                                    anyOf:
+                                    - type: integer
+                                    - type: string
+                                    description: |-
+                                      tolerance is the tolerance on the ratio between the current and desired
+                                      metric value under which no updates are made to...
+                                    pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                    x-kubernetes-int-or-string: true
                                 type: object
                             type: object
                           maxReplicas:
@@ -3295,12 +3489,12 @@ spec:
                             items:
                               description: |-
                                 MetricSpec specifies how to scale based on a single metric
-                                (only `type` and one other matching field should be set at on
+                                (only `type` and one other matching field should be set at...
                               properties:
                                 containerResource:
                                   description: |-
                                     containerResource refers to a resource metric (such as those specified in
-                                    requests and limits) known to Kubernetes descr
+                                    requests and limits) known to Kubernetes...
                                   properties:
                                     container:
                                       description: container is the name of the container
@@ -3315,10 +3509,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3365,10 +3558,9 @@ spec:
                                             metric
                                           type: string
                                         selector:
-                                          description: "selector is the string-encoded
-                                            form of a standard kubernetes label selector
-                                            for the given metric\nWhen set, it is
-                                            passed "
+                                          description: |-
+                                            selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                            When set, it is passed...
                                           properties:
                                             matchExpressions:
                                               description: matchExpressions is a list
@@ -3419,10 +3611,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3488,10 +3679,9 @@ spec:
                                             metric
                                           type: string
                                         selector:
-                                          description: "selector is the string-encoded
-                                            form of a standard kubernetes label selector
-                                            for the given metric\nWhen set, it is
-                                            passed "
+                                          description: |-
+                                            selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                            When set, it is passed...
                                           properties:
                                             matchExpressions:
                                               description: matchExpressions is a list
@@ -3542,10 +3732,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3581,7 +3770,7 @@ spec:
                                 pods:
                                   description: |-
                                     pods refers to a metric describing each pod in the current scale target
-                                    (for example, transactions-processed-per-second)
+                                    (for example,...
                                   properties:
                                     metric:
                                       description: metric identifies the target metric
@@ -3592,10 +3781,9 @@ spec:
                                             metric
                                           type: string
                                         selector:
-                                          description: "selector is the string-encoded
-                                            form of a standard kubernetes label selector
-                                            for the given metric\nWhen set, it is
-                                            passed "
+                                          description: |-
+                                            selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                            When set, it is passed...
                                           properties:
                                             matchExpressions:
                                               description: matchExpressions is a list
@@ -3646,10 +3834,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3684,7 +3871,7 @@ spec:
                                 resource:
                                   description: |-
                                     resource refers to a resource metric (such as those specified in
-                                    requests and limits) known to Kubernetes describing eac
+                                    requests and limits) known to Kubernetes describing...
                                   properties:
                                     name:
                                       description: name is the name of the resource
@@ -3695,10 +3882,9 @@ spec:
                                         for the given metric
                                       properties:
                                         averageUtilization:
-                                          description: "averageUtilization is the
-                                            target value of the average of the\nresource
-                                            metric across all relevant pods, represented
-                                            as a "
+                                          description: |-
+                                            averageUtilization is the target value of the average of the
+                                            resource metric across all relevant pods, represented as a...
                                           format: int32
                                           type: integer
                                         averageValue:
@@ -3792,6 +3978,10 @@ spec:
                           Defaults to user specified in image metadata if unspecified.
                         format: int64
                         type: integer
+                      seLinuxChangePolicy:
+                        description: seLinuxChangePolicy defines how the container's
+                          SELinux label is applied to all volumes used by the Pod.
+                        type: string
                       seLinuxOptions:
                         description: The SELinux context to be applied to all containers.
                         properties:
@@ -3830,13 +4020,18 @@ spec:
                         type: object
                       supplementalGroups:
                         description: |-
-                          A list of groups applied to the first process run in each container, in addition
-                          to the container's primary GID, the fsG
+                          A list of groups applied to the first process run in each container, in
+                          addition to the container's primary GID and...
                         items:
                           format: int64
                           type: integer
                         type: array
                         x-kubernetes-list-type: atomic
+                      supplementalGroupsPolicy:
+                        description: |-
+                          Defines how supplemental groups of the first container processes are calculated.
+                          Valid values are "Merge" and "Strict".
+                        type: string
                       sysctls:
                         description: Sysctls hold a list of namespaced sysctls used
                           for the pod.
@@ -3947,7 +4142,7 @@ spec:
                         nodeAffinityPolicy:
                           description: |-
                             NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector
-                            when calculating pod topology spread skew
+                            when calculating pod topology spread...
                           type: string
                         nodeTaintsPolicy:
                           description: |-
@@ -3983,8 +4178,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -4083,7 +4277,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -4102,8 +4296,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -4164,6 +4358,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -4332,7 +4530,7 @@ spec:
                         awsElasticBlockStore:
                           description: |-
                             awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                            kubelet's host machine and then exposed to th
+                            kubelet's host machine and then exposed to...
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -4374,6 +4572,7 @@ spec:
                                 blob storage
                               type: string
                             fsType:
+                              default: ext4
                               description: |-
                                 fsType is Filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -4382,9 +4581,10 @@ spec:
                             kind:
                               description: 'kind expected values are Shared: multiple
                                 blob disks per storage account  Dedicated: single
-                                blob disk per storage accoun'
+                                blob disk per storage...'
                               type: string
                             readOnly:
+                              default: false
                               description: |-
                                 readOnly Defaults to false (read/write). ReadOnly here will force
                                 the ReadOnly setting in VolumeMounts.
@@ -4415,7 +4615,7 @@ spec:
                           type: object
                         cephfs:
                           description: cephFS represents a Ceph FS mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             monitors:
                               description: |-
@@ -4463,7 +4663,7 @@ spec:
                         cinder:
                           description: |-
                             cinder represents a cinder volume attached and mounted on kubelets host machine.
-                            More info: https://examples.k8s.
+                            Deprecated: Cinder is deprecated.
                           properties:
                             fsType:
                               description: |-
@@ -4509,7 +4709,7 @@ spec:
                             items:
                               description: |-
                                 items if unspecified, each key-value pair in the Data field of the referenced
-                                ConfigMap will be projected into the volum
+                                ConfigMap will be projected into the...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -4549,7 +4749,7 @@ spec:
                         csi:
                           description: csi (Container Storage Interface) represents
                             ephemeral storage that is handled by certain external
-                            CSI drivers (Beta fea
+                            CSI drivers.
                           properties:
                             driver:
                               description: driver is the name of the CSI driver that
@@ -4561,7 +4761,7 @@ spec:
                             nodePublishSecretRef:
                               description: |-
                                 nodePublishSecretRef is a reference to the secret object containing
-                                sensitive information to pass to the CSI driver to c
+                                sensitive information to pass to the CSI driver to...
                               properties:
                                 name:
                                   default: ""
@@ -4623,7 +4823,7 @@ spec:
                                   mode:
                                     description: |-
                                       Optional: mode bits used to set permissions on this file, must be an octal value
-                                      between 0000 and 0777 or a decimal valu
+                                      between 0000 and 0777 or a decimal...
                                     format: int32
                                     type: integer
                                   path:
@@ -4872,9 +5072,9 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             wwids:
-                              description: "wwids Optional: FC volume world wide identifiers
-                                (wwids)\nEither wwids or combination of targetWWNs
-                                and lun must be set, "
+                              description: |-
+                                wwids Optional: FC volume world wide identifiers (wwids)
+                                Either wwids or combination of targetWWNs and lun must be set,...
                               items:
                                 type: string
                               type: array
@@ -4909,7 +5109,7 @@ spec:
                             secretRef:
                               description: |-
                                 secretRef is Optional: secretRef is reference to the secret object containing
-                                sensitive information to pass to the plugi
+                                sensitive information to pass to the...
                               properties:
                                 name:
                                   default: ""
@@ -4930,7 +5130,7 @@ spec:
                             datasetName:
                               description: |-
                                 datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                should be considered as depreca
+                                should be considered as...
                               type: string
                             datasetUUID:
                               description: datasetUUID is the UUID of the dataset.
@@ -4940,7 +5140,7 @@ spec:
                         gcePersistentDisk:
                           description: |-
                             gcePersistentDisk represents a GCE Disk resource that is attached to a
-                            kubelet's host machine and then exposed to the po
+                            kubelet's host machine and then exposed to the...
                           properties:
                             fsType:
                               description: fsType is filesystem type of the volume
@@ -4969,7 +5169,7 @@ spec:
                         gitRepo:
                           description: |-
                             gitRepo represents a git repository at a particular revision.
-                            DEPRECATED: GitRepo is deprecated.
+                            Deprecated: GitRepo is deprecated.
                           properties:
                             directory:
                               description: |-
@@ -4987,9 +5187,8 @@ spec:
                           - repository
                           type: object
                         glusterfs:
-                          description: |-
-                            glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: glusterfs represents a Glusterfs mount on the
+                            host that shares a pod's lifetime.
                           properties:
                             endpoints:
                               description: |-
@@ -5029,6 +5228,22 @@ spec:
                           required:
                           - path
                           type: object
+                        image:
+                          description: image represents an OCI object (a container
+                            image or artifact) pulled and mounted on the kubelet's
+                            host machine.
+                          properties:
+                            pullPolicy:
+                              description: |-
+                                Policy for pulling OCI objects. Possible values are:
+                                Always: the kubelet always attempts to pull the reference.
+                              type: string
+                            reference:
+                              description: |-
+                                Required: Image or artifact reference to be used.
+                                Behaves in the same way as pod.spec.containers[*].image.
+                              type: string
+                          type: object
                         iscsi:
                           description: |-
                             iscsi represents an ISCSI Disk resource that is attached to a
@@ -5054,6 +5269,7 @@ spec:
                               description: iqn is the target iSCSI Qualified Name.
                               type: string
                             iscsiInterface:
+                              default: default
                               description: |-
                                 iscsiInterface is the interface Name that uses an iSCSI transport.
                                 Defaults to 'default' (tcp).
@@ -5144,7 +5360,7 @@ spec:
                         photonPersistentDisk:
                           description: photonPersistentDisk represents a PhotonController
                             persistent disk attached and mounted on kubelets host
-                            machine
+                            machine.
                           properties:
                             fsType:
                               description: |-
@@ -5161,7 +5377,7 @@ spec:
                           type: object
                         portworxVolume:
                           description: portworxVolume represents a portworx volume
-                            attached and mounted on kubelets host machine
+                            attached and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -5191,10 +5407,13 @@ spec:
                               format: int32
                               type: integer
                             sources:
-                              description: sources is the list of volume projections
+                              description: |-
+                                sources is the list of volume projections. Each entry in this list
+                                handles one source.
                               items:
-                                description: Projection that may be projected along
-                                  with other supported volume types
+                                description: |-
+                                  Projection that may be projected along with other supported volume types.
+                                  Exactly one of these fields must be set.
                                 properties:
                                   clusterTrustBundle:
                                     description: ClusterTrustBundle allows a pod to
@@ -5274,7 +5493,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          ConfigMap will be projected into the volum
+                                          ConfigMap will be projected into the...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -5345,7 +5564,7 @@ spec:
                                             mode:
                                               description: |-
                                                 Optional: mode bits used to set permissions on this file, must be an octal value
-                                                between 0000 and 0777 or a decimal valu
+                                                between 0000 and 0777 or a decimal...
                                               format: int32
                                               type: integer
                                             path:
@@ -5394,7 +5613,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          Secret will be projected into the volume a
+                                          Secret will be projected into the volume...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -5460,7 +5679,7 @@ spec:
                           type: object
                         quobyte:
                           description: quobyte represents a Quobyte mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             group:
                               description: |-
@@ -5475,12 +5694,12 @@ spec:
                             registry:
                               description: |-
                                 registry represents a single or multiple Quobyte Registry services
-                                specified as a string as host:port pair (multiple ent
+                                specified as a string as host:port pair (multiple...
                               type: string
                             tenant:
                               description: |-
                                 tenant owning the given Quobyte volume in the Backend
-                                Used with dynamically provisioned Quobyte volumes, value is set by
+                                Used with dynamically provisioned Quobyte volumes, value is set...
                               type: string
                             user:
                               description: |-
@@ -5496,9 +5715,8 @@ spec:
                           - volume
                           type: object
                         rbd:
-                          description: |-
-                            rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: rbd represents a Rados Block Device mount on
+                            the host that shares a pod's lifetime.
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -5510,6 +5728,7 @@ spec:
                                 More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                               type: string
                             keyring:
+                              default: /etc/ceph/keyring
                               description: |-
                                 keyring is the path to key ring for RBDUser.
                                 Default is /etc/ceph/keyring.
@@ -5524,6 +5743,7 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             pool:
+                              default: rbd
                               description: |-
                                 pool is the rados pool name.
                                 Default is rbd.
@@ -5551,6 +5771,7 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             user:
+                              default: admin
                               description: |-
                                 user is the rados user name.
                                 Default is admin.
@@ -5565,6 +5786,7 @@ spec:
                             attached and mounted on Kubernetes nodes.
                           properties:
                             fsType:
+                              default: xfs
                               description: |-
                                 fsType is the filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -5602,6 +5824,7 @@ spec:
                                 with Gateway, default false
                               type: boolean
                             storageMode:
+                              default: ThinProvisioned
                               description: storageMode indicates whether the storage
                                 for a volume should be ThickProvisioned or ThinProvisioned.
                               type: string
@@ -5636,7 +5859,7 @@ spec:
                             items:
                               description: |-
                                 items If unspecified, each key-value pair in the Data field of the referenced
-                                Secret will be projected into the volume a
+                                Secret will be projected into the volume...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -5711,7 +5934,7 @@ spec:
                           type: object
                         vsphereVolume:
                           description: vsphereVolume represents a vSphere volume attached
-                            and mounted on kubelets host machine
+                            and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -5906,8 +6129,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -6007,7 +6229,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -6026,8 +6248,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6074,6 +6296,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -6115,7 +6341,7 @@ spec:
                           activeDeadlineSeconds:
                             description: |-
                               Specifies the duration in seconds relative to the startTime that the job
-                              may be continuously active before the system tr
+                              may be continuously active before the system...
                             format: int64
                             type: integer
                           backoffLimit:
@@ -6301,8 +6527,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -6402,7 +6627,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -6421,8 +6646,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6485,6 +6710,73 @@ spec:
                     x-kubernetes-validations:
                     - message: One selection required between init or git.
                       rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                  materialization:
+                    description: |-
+                      Materialization controls feature materialization behavior (batch size, pull strategy).
+                      Written into feature_store.
+                    properties:
+                      extraConfig:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          ExtraConfig passes additional materialization key-value settings inline into
+                          feature_store.yaml.
+                        type: object
+                      onlineWriteBatchSize:
+                        description: |-
+                          Number of rows per batch when writing to the online store during materialization.
+                          Prevents OOM for large feature views.
+                        format: int32
+                        minimum: 1
+                        type: integer
+                    type: object
+                  openlineage:
+                    description: |-
+                      OpenLineage enables OpenLineage data lineage tracking for Feast operations.
+                      Written into feature_store.
+                    properties:
+                      apiKeySecretRef:
+                        description: Reference to a Secret containing the key "api_key"
+                          for lineage server authentication.
+                        properties:
+                          name:
+                            default: ""
+                            description: |-
+                              Name of the referent.
+                              This field is effectively required, but due to backwards compatibility is
+                              allowed to be empty.
+                            type: string
+                        type: object
+                        x-kubernetes-map-type: atomic
+                      enabled:
+                        description: Enable OpenLineage integration.
+                        type: boolean
+                      extraConfig:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          ExtraConfig holds additional OpenLineage key-value settings written inline into
+                          the openlineage block of feature_store.
+                        type: object
+                      transportEndpoint:
+                        description: API endpoint path appended to transportUrl. Defaults
+                          to "api/v1/lineage".
+                        type: string
+                      transportType:
+                        description: Transport type for lineage events.
+                        enum:
+                        - http
+                        - console
+                        - file
+                        - kafka
+                        type: string
+                      transportUrl:
+                        description: URL for HTTP transport (e.g. http://marquez:5000).
+                          Required when transportType is "http".
+                        type: string
+                    required:
+                    - enabled
+                    type: object
                   replicas:
                     default: 1
                     description: |-
@@ -6508,7 +6800,7 @@ spec:
                               preferredDuringSchedulingIgnoredDuringExecution:
                                 description: |-
                                   The scheduler will prefer to schedule pods to nodes that satisfy
-                                  the affinity expressions specified by this field, but i
+                                  the affinity expressions specified by this field, but...
                                 items:
                                   description: |-
                                     An empty preferred scheduling term matches all objects with implicit weight 0
@@ -6595,9 +6887,9 @@ spec:
                                 type: array
                                 x-kubernetes-list-type: atomic
                               requiredDuringSchedulingIgnoredDuringExecution:
-                                description: "If the affinity requirements specified
-                                  by this field are not met at\nscheduling time, the
-                                  pod will not be scheduled onto "
+                                description: |-
+                                  If the affinity requirements specified by this field are not met at
+                                  scheduling time, the pod will not be scheduled onto...
                                 properties:
                                   nodeSelectorTerms:
                                     description: Required. A list of node selector
@@ -6686,7 +6978,7 @@ spec:
                               preferredDuringSchedulingIgnoredDuringExecution:
                                 description: |-
                                   The scheduler will prefer to schedule pods to nodes that satisfy
-                                  the affinity expressions specified by this field, but i
+                                  the affinity expressions specified by this field, but...
                                 items:
                                   description: The weights of all of the matched WeightedPodAffinityTerm
                                     fields are added per-node to find the most preferred
@@ -6814,7 +7106,7 @@ spec:
                                         topologyKey:
                                           description: |-
                                             This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                            the labelSelector in t
+                                            the labelSelector in...
                                           type: string
                                       required:
                                       - topologyKey
@@ -6832,13 +7124,13 @@ spec:
                                 type: array
                                 x-kubernetes-list-type: atomic
                               requiredDuringSchedulingIgnoredDuringExecution:
-                                description: "If the affinity requirements specified
-                                  by this field are not met at\nscheduling time, the
-                                  pod will not be scheduled onto "
+                                description: |-
+                                  If the affinity requirements specified by this field are not met at
+                                  scheduling time, the pod will not be scheduled onto...
                                 items:
-                                  description: "Defines a set of pods (namely those
-                                    matching the labelSelector\nrelative to the given
-                                    namespace(s)) that this pod should "
+                                  description: |-
+                                    Defines a set of pods (namely those matching the labelSelector
+                                    relative to the given namespace(s)) that this pod should...
                                   properties:
                                     labelSelector:
                                       description: |-
@@ -6955,7 +7247,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -6969,9 +7261,9 @@ spec:
                               etc.
                             properties:
                               preferredDuringSchedulingIgnoredDuringExecution:
-                                description: "The scheduler will prefer to schedule
-                                  pods to nodes that satisfy\nthe anti-affinity expressions
-                                  specified by this field, "
+                                description: |-
+                                  The scheduler will prefer to schedule pods to nodes that satisfy
+                                  the anti-affinity expressions specified by this field,...
                                 items:
                                   description: The weights of all of the matched WeightedPodAffinityTerm
                                     fields are added per-node to find the most preferred
@@ -7099,7 +7391,7 @@ spec:
                                         topologyKey:
                                           description: |-
                                             This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                            the labelSelector in t
+                                            the labelSelector in...
                                           type: string
                                       required:
                                       - topologyKey
@@ -7117,13 +7409,13 @@ spec:
                                 type: array
                                 x-kubernetes-list-type: atomic
                               requiredDuringSchedulingIgnoredDuringExecution:
-                                description: "If the anti-affinity requirements specified
-                                  by this field are not met at\nscheduling time, the
-                                  pod will not be scheduled "
+                                description: |-
+                                  If the anti-affinity requirements specified by this field are not met at
+                                  scheduling time, the pod will not be scheduled...
                                 items:
-                                  description: "Defines a set of pods (namely those
-                                    matching the labelSelector\nrelative to the given
-                                    namespace(s)) that this pod should "
+                                  description: |-
+                                    Defines a set of pods (namely those matching the labelSelector
+                                    relative to the given namespace(s)) that this pod should...
                                   properties:
                                     labelSelector:
                                       description: |-
@@ -7240,7 +7532,7 @@ spec:
                                     topologyKey:
                                       description: |-
                                         This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching
-                                        the labelSelector in t
+                                        the labelSelector in...
                                       type: string
                                   required:
                                   - topologyKey
@@ -7441,8 +7733,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -7545,7 +7836,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -7564,8 +7855,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -7627,6 +7919,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -7959,8 +8255,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -8063,7 +8358,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -8082,8 +8377,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -8145,6 +8441,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -8304,6 +8604,77 @@ spec:
                                     type: integer
                                 type: object
                             type: object
+                          serving:
+                            description: Serving configures the Feast feature_server
+                              section written into feature_store.yaml for the online
+                              serve pod.
+                            properties:
+                              mcp:
+                                description: Mcp enables MCP (Model Context Protocol)
+                                  server support. When set, feature server type is
+                                  "mcp".
+                                properties:
+                                  enabled:
+                                    description: Enable the MCP server.
+                                    type: boolean
+                                  serverName:
+                                    description: MCP server name for identification.
+                                      Defaults to "feast-mcp-server".
+                                    type: string
+                                  serverVersion:
+                                    description: MCP server version string. Defaults
+                                      to "1.0.0".
+                                    type: string
+                                  transport:
+                                    description: MCP transport protocol.
+                                    enum:
+                                    - sse
+                                    - http
+                                    type: string
+                                required:
+                                - enabled
+                                type: object
+                              metrics:
+                                description: |-
+                                  Metrics configures per-category Prometheus metrics for the feature server.
+                                  Coexists with the server.
+                                properties:
+                                  categories:
+                                    additionalProperties:
+                                      type: boolean
+                                    description: Categories selectively enables or
+                                      disables individual Feast metric categories.
+                                    type: object
+                                  enabled:
+                                    description: Enable the Prometheus metrics endpoint
+                                      on port 8000.
+                                    type: boolean
+                                required:
+                                - enabled
+                                type: object
+                              offlinePushBatching:
+                                description: OfflinePushBatching batches writes to
+                                  the offline store via the /push endpoint.
+                                properties:
+                                  batchIntervalSeconds:
+                                    description: Seconds between batch flushes to
+                                      the offline store.
+                                    format: int32
+                                    minimum: 1
+                                    type: integer
+                                  batchSize:
+                                    description: Maximum number of rows per offline
+                                      write batch.
+                                    format: int32
+                                    minimum: 1
+                                    type: integer
+                                  enabled:
+                                    description: Enable offline push batching.
+                                    type: boolean
+                                required:
+                                - enabled
+                                type: object
+                            type: object
                         type: object
                       podAnnotations:
                         additionalProperties:
@@ -8529,8 +8900,7 @@ spec:
                                         value:
                                           description: |-
                                             Variable references $(VAR_NAME) are expanded
-                                            using the previously defined environment variables in the container and
-                                            any
+                                            using the previously defined environment variables in the container and...
                                           type: string
                                         valueFrom:
                                           description: Source for the environment
@@ -8635,7 +9005,7 @@ spec:
                                   envFrom:
                                     items:
                                       description: EnvFromSource represents the source
-                                        of a set of ConfigMaps
+                                        of a set of ConfigMaps or Secrets
                                       properties:
                                         configMapRef:
                                           description: The ConfigMap to select from
@@ -8654,9 +9024,9 @@ spec:
                                           type: object
                                           x-kubernetes-map-type: atomic
                                         prefix:
-                                          description: An optional identifier to prepend
-                                            to each key in the ConfigMap. Must be
-                                            a C_IDENTIFIER.
+                                          description: Optional text to prepend to
+                                            the name of each environment variable.
+                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -8697,6 +9067,31 @@ spec:
                                     - error
                                     - critical
                                     type: string
+                                  mcp:
+                                    description: |-
+                                      Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                      Requires restAPI to be true.
+                                    properties:
+                                      enabled:
+                                        description: Enable the MCP server.
+                                        type: boolean
+                                      serverName:
+                                        description: MCP server name for identification.
+                                          Defaults to "feast-mcp-server".
+                                        type: string
+                                      serverVersion:
+                                        description: MCP server version string. Defaults
+                                          to "1.0.0".
+                                        type: string
+                                      transport:
+                                        description: MCP transport protocol.
+                                        enum:
+                                        - sse
+                                        - http
+                                        type: string
+                                    required:
+                                    - enabled
+                                    type: object
                                   metrics:
                                     description: Metrics exposes Prometheus-compatible
                                       metrics for the Feast server when enabled.
@@ -8722,6 +9117,10 @@ spec:
                                                 Name must match the name of one entry in pod.spec.resourceClaims of
                                                 the Pod where this field is used.
                                               type: string
+                                            request:
+                                              description: Request is the name chosen
+                                                for a request in the referenced claim.
+                                              type: string
                                           required:
                                           - name
                                           type: object
@@ -8893,6 +9292,9 @@ spec:
                                     true
                                   rule: self.restAPI == true || self.grpc == true
                                     || !has(self.grpc)
+                                - message: MCP requires restAPI to be true
+                                  rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                    && self.restAPI == true)'
                             type: object
                           remote:
                             description: RemoteRegistryConfig points to a remote feast
@@ -9012,9 +9414,18 @@ spec:
                                       stabilizationWindowSeconds:
                                         description: |-
                                           stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                          considered while scaling up
+                                          considered while scaling...
                                         format: int32
                                         type: integer
+                                      tolerance:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        description: |-
+                                          tolerance is the tolerance on the ratio between the current and desired
+                                          metric value under which no updates are made to...
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
                                     type: object
                                   scaleUp:
                                     description: scaleUp is scaling policy for scaling
@@ -9060,9 +9471,18 @@ spec:
                                       stabilizationWindowSeconds:
                                         description: |-
                                           stabilizationWindowSeconds is the number of seconds for which past recommendations should be
-                                          considered while scaling up
+                                          considered while scaling...
                                         format: int32
                                         type: integer
+                                      tolerance:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        description: |-
+                                          tolerance is the tolerance on the ratio between the current and desired
+                                          metric value under which no updates are made to...
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
                                     type: object
                                 type: object
                               maxReplicas:
@@ -9077,12 +9497,12 @@ spec:
                                 items:
                                   description: |-
                                     MetricSpec specifies how to scale based on a single metric
-                                    (only `type` and one other matching field should be set at on
+                                    (only `type` and one other matching field should be set at...
                                   properties:
                                     containerResource:
                                       description: |-
                                         containerResource refers to a resource metric (such as those specified in
-                                        requests and limits) known to Kubernetes descr
+                                        requests and limits) known to Kubernetes...
                                       properties:
                                         container:
                                           description: container is the name of the
@@ -9097,10 +9517,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9147,10 +9566,9 @@ spec:
                                                 given metric
                                               type: string
                                             selector:
-                                              description: "selector is the string-encoded
-                                                form of a standard kubernetes label
-                                                selector for the given metric\nWhen
-                                                set, it is passed "
+                                              description: |-
+                                                selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                                When set, it is passed...
                                               properties:
                                                 matchExpressions:
                                                   description: matchExpressions is
@@ -9201,10 +9619,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9271,10 +9688,9 @@ spec:
                                                 given metric
                                               type: string
                                             selector:
-                                              description: "selector is the string-encoded
-                                                form of a standard kubernetes label
-                                                selector for the given metric\nWhen
-                                                set, it is passed "
+                                              description: |-
+                                                selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                                When set, it is passed...
                                               properties:
                                                 matchExpressions:
                                                   description: matchExpressions is
@@ -9325,10 +9741,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9364,7 +9779,7 @@ spec:
                                     pods:
                                       description: |-
                                         pods refers to a metric describing each pod in the current scale target
-                                        (for example, transactions-processed-per-second)
+                                        (for example,...
                                       properties:
                                         metric:
                                           description: metric identifies the target
@@ -9375,10 +9790,9 @@ spec:
                                                 given metric
                                               type: string
                                             selector:
-                                              description: "selector is the string-encoded
-                                                form of a standard kubernetes label
-                                                selector for the given metric\nWhen
-                                                set, it is passed "
+                                              description: |-
+                                                selector is the string-encoded form of a standard kubernetes label selector for the given metric
+                                                When set, it is passed...
                                               properties:
                                                 matchExpressions:
                                                   description: matchExpressions is
@@ -9429,10 +9843,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9467,7 +9880,7 @@ spec:
                                     resource:
                                       description: |-
                                         resource refers to a resource metric (such as those specified in
-                                        requests and limits) known to Kubernetes describing eac
+                                        requests and limits) known to Kubernetes describing...
                                       properties:
                                         name:
                                           description: name is the name of the resource
@@ -9478,10 +9891,9 @@ spec:
                                             value for the given metric
                                           properties:
                                             averageUtilization:
-                                              description: "averageUtilization is
-                                                the target value of the average of
-                                                the\nresource metric across all relevant
-                                                pods, represented as a "
+                                              description: |-
+                                                averageUtilization is the target value of the average of the
+                                                resource metric across all relevant pods, represented as a...
                                               format: int32
                                               type: integer
                                             averageValue:
@@ -9575,6 +9987,11 @@ spec:
                               Defaults to user specified in image metadata if unspecified.
                             format: int64
                             type: integer
+                          seLinuxChangePolicy:
+                            description: seLinuxChangePolicy defines how the container's
+                              SELinux label is applied to all volumes used by the
+                              Pod.
+                            type: string
                           seLinuxOptions:
                             description: The SELinux context to be applied to all
                               containers.
@@ -9614,13 +10031,18 @@ spec:
                             type: object
                           supplementalGroups:
                             description: |-
-                              A list of groups applied to the first process run in each container, in addition
-                              to the container's primary GID, the fsG
+                              A list of groups applied to the first process run in each container, in
+                              addition to the container's primary GID and...
                             items:
                               format: int64
                               type: integer
                             type: array
                             x-kubernetes-list-type: atomic
+                          supplementalGroupsPolicy:
+                            description: |-
+                              Defines how supplemental groups of the first container processes are calculated.
+                              Valid values are "Merge" and "Strict".
+                            type: string
                           sysctls:
                             description: Sysctls hold a list of namespaced sysctls
                               used for the pod.
@@ -9734,7 +10156,7 @@ spec:
                             nodeAffinityPolicy:
                               description: |-
                                 NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector
-                                when calculating pod topology spread skew
+                                when calculating pod topology spread...
                               type: string
                             nodeTaintsPolicy:
                               description: |-
@@ -9770,8 +10192,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -9871,7 +10292,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -9890,8 +10311,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -9953,6 +10374,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -10121,7 +10546,7 @@ spec:
                             awsElasticBlockStore:
                               description: |-
                                 awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                                kubelet's host machine and then exposed to th
+                                kubelet's host machine and then exposed to...
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -10163,6 +10588,7 @@ spec:
                                     the blob storage
                                   type: string
                                 fsType:
+                                  default: ext4
                                   description: |-
                                     fsType is Filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -10171,9 +10597,10 @@ spec:
                                 kind:
                                   description: 'kind expected values are Shared: multiple
                                     blob disks per storage account  Dedicated: single
-                                    blob disk per storage accoun'
+                                    blob disk per storage...'
                                   type: string
                                 readOnly:
+                                  default: false
                                   description: |-
                                     readOnly Defaults to false (read/write). ReadOnly here will force
                                     the ReadOnly setting in VolumeMounts.
@@ -10204,7 +10631,7 @@ spec:
                               type: object
                             cephfs:
                               description: cephFS represents a Ceph FS mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 monitors:
                                   description: |-
@@ -10253,7 +10680,7 @@ spec:
                             cinder:
                               description: |-
                                 cinder represents a cinder volume attached and mounted on kubelets host machine.
-                                More info: https://examples.k8s.
+                                Deprecated: Cinder is deprecated.
                               properties:
                                 fsType:
                                   description: |-
@@ -10299,7 +10726,7 @@ spec:
                                 items:
                                   description: |-
                                     items if unspecified, each key-value pair in the Data field of the referenced
-                                    ConfigMap will be projected into the volum
+                                    ConfigMap will be projected into the...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -10339,7 +10766,7 @@ spec:
                             csi:
                               description: csi (Container Storage Interface) represents
                                 ephemeral storage that is handled by certain external
-                                CSI drivers (Beta fea
+                                CSI drivers.
                               properties:
                                 driver:
                                   description: driver is the name of the CSI driver
@@ -10352,7 +10779,7 @@ spec:
                                 nodePublishSecretRef:
                                   description: |-
                                     nodePublishSecretRef is a reference to the secret object containing
-                                    sensitive information to pass to the CSI driver to c
+                                    sensitive information to pass to the CSI driver to...
                                   properties:
                                     name:
                                       default: ""
@@ -10416,7 +10843,7 @@ spec:
                                       mode:
                                         description: |-
                                           Optional: mode bits used to set permissions on this file, must be an octal value
-                                          between 0000 and 0777 or a decimal valu
+                                          between 0000 and 0777 or a decimal...
                                         format: int32
                                         type: integer
                                       path:
@@ -10668,9 +11095,9 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 wwids:
-                                  description: "wwids Optional: FC volume world wide
-                                    identifiers (wwids)\nEither wwids or combination
-                                    of targetWWNs and lun must be set, "
+                                  description: |-
+                                    wwids Optional: FC volume world wide identifiers (wwids)
+                                    Either wwids or combination of targetWWNs and lun must be set,...
                                   items:
                                     type: string
                                   type: array
@@ -10705,7 +11132,7 @@ spec:
                                 secretRef:
                                   description: |-
                                     secretRef is Optional: secretRef is reference to the secret object containing
-                                    sensitive information to pass to the plugi
+                                    sensitive information to pass to the...
                                   properties:
                                     name:
                                       default: ""
@@ -10726,7 +11153,7 @@ spec:
                                 datasetName:
                                   description: |-
                                     datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                    should be considered as depreca
+                                    should be considered as...
                                   type: string
                                 datasetUUID:
                                   description: datasetUUID is the UUID of the dataset.
@@ -10736,7 +11163,7 @@ spec:
                             gcePersistentDisk:
                               description: |-
                                 gcePersistentDisk represents a GCE Disk resource that is attached to a
-                                kubelet's host machine and then exposed to the po
+                                kubelet's host machine and then exposed to the...
                               properties:
                                 fsType:
                                   description: fsType is filesystem type of the volume
@@ -10765,7 +11192,7 @@ spec:
                             gitRepo:
                               description: |-
                                 gitRepo represents a git repository at a particular revision.
-                                DEPRECATED: GitRepo is deprecated.
+                                Deprecated: GitRepo is deprecated.
                               properties:
                                 directory:
                                   description: |-
@@ -10783,9 +11210,8 @@ spec:
                               - repository
                               type: object
                             glusterfs:
-                              description: |-
-                                glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: glusterfs represents a Glusterfs mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
                                   description: |-
@@ -10825,6 +11251,22 @@ spec:
                               required:
                               - path
                               type: object
+                            image:
+                              description: image represents an OCI object (a container
+                                image or artifact) pulled and mounted on the kubelet's
+                                host machine.
+                              properties:
+                                pullPolicy:
+                                  description: |-
+                                    Policy for pulling OCI objects. Possible values are:
+                                    Always: the kubelet always attempts to pull the reference.
+                                  type: string
+                                reference:
+                                  description: |-
+                                    Required: Image or artifact reference to be used.
+                                    Behaves in the same way as pod.spec.containers[*].image.
+                                  type: string
+                              type: object
                             iscsi:
                               description: |-
                                 iscsi represents an ISCSI Disk resource that is attached to a
@@ -10850,6 +11292,7 @@ spec:
                                   description: iqn is the target iSCSI Qualified Name.
                                   type: string
                                 iscsiInterface:
+                                  default: default
                                   description: |-
                                     iscsiInterface is the interface Name that uses an iSCSI transport.
                                     Defaults to 'default' (tcp).
@@ -10941,7 +11384,7 @@ spec:
                             photonPersistentDisk:
                               description: photonPersistentDisk represents a PhotonController
                                 persistent disk attached and mounted on kubelets host
-                                machine
+                                machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -10958,7 +11401,7 @@ spec:
                               type: object
                             portworxVolume:
                               description: portworxVolume represents a portworx volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -10988,10 +11431,13 @@ spec:
                                   format: int32
                                   type: integer
                                 sources:
-                                  description: sources is the list of volume projections
+                                  description: |-
+                                    sources is the list of volume projections. Each entry in this list
+                                    handles one source.
                                   items:
-                                    description: Projection that may be projected
-                                      along with other supported volume types
+                                    description: |-
+                                      Projection that may be projected along with other supported volume types.
+                                      Exactly one of these fields must be set.
                                     properties:
                                       clusterTrustBundle:
                                         description: ClusterTrustBundle allows a pod
@@ -11072,7 +11518,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              ConfigMap will be projected into the volum
+                                              ConfigMap will be projected into the...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -11145,7 +11591,7 @@ spec:
                                                 mode:
                                                   description: |-
                                                     Optional: mode bits used to set permissions on this file, must be an octal value
-                                                    between 0000 and 0777 or a decimal valu
+                                                    between 0000 and 0777 or a decimal...
                                                   format: int32
                                                   type: integer
                                                 path:
@@ -11194,7 +11640,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              Secret will be projected into the volume a
+                                              Secret will be projected into the volume...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -11260,7 +11706,7 @@ spec:
                               type: object
                             quobyte:
                               description: quobyte represents a Quobyte mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 group:
                                   description: |-
@@ -11275,12 +11721,12 @@ spec:
                                 registry:
                                   description: |-
                                     registry represents a single or multiple Quobyte Registry services
-                                    specified as a string as host:port pair (multiple ent
+                                    specified as a string as host:port pair (multiple...
                                   type: string
                                 tenant:
                                   description: |-
                                     tenant owning the given Quobyte volume in the Backend
-                                    Used with dynamically provisioned Quobyte volumes, value is set by
+                                    Used with dynamically provisioned Quobyte volumes, value is set...
                                   type: string
                                 user:
                                   description: |-
@@ -11296,9 +11742,8 @@ spec:
                               - volume
                               type: object
                             rbd:
-                              description: |-
-                                rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: rbd represents a Rados Block Device mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -11310,6 +11755,7 @@ spec:
                                     More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                                   type: string
                                 keyring:
+                                  default: /etc/ceph/keyring
                                   description: |-
                                     keyring is the path to key ring for RBDUser.
                                     Default is /etc/ceph/keyring.
@@ -11324,6 +11770,7 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 pool:
+                                  default: rbd
                                   description: |-
                                     pool is the rados pool name.
                                     Default is rbd.
@@ -11351,6 +11798,7 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 user:
+                                  default: admin
                                   description: |-
                                     user is the rados user name.
                                     Default is admin.
@@ -11365,6 +11813,7 @@ spec:
                                 volume attached and mounted on Kubernetes nodes.
                               properties:
                                 fsType:
+                                  default: xfs
                                   description: |-
                                     fsType is the filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -11402,6 +11851,7 @@ spec:
                                     communication with Gateway, default false
                                   type: boolean
                                 storageMode:
+                                  default: ThinProvisioned
                                   description: storageMode indicates whether the storage
                                     for a volume should be ThickProvisioned or ThinProvisioned.
                                   type: string
@@ -11436,7 +11886,7 @@ spec:
                                 items:
                                   description: |-
                                     items If unspecified, each key-value pair in the Data field of the referenced
-                                    Secret will be projected into the volume a
+                                    Secret will be projected into the volume...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -11511,7 +11961,7 @@ spec:
                               type: object
                             vsphereVolume:
                               description: vsphereVolume represents a vSphere volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -11616,10 +12066,7 @@ spec:
                       - Unknown
                       type: string
                     type:
-                      description: |-
-                        type of condition in CamelCase or in foo.example.com/CamelCase.
-                        ---
-                        Many .condition.
+                      description: type of condition in CamelCase or in foo.example.com/CamelCase.
                       maxLength: 316
                       pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$
                       type: string
@@ -11790,8 +12237,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -11890,7 +12336,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -11909,8 +12355,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -11956,6 +12402,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -11997,7 +12447,7 @@ spec:
                       activeDeadlineSeconds:
                         description: |-
                           Specifies the duration in seconds relative to the startTime that the job
-                          may be continuously active before the system tr
+                          may be continuously active before the system...
                         format: int64
                         type: integer
                       backoffLimit:
@@ -12180,8 +12630,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -12280,7 +12729,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -12299,8 +12748,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -12554,8 +13003,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -12655,7 +13103,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -12674,8 +13122,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -12737,6 +13185,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -13064,8 +13516,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -13165,7 +13616,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -13184,8 +13635,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -13247,6 +13698,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -13592,8 +14047,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -13696,7 +14150,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -13715,8 +14169,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -13782,6 +14237,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -14052,6 +14511,10 @@ spec:
                           Defaults to user specified in image metadata if unspecified.
                         format: int64
                         type: integer
+                      seLinuxChangePolicy:
+                        description: seLinuxChangePolicy defines how the container's
+                          SELinux label is applied to all volumes used by the Pod.
+                        type: string
                       seLinuxOptions:
                         description: The SELinux context to be applied to all containers.
                         properties:
@@ -14090,13 +14553,18 @@ spec:
                         type: object
                       supplementalGroups:
                         description: |-
-                          A list of groups applied to the first process run in each container, in addition
-                          to the container's primary GID, the fsG
+                          A list of groups applied to the first process run in each container, in
+                          addition to the container's primary GID and...
                         items:
                           format: int64
                           type: integer
                         type: array
                         x-kubernetes-list-type: atomic
+                      supplementalGroupsPolicy:
+                        description: |-
+                          Defines how supplemental groups of the first container processes are calculated.
+                          Valid values are "Merge" and "Strict".
+                        type: string
                       sysctls:
                         description: Sysctls hold a list of namespaced sysctls used
                           for the pod.
@@ -14153,8 +14621,7 @@ spec:
                             value:
                               description: |-
                                 Variable references $(VAR_NAME) are expanded
-                                using the previously defined environment variables in the container and
-                                any
+                                using the previously defined environment variables in the container and...
                               type: string
                             valueFrom:
                               description: Source for the environment variable's value.
@@ -14253,7 +14720,7 @@ spec:
                       envFrom:
                         items:
                           description: EnvFromSource represents the source of a set
-                            of ConfigMaps
+                            of ConfigMaps or Secrets
                           properties:
                             configMapRef:
                               description: The ConfigMap to select from
@@ -14272,8 +14739,8 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             prefix:
-                              description: An optional identifier to prepend to each
-                                key in the ConfigMap. Must be a C_IDENTIFIER.
+                              description: Optional text to prepend to the name of
+                                each environment variable. Must be a C_IDENTIFIER.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -14334,6 +14801,10 @@ spec:
                                     Name must match the name of one entry in pod.spec.resourceClaims of
                                     the Pod where this field is used.
                                   type: string
+                                request:
+                                  description: Request is the name chosen for a request
+                                    in the referenced claim.
+                                  type: string
                               required:
                               - name
                               type: object
@@ -14502,7 +14973,7 @@ spec:
                         awsElasticBlockStore:
                           description: |-
                             awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                            kubelet's host machine and then exposed to th
+                            kubelet's host machine and then exposed to...
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -14544,6 +15015,7 @@ spec:
                                 blob storage
                               type: string
                             fsType:
+                              default: ext4
                               description: |-
                                 fsType is Filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -14552,9 +15024,10 @@ spec:
                             kind:
                               description: 'kind expected values are Shared: multiple
                                 blob disks per storage account  Dedicated: single
-                                blob disk per storage accoun'
+                                blob disk per storage...'
                               type: string
                             readOnly:
+                              default: false
                               description: |-
                                 readOnly Defaults to false (read/write). ReadOnly here will force
                                 the ReadOnly setting in VolumeMounts.
@@ -14585,7 +15058,7 @@ spec:
                           type: object
                         cephfs:
                           description: cephFS represents a Ceph FS mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             monitors:
                               description: |-
@@ -14633,7 +15106,7 @@ spec:
                         cinder:
                           description: |-
                             cinder represents a cinder volume attached and mounted on kubelets host machine.
-                            More info: https://examples.k8s.
+                            Deprecated: Cinder is deprecated.
                           properties:
                             fsType:
                               description: |-
@@ -14679,7 +15152,7 @@ spec:
                             items:
                               description: |-
                                 items if unspecified, each key-value pair in the Data field of the referenced
-                                ConfigMap will be projected into the volum
+                                ConfigMap will be projected into the...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -14719,7 +15192,7 @@ spec:
                         csi:
                           description: csi (Container Storage Interface) represents
                             ephemeral storage that is handled by certain external
-                            CSI drivers (Beta fea
+                            CSI drivers.
                           properties:
                             driver:
                               description: driver is the name of the CSI driver that
@@ -14731,7 +15204,7 @@ spec:
                             nodePublishSecretRef:
                               description: |-
                                 nodePublishSecretRef is a reference to the secret object containing
-                                sensitive information to pass to the CSI driver to c
+                                sensitive information to pass to the CSI driver to...
                               properties:
                                 name:
                                   default: ""
@@ -14793,7 +15266,7 @@ spec:
                                   mode:
                                     description: |-
                                       Optional: mode bits used to set permissions on this file, must be an octal value
-                                      between 0000 and 0777 or a decimal valu
+                                      between 0000 and 0777 or a decimal...
                                     format: int32
                                     type: integer
                                   path:
@@ -15042,9 +15515,9 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             wwids:
-                              description: "wwids Optional: FC volume world wide identifiers
-                                (wwids)\nEither wwids or combination of targetWWNs
-                                and lun must be set, "
+                              description: |-
+                                wwids Optional: FC volume world wide identifiers (wwids)
+                                Either wwids or combination of targetWWNs and lun must be set,...
                               items:
                                 type: string
                               type: array
@@ -15079,7 +15552,7 @@ spec:
                             secretRef:
                               description: |-
                                 secretRef is Optional: secretRef is reference to the secret object containing
-                                sensitive information to pass to the plugi
+                                sensitive information to pass to the...
                               properties:
                                 name:
                                   default: ""
@@ -15100,7 +15573,7 @@ spec:
                             datasetName:
                               description: |-
                                 datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                should be considered as depreca
+                                should be considered as...
                               type: string
                             datasetUUID:
                               description: datasetUUID is the UUID of the dataset.
@@ -15110,7 +15583,7 @@ spec:
                         gcePersistentDisk:
                           description: |-
                             gcePersistentDisk represents a GCE Disk resource that is attached to a
-                            kubelet's host machine and then exposed to the po
+                            kubelet's host machine and then exposed to the...
                           properties:
                             fsType:
                               description: fsType is filesystem type of the volume
@@ -15139,7 +15612,7 @@ spec:
                         gitRepo:
                           description: |-
                             gitRepo represents a git repository at a particular revision.
-                            DEPRECATED: GitRepo is deprecated.
+                            Deprecated: GitRepo is deprecated.
                           properties:
                             directory:
                               description: |-
@@ -15157,9 +15630,8 @@ spec:
                           - repository
                           type: object
                         glusterfs:
-                          description: |-
-                            glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: glusterfs represents a Glusterfs mount on the
+                            host that shares a pod's lifetime.
                           properties:
                             endpoints:
                               description: |-
@@ -15199,6 +15671,22 @@ spec:
                           required:
                           - path
                           type: object
+                        image:
+                          description: image represents an OCI object (a container
+                            image or artifact) pulled and mounted on the kubelet's
+                            host machine.
+                          properties:
+                            pullPolicy:
+                              description: |-
+                                Policy for pulling OCI objects. Possible values are:
+                                Always: the kubelet always attempts to pull the reference.
+                              type: string
+                            reference:
+                              description: |-
+                                Required: Image or artifact reference to be used.
+                                Behaves in the same way as pod.spec.containers[*].image.
+                              type: string
+                          type: object
                         iscsi:
                           description: |-
                             iscsi represents an ISCSI Disk resource that is attached to a
@@ -15224,6 +15712,7 @@ spec:
                               description: iqn is the target iSCSI Qualified Name.
                               type: string
                             iscsiInterface:
+                              default: default
                               description: |-
                                 iscsiInterface is the interface Name that uses an iSCSI transport.
                                 Defaults to 'default' (tcp).
@@ -15314,7 +15803,7 @@ spec:
                         photonPersistentDisk:
                           description: photonPersistentDisk represents a PhotonController
                             persistent disk attached and mounted on kubelets host
-                            machine
+                            machine.
                           properties:
                             fsType:
                               description: |-
@@ -15331,7 +15820,7 @@ spec:
                           type: object
                         portworxVolume:
                           description: portworxVolume represents a portworx volume
-                            attached and mounted on kubelets host machine
+                            attached and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -15361,10 +15850,13 @@ spec:
                               format: int32
                               type: integer
                             sources:
-                              description: sources is the list of volume projections
+                              description: |-
+                                sources is the list of volume projections. Each entry in this list
+                                handles one source.
                               items:
-                                description: Projection that may be projected along
-                                  with other supported volume types
+                                description: |-
+                                  Projection that may be projected along with other supported volume types.
+                                  Exactly one of these fields must be set.
                                 properties:
                                   clusterTrustBundle:
                                     description: ClusterTrustBundle allows a pod to
@@ -15444,7 +15936,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          ConfigMap will be projected into the volum
+                                          ConfigMap will be projected into the...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -15515,7 +16007,7 @@ spec:
                                             mode:
                                               description: |-
                                                 Optional: mode bits used to set permissions on this file, must be an octal value
-                                                between 0000 and 0777 or a decimal valu
+                                                between 0000 and 0777 or a decimal...
                                               format: int32
                                               type: integer
                                             path:
@@ -15564,7 +16056,7 @@ spec:
                                       items:
                                         description: |-
                                           items if unspecified, each key-value pair in the Data field of the referenced
-                                          Secret will be projected into the volume a
+                                          Secret will be projected into the volume...
                                         items:
                                           description: Maps a string key to a path
                                             within a volume.
@@ -15630,7 +16122,7 @@ spec:
                           type: object
                         quobyte:
                           description: quobyte represents a Quobyte mount on the host
-                            that shares a pod's lifetime
+                            that shares a pod's lifetime.
                           properties:
                             group:
                               description: |-
@@ -15645,12 +16137,12 @@ spec:
                             registry:
                               description: |-
                                 registry represents a single or multiple Quobyte Registry services
-                                specified as a string as host:port pair (multiple ent
+                                specified as a string as host:port pair (multiple...
                               type: string
                             tenant:
                               description: |-
                                 tenant owning the given Quobyte volume in the Backend
-                                Used with dynamically provisioned Quobyte volumes, value is set by
+                                Used with dynamically provisioned Quobyte volumes, value is set...
                               type: string
                             user:
                               description: |-
@@ -15666,9 +16158,8 @@ spec:
                           - volume
                           type: object
                         rbd:
-                          description: |-
-                            rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                            More info: https://examples.k8s.
+                          description: rbd represents a Rados Block Device mount on
+                            the host that shares a pod's lifetime.
                           properties:
                             fsType:
                               description: fsType is the filesystem type of the volume
@@ -15680,6 +16171,7 @@ spec:
                                 More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                               type: string
                             keyring:
+                              default: /etc/ceph/keyring
                               description: |-
                                 keyring is the path to key ring for RBDUser.
                                 Default is /etc/ceph/keyring.
@@ -15694,6 +16186,7 @@ spec:
                               type: array
                               x-kubernetes-list-type: atomic
                             pool:
+                              default: rbd
                               description: |-
                                 pool is the rados pool name.
                                 Default is rbd.
@@ -15721,6 +16214,7 @@ spec:
                               type: object
                               x-kubernetes-map-type: atomic
                             user:
+                              default: admin
                               description: |-
                                 user is the rados user name.
                                 Default is admin.
@@ -15735,6 +16229,7 @@ spec:
                             attached and mounted on Kubernetes nodes.
                           properties:
                             fsType:
+                              default: xfs
                               description: |-
                                 fsType is the filesystem type to mount.
                                 Must be a filesystem type supported by the host operating system.
@@ -15772,6 +16267,7 @@ spec:
                                 with Gateway, default false
                               type: boolean
                             storageMode:
+                              default: ThinProvisioned
                               description: storageMode indicates whether the storage
                                 for a volume should be ThickProvisioned or ThinProvisioned.
                               type: string
@@ -15806,7 +16302,7 @@ spec:
                             items:
                               description: |-
                                 items If unspecified, each key-value pair in the Data field of the referenced
-                                Secret will be projected into the volume a
+                                Secret will be projected into the volume...
                               items:
                                 description: Maps a string key to a path within a
                                   volume.
@@ -15881,7 +16377,7 @@ spec:
                           type: object
                         vsphereVolume:
                           description: vsphereVolume represents a vSphere volume attached
-                            and mounted on kubelets host machine
+                            and mounted on kubelets host machine.
                           properties:
                             fsType:
                               description: |-
@@ -15997,8 +16493,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -16098,7 +16593,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -16117,8 +16612,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -16165,6 +16660,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -16206,7 +16705,7 @@ spec:
                           activeDeadlineSeconds:
                             description: |-
                               Specifies the duration in seconds relative to the startTime that the job
-                              may be continuously active before the system tr
+                              may be continuously active before the system...
                             format: int64
                             type: integer
                           backoffLimit:
@@ -16392,8 +16891,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -16493,7 +16991,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -16512,8 +17010,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -16771,8 +17269,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -16875,7 +17372,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -16894,8 +17391,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -16957,6 +17455,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -17289,8 +17791,7 @@ spec:
                                     value:
                                       description: |-
                                         Variable references $(VAR_NAME) are expanded
-                                        using the previously defined environment variables in the container and
-                                        any
+                                        using the previously defined environment variables in the container and...
                                       type: string
                                     valueFrom:
                                       description: Source for the environment variable's
@@ -17393,7 +17894,7 @@ spec:
                               envFrom:
                                 items:
                                   description: EnvFromSource represents the source
-                                    of a set of ConfigMaps
+                                    of a set of ConfigMaps or Secrets
                                   properties:
                                     configMapRef:
                                       description: The ConfigMap to select from
@@ -17412,8 +17913,9 @@ spec:
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     prefix:
-                                      description: An optional identifier to prepend
-                                        to each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                      description: Optional text to prepend to the
+                                        name of each environment variable. Must be
+                                        a C_IDENTIFIER.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -17475,6 +17977,10 @@ spec:
                                             Name must match the name of one entry in pod.spec.resourceClaims of
                                             the Pod where this field is used.
                                           type: string
+                                        request:
+                                          description: Request is the name chosen
+                                            for a request in the referenced claim.
+                                          type: string
                                       required:
                                       - name
                                       type: object
@@ -17829,8 +18335,7 @@ spec:
                                         value:
                                           description: |-
                                             Variable references $(VAR_NAME) are expanded
-                                            using the previously defined environment variables in the container and
-                                            any
+                                            using the previously defined environment variables in the container and...
                                           type: string
                                         valueFrom:
                                           description: Source for the environment
@@ -17935,7 +18440,7 @@ spec:
                                   envFrom:
                                     items:
                                       description: EnvFromSource represents the source
-                                        of a set of ConfigMaps
+                                        of a set of ConfigMaps or Secrets
                                       properties:
                                         configMapRef:
                                           description: The ConfigMap to select from
@@ -17954,9 +18459,9 @@ spec:
                                           type: object
                                           x-kubernetes-map-type: atomic
                                         prefix:
-                                          description: An optional identifier to prepend
-                                            to each key in the ConfigMap. Must be
-                                            a C_IDENTIFIER.
+                                          description: Optional text to prepend to
+                                            the name of each environment variable.
+                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -18022,6 +18527,10 @@ spec:
                                                 Name must match the name of one entry in pod.spec.resourceClaims of
                                                 the Pod where this field is used.
                                               type: string
+                                            request:
+                                              description: Request is the name chosen
+                                                for a request in the referenced claim.
+                                              type: string
                                           required:
                                           - name
                                           type: object
@@ -18300,6 +18809,11 @@ spec:
                               Defaults to user specified in image metadata if unspecified.
                             format: int64
                             type: integer
+                          seLinuxChangePolicy:
+                            description: seLinuxChangePolicy defines how the container's
+                              SELinux label is applied to all volumes used by the
+                              Pod.
+                            type: string
                           seLinuxOptions:
                             description: The SELinux context to be applied to all
                               containers.
@@ -18339,13 +18853,18 @@ spec:
                             type: object
                           supplementalGroups:
                             description: |-
-                              A list of groups applied to the first process run in each container, in addition
-                              to the container's primary GID, the fsG
+                              A list of groups applied to the first process run in each container, in
+                              addition to the container's primary GID and...
                             items:
                               format: int64
                               type: integer
                             type: array
                             x-kubernetes-list-type: atomic
+                          supplementalGroupsPolicy:
+                            description: |-
+                              Defines how supplemental groups of the first container processes are calculated.
+                              Valid values are "Merge" and "Strict".
+                            type: string
                           sysctls:
                             description: Sysctls hold a list of namespaced sysctls
                               used for the pod.
@@ -18403,8 +18922,7 @@ spec:
                                 value:
                                   description: |-
                                     Variable references $(VAR_NAME) are expanded
-                                    using the previously defined environment variables in the container and
-                                    any
+                                    using the previously defined environment variables in the container and...
                                   type: string
                                 valueFrom:
                                   description: Source for the environment variable's
@@ -18504,7 +19022,7 @@ spec:
                           envFrom:
                             items:
                               description: EnvFromSource represents the source of
-                                a set of ConfigMaps
+                                a set of ConfigMaps or Secrets
                               properties:
                                 configMapRef:
                                   description: The ConfigMap to select from
@@ -18523,8 +19041,8 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 prefix:
-                                  description: An optional identifier to prepend to
-                                    each key in the ConfigMap. Must be a C_IDENTIFIER.
+                                  description: Optional text to prepend to the name
+                                    of each environment variable. Must be a C_IDENTIFIER.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -18586,6 +19104,10 @@ spec:
                                         Name must match the name of one entry in pod.spec.resourceClaims of
                                         the Pod where this field is used.
                                       type: string
+                                    request:
+                                      description: Request is the name chosen for
+                                        a request in the referenced claim.
+                                      type: string
                                   required:
                                   - name
                                   type: object
@@ -18754,7 +19276,7 @@ spec:
                             awsElasticBlockStore:
                               description: |-
                                 awsElasticBlockStore represents an AWS Disk resource that is attached to a
-                                kubelet's host machine and then exposed to th
+                                kubelet's host machine and then exposed to...
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -18796,6 +19318,7 @@ spec:
                                     the blob storage
                                   type: string
                                 fsType:
+                                  default: ext4
                                   description: |-
                                     fsType is Filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -18804,9 +19327,10 @@ spec:
                                 kind:
                                   description: 'kind expected values are Shared: multiple
                                     blob disks per storage account  Dedicated: single
-                                    blob disk per storage accoun'
+                                    blob disk per storage...'
                                   type: string
                                 readOnly:
+                                  default: false
                                   description: |-
                                     readOnly Defaults to false (read/write). ReadOnly here will force
                                     the ReadOnly setting in VolumeMounts.
@@ -18837,7 +19361,7 @@ spec:
                               type: object
                             cephfs:
                               description: cephFS represents a Ceph FS mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 monitors:
                                   description: |-
@@ -18886,7 +19410,7 @@ spec:
                             cinder:
                               description: |-
                                 cinder represents a cinder volume attached and mounted on kubelets host machine.
-                                More info: https://examples.k8s.
+                                Deprecated: Cinder is deprecated.
                               properties:
                                 fsType:
                                   description: |-
@@ -18932,7 +19456,7 @@ spec:
                                 items:
                                   description: |-
                                     items if unspecified, each key-value pair in the Data field of the referenced
-                                    ConfigMap will be projected into the volum
+                                    ConfigMap will be projected into the...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -18972,7 +19496,7 @@ spec:
                             csi:
                               description: csi (Container Storage Interface) represents
                                 ephemeral storage that is handled by certain external
-                                CSI drivers (Beta fea
+                                CSI drivers.
                               properties:
                                 driver:
                                   description: driver is the name of the CSI driver
@@ -18985,7 +19509,7 @@ spec:
                                 nodePublishSecretRef:
                                   description: |-
                                     nodePublishSecretRef is a reference to the secret object containing
-                                    sensitive information to pass to the CSI driver to c
+                                    sensitive information to pass to the CSI driver to...
                                   properties:
                                     name:
                                       default: ""
@@ -19049,7 +19573,7 @@ spec:
                                       mode:
                                         description: |-
                                           Optional: mode bits used to set permissions on this file, must be an octal value
-                                          between 0000 and 0777 or a decimal valu
+                                          between 0000 and 0777 or a decimal...
                                         format: int32
                                         type: integer
                                       path:
@@ -19301,9 +19825,9 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 wwids:
-                                  description: "wwids Optional: FC volume world wide
-                                    identifiers (wwids)\nEither wwids or combination
-                                    of targetWWNs and lun must be set, "
+                                  description: |-
+                                    wwids Optional: FC volume world wide identifiers (wwids)
+                                    Either wwids or combination of targetWWNs and lun must be set,...
                                   items:
                                     type: string
                                   type: array
@@ -19338,7 +19862,7 @@ spec:
                                 secretRef:
                                   description: |-
                                     secretRef is Optional: secretRef is reference to the secret object containing
-                                    sensitive information to pass to the plugi
+                                    sensitive information to pass to the...
                                   properties:
                                     name:
                                       default: ""
@@ -19359,7 +19883,7 @@ spec:
                                 datasetName:
                                   description: |-
                                     datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker
-                                    should be considered as depreca
+                                    should be considered as...
                                   type: string
                                 datasetUUID:
                                   description: datasetUUID is the UUID of the dataset.
@@ -19369,7 +19893,7 @@ spec:
                             gcePersistentDisk:
                               description: |-
                                 gcePersistentDisk represents a GCE Disk resource that is attached to a
-                                kubelet's host machine and then exposed to the po
+                                kubelet's host machine and then exposed to the...
                               properties:
                                 fsType:
                                   description: fsType is filesystem type of the volume
@@ -19398,7 +19922,7 @@ spec:
                             gitRepo:
                               description: |-
                                 gitRepo represents a git repository at a particular revision.
-                                DEPRECATED: GitRepo is deprecated.
+                                Deprecated: GitRepo is deprecated.
                               properties:
                                 directory:
                                   description: |-
@@ -19416,9 +19940,8 @@ spec:
                               - repository
                               type: object
                             glusterfs:
-                              description: |-
-                                glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: glusterfs represents a Glusterfs mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
                                   description: |-
@@ -19458,6 +19981,22 @@ spec:
                               required:
                               - path
                               type: object
+                            image:
+                              description: image represents an OCI object (a container
+                                image or artifact) pulled and mounted on the kubelet's
+                                host machine.
+                              properties:
+                                pullPolicy:
+                                  description: |-
+                                    Policy for pulling OCI objects. Possible values are:
+                                    Always: the kubelet always attempts to pull the reference.
+                                  type: string
+                                reference:
+                                  description: |-
+                                    Required: Image or artifact reference to be used.
+                                    Behaves in the same way as pod.spec.containers[*].image.
+                                  type: string
+                              type: object
                             iscsi:
                               description: |-
                                 iscsi represents an ISCSI Disk resource that is attached to a
@@ -19483,6 +20022,7 @@ spec:
                                   description: iqn is the target iSCSI Qualified Name.
                                   type: string
                                 iscsiInterface:
+                                  default: default
                                   description: |-
                                     iscsiInterface is the interface Name that uses an iSCSI transport.
                                     Defaults to 'default' (tcp).
@@ -19574,7 +20114,7 @@ spec:
                             photonPersistentDisk:
                               description: photonPersistentDisk represents a PhotonController
                                 persistent disk attached and mounted on kubelets host
-                                machine
+                                machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -19591,7 +20131,7 @@ spec:
                               type: object
                             portworxVolume:
                               description: portworxVolume represents a portworx volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -19621,10 +20161,13 @@ spec:
                                   format: int32
                                   type: integer
                                 sources:
-                                  description: sources is the list of volume projections
+                                  description: |-
+                                    sources is the list of volume projections. Each entry in this list
+                                    handles one source.
                                   items:
-                                    description: Projection that may be projected
-                                      along with other supported volume types
+                                    description: |-
+                                      Projection that may be projected along with other supported volume types.
+                                      Exactly one of these fields must be set.
                                     properties:
                                       clusterTrustBundle:
                                         description: ClusterTrustBundle allows a pod
@@ -19705,7 +20248,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              ConfigMap will be projected into the volum
+                                              ConfigMap will be projected into the...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -19778,7 +20321,7 @@ spec:
                                                 mode:
                                                   description: |-
                                                     Optional: mode bits used to set permissions on this file, must be an octal value
-                                                    between 0000 and 0777 or a decimal valu
+                                                    between 0000 and 0777 or a decimal...
                                                   format: int32
                                                   type: integer
                                                 path:
@@ -19827,7 +20370,7 @@ spec:
                                           items:
                                             description: |-
                                               items if unspecified, each key-value pair in the Data field of the referenced
-                                              Secret will be projected into the volume a
+                                              Secret will be projected into the volume...
                                             items:
                                               description: Maps a string key to a
                                                 path within a volume.
@@ -19893,7 +20436,7 @@ spec:
                               type: object
                             quobyte:
                               description: quobyte represents a Quobyte mount on the
-                                host that shares a pod's lifetime
+                                host that shares a pod's lifetime.
                               properties:
                                 group:
                                   description: |-
@@ -19908,12 +20451,12 @@ spec:
                                 registry:
                                   description: |-
                                     registry represents a single or multiple Quobyte Registry services
-                                    specified as a string as host:port pair (multiple ent
+                                    specified as a string as host:port pair (multiple...
                                   type: string
                                 tenant:
                                   description: |-
                                     tenant owning the given Quobyte volume in the Backend
-                                    Used with dynamically provisioned Quobyte volumes, value is set by
+                                    Used with dynamically provisioned Quobyte volumes, value is set...
                                   type: string
                                 user:
                                   description: |-
@@ -19929,9 +20472,8 @@ spec:
                               - volume
                               type: object
                             rbd:
-                              description: |-
-                                rbd represents a Rados Block Device mount on the host that shares a pod's lifetime.
-                                More info: https://examples.k8s.
+                              description: rbd represents a Rados Block Device mount
+                                on the host that shares a pod's lifetime.
                               properties:
                                 fsType:
                                   description: fsType is the filesystem type of the
@@ -19943,6 +20485,7 @@ spec:
                                     More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it
                                   type: string
                                 keyring:
+                                  default: /etc/ceph/keyring
                                   description: |-
                                     keyring is the path to key ring for RBDUser.
                                     Default is /etc/ceph/keyring.
@@ -19957,6 +20500,7 @@ spec:
                                   type: array
                                   x-kubernetes-list-type: atomic
                                 pool:
+                                  default: rbd
                                   description: |-
                                     pool is the rados pool name.
                                     Default is rbd.
@@ -19984,6 +20528,7 @@ spec:
                                   type: object
                                   x-kubernetes-map-type: atomic
                                 user:
+                                  default: admin
                                   description: |-
                                     user is the rados user name.
                                     Default is admin.
@@ -19998,6 +20543,7 @@ spec:
                                 volume attached and mounted on Kubernetes nodes.
                               properties:
                                 fsType:
+                                  default: xfs
                                   description: |-
                                     fsType is the filesystem type to mount.
                                     Must be a filesystem type supported by the host operating system.
@@ -20035,6 +20581,7 @@ spec:
                                     communication with Gateway, default false
                                   type: boolean
                                 storageMode:
+                                  default: ThinProvisioned
                                   description: storageMode indicates whether the storage
                                     for a volume should be ThickProvisioned or ThinProvisioned.
                                   type: string
@@ -20069,7 +20616,7 @@ spec:
                                 items:
                                   description: |-
                                     items If unspecified, each key-value pair in the Data field of the referenced
-                                    Secret will be projected into the volume a
+                                    Secret will be projected into the volume...
                                   items:
                                     description: Maps a string key to a path within
                                       a volume.
@@ -20144,7 +20691,7 @@ spec:
                               type: object
                             vsphereVolume:
                               description: vsphereVolume represents a vSphere volume
-                                attached and mounted on kubelets host machine
+                                attached and mounted on kubelets host machine.
                               properties:
                                 fsType:
                                   description: |-
@@ -20218,10 +20765,7 @@ spec:
                       - Unknown
                       type: string
                     type:
-                      description: |-
-                        type of condition in CamelCase or in foo.example.com/CamelCase.
-                        ---
-                        Many .condition.
+                      description: type of condition in CamelCase or in foo.example.com/CamelCase.
                       maxLength: 316
                       pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$
                       type: string
@@ -20371,9 +20915,12 @@ metadata:
   name: feast-operator-manager-role
 rules:
 - apiGroups:
-  - apps
+  - ""
   resources:
-  - deployments
+  - configmaps
+  - persistentvolumeclaims
+  - serviceaccounts
+  - services
   verbs:
   - create
   - delete
@@ -20382,65 +20929,62 @@ rules:
   - update
   - watch
 - apiGroups:
-  - authentication.k8s.io
+  - ""
   resources:
-  - tokenreviews
+  - namespaces
+  - pods
+  - secrets
+  verbs:
+  - get
+  - list
+  - watch
+- apiGroups:
+  - ""
+  resources:
+  - pods/exec
   verbs:
   - create
 - apiGroups:
-  - autoscaling
+  - apps
   resources:
-  - horizontalpodautoscalers
+  - deployments
   verbs:
   - create
   - delete
   - get
   - list
-  - patch
   - update
   - watch
 - apiGroups:
-  - batch
+  - authentication.k8s.io
   resources:
-  - cronjobs
+  - tokenreviews
   verbs:
   - create
-  - delete
-  - get
-  - list
-  - patch
-  - update
-  - watch
 - apiGroups:
-  - ""
+  - autoscaling
   resources:
-  - configmaps
-  - persistentvolumeclaims
-  - serviceaccounts
-  - services
+  - horizontalpodautoscalers
   verbs:
   - create
   - delete
   - get
   - list
+  - patch
   - update
   - watch
 - apiGroups:
-  - ""
+  - batch
   resources:
-  - namespaces
-  - pods
-  - secrets
+  - cronjobs
   verbs:
+  - create
+  - delete
   - get
   - list
+  - patch
+  - update
   - watch
-- apiGroups:
-  - ""
-  resources:
-  - pods/exec
-  verbs:
-  - create
 - apiGroups:
   - feast.dev
   resources:
@@ -20651,12 +21195,14 @@ spec:
         - /manager
         env:
         - name: RELATED_IMAGE_FEATURE_SERVER
-          value: quay.io/feastdev/feature-server:0.62.0
+          value: quay.io/feastdev/feature-server:0.63.0
         - name: RELATED_IMAGE_CRON_JOB
           value: quay.io/openshift/origin-cli:4.17
+        - name: GOMEMLIMIT
+          value: 230MiB
         - name: OIDC_ISSUER_URL
           value: ""
-        image: quay.io/feastdev/feast-operator:0.62.0
+        image: quay.io/feastdev/feast-operator:0.63.0
         livenessProbe:
           httpGet:
             path: /healthz
diff --git a/infra/feast-operator/dist/operator-e2e-tests b/infra/feast-operator/dist/operator-e2e-tests
index bb4e4c5d319..8a4bbe95ca8 100755
Binary files a/infra/feast-operator/dist/operator-e2e-tests and b/infra/feast-operator/dist/operator-e2e-tests differ
diff --git a/infra/feast-operator/docs/api/markdown/ref.md b/infra/feast-operator/docs/api/markdown/ref.md
index df3e3456967..4f57ff865f5 100644
--- a/infra/feast-operator/docs/api/markdown/ref.md
+++ b/infra/feast-operator/docs/api/markdown/ref.md
@@ -150,7 +150,6 @@ time for any reason.  Missed jobs executions will be counted as failed ones. |
 | `concurrencyPolicy` _[ConcurrencyPolicy](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#concurrencypolicy-v1-batch)_ | Specifies how to treat concurrent executions of a Job.
 Valid values are:
 
-
 - "Allow" (default): allows CronJobs to run concurrently;
 - "Forbid": forbids concurrent runs, skipping next run if previous run hasn't finished yet;
 - "Replace": cancels currently running job and replaces it with a new one |
@@ -278,6 +277,10 @@ _Appears in:_
 | `batchEngine` _[BatchEngineConfig](#batchengineconfig)_ |  |
 | `replicas` _integer_ | Replicas is the desired number of pod replicas. Used by the scale sub-resource.
 Mutually exclusive with services.scaling.autoscaling. |
+| `materialization` _[MaterializationConfig](#materializationconfig)_ | Materialization controls feature materialization behavior (batch size, pull strategy).
+Written into feature_store.yaml for all service pods. |
+| `openlineage` _[OpenLineageConfig](#openlineageconfig)_ | OpenLineage enables OpenLineage data lineage tracking for Feast operations.
+Written into feature_store.yaml for all service pods. |
 
 
 #### FeatureStoreStatus
@@ -362,7 +365,6 @@ represented by the jobs's .status.failed field, is incremented and it is
 checked against the backoffLimit. This field cannot be used in combination
 with restartPolicy=OnFailure.
 
-
 This field is beta-level. It can be used when the `JobPodFailurePolicy`
 feature gate is enabled (enabled by default). |
 | `backoffLimit` _integer_ | Specifies the number of retries before marking this job failed. |
@@ -394,12 +396,10 @@ the Job becomes eligible to be deleted immediately after it finishes. |
 | `completionMode` _[CompletionMode](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#completionmode-v1-batch)_ | completionMode specifies how Pod completions are tracked. It can be
 `NonIndexed` (default) or `Indexed`.
 
-
 `NonIndexed` means that the Job is considered complete when there have
 been .spec.completions successfully completed Pods. Each Pod completion is
 homologous to each other.
 
-
 `Indexed` means that the Pods of a
 Job get an associated completion index from 0 to (.spec.completions - 1),
 available in the annotation batch.kubernetes.io/job-completion-index.
@@ -411,7 +411,6 @@ In addition, The Pod name takes the form
 `$(job-name)-$(index)-$(random-string)`,
 the Pod hostname takes the form `$(job-name)-$(index)`.
 
-
 More completion modes can be added in the future.
 If the Job controller observes a mode that it doesn't recognize, which
 is possible during upgrades due to version skew, the controller
@@ -430,7 +429,6 @@ Possible values are:
 - Failed means to wait until a previously created Pod is fully terminated (has phase
   Failed or Succeeded) before creating a replacement Pod.
 
-
 When using podFailurePolicy, Failed is the the only allowed value.
 TerminatingOrFailed and Failed are allowed values when podFailurePolicy is not in use.
 This is an beta field. To use this, enable the JobPodReplacementPolicy feature toggle.
@@ -472,6 +470,60 @@ _Appears in:_
 | `persistence` _[RegistryPersistence](#registrypersistence)_ |  |
 
 
+#### MaterializationConfig
+
+
+
+MaterializationConfig controls feature materialization behavior written into feature_store.yaml.
+
+_Appears in:_
+- [FeatureStoreSpec](#featurestorespec)
+
+| Field | Description |
+| --- | --- |
+| `onlineWriteBatchSize` _integer_ | Number of rows per batch when writing to the online store during materialization.
+Prevents OOM for large feature views. Supported engines: local, spark, ray.
+If unset, all rows are written in a single batch. |
+| `extraConfig` _object (keys:string, values:string)_ | ExtraConfig passes additional materialization key-value settings inline into
+feature_store.yaml. |
+
+
+#### McpConfig
+
+
+
+McpConfig enables MCP (Model Context Protocol) server support in the feature server.
+When this field is set on ServingConfig, the feature server type is switched to "mcp".
+
+_Appears in:_
+- [RegistryServerConfigs](#registryserverconfigs)
+- [ServingConfig](#servingconfig)
+
+| Field | Description |
+| --- | --- |
+| `enabled` _boolean_ | Enable the MCP server. |
+| `serverName` _string_ | MCP server name for identification. Defaults to "feast-mcp-server". |
+| `serverVersion` _string_ | MCP server version string. Defaults to "1.0.0". |
+| `transport` _string_ | MCP transport protocol. |
+
+
+#### OfflinePushBatchingConfig
+
+
+
+OfflinePushBatchingConfig controls batching of writes to the offline store via the /push endpoint.
+Recommended for high-throughput push workloads (streaming pipelines, IoT) to prevent OOM.
+
+_Appears in:_
+- [ServingConfig](#servingconfig)
+
+| Field | Description |
+| --- | --- |
+| `enabled` _boolean_ | Enable offline push batching. |
+| `batchSize` _integer_ | Maximum number of rows per offline write batch. |
+| `batchIntervalSeconds` _integer_ | Seconds between batch flushes to the offline store. |
+
+
 #### OfflineStore
 
 
@@ -581,6 +633,8 @@ _Appears in:_
 | --- | --- |
 | `server` _[ServerConfigs](#serverconfigs)_ | Creates a feature server container |
 | `persistence` _[OnlineStorePersistence](#onlinestorepersistence)_ |  |
+| `serving` _[ServingConfig](#servingconfig)_ | Serving configures the Feast feature_server section written into feature_store.yaml for the online serve pod.
+Controls metrics granularity, offline push batching, and MCP. |
 
 
 #### OnlineStoreDBStorePersistence
@@ -629,6 +683,32 @@ _Appears in:_
 | `store` _[OnlineStoreDBStorePersistence](#onlinestoredbstorepersistence)_ |  |
 
 
+#### OpenLineageConfig
+
+
+
+OpenLineageConfig enables OpenLineage data lineage tracking for Feast operations.
+Lineage events are emitted during feast apply and materialization when enabled.
+
+_Appears in:_
+- [FeatureStoreSpec](#featurestorespec)
+
+| Field | Description |
+| --- | --- |
+| `enabled` _boolean_ | Enable OpenLineage integration. |
+| `transportType` _string_ | Transport type for lineage events. |
+| `transportUrl` _string_ | URL for HTTP transport (e.g. http://marquez:5000). Required when transportType is "http". |
+| `transportEndpoint` _string_ | API endpoint path appended to transportUrl. Defaults to "api/v1/lineage". |
+| `apiKeySecretRef` _[LocalObjectReference](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#localobjectreference-v1-core)_ | Reference to a Secret containing the key "api_key" for lineage server authentication. |
+| `extraConfig` _object (keys:string, values:string)_ | ExtraConfig holds additional OpenLineage key-value settings written inline into
+the openlineage block of feature_store.yaml alongside the typed fields above.
+Use this for non-core settings (e.g. namespace, producer, emit_on_apply,
+emit_on_materialize) and transport-specific options (e.g. kafka
+bootstrap_servers, topic; file path). Boolean values ("true"/"false") and
+integer values are automatically coerced to their native YAML types.
+Keys must be valid Feast OpenLineageConfig YAML field names. |
+
+
 #### OptionalCtrConfigs
 
 
@@ -804,6 +884,8 @@ volume definition in the Volumes field. |
 These options are primarily used for production deployments to optimize performance. |
 | `restAPI` _boolean_ | Enable REST API registry server. |
 | `grpc` _boolean_ | Enable gRPC registry server. Defaults to true if unset. |
+| `mcp` _[McpConfig](#mcpconfig)_ | Mcp enables MCP (Model Context Protocol) on the REST registry server.
+Requires restAPI to be true. Reuses the same McpConfig struct as the online store. |
 
 
 #### RemoteRegistryConfig
@@ -918,6 +1000,44 @@ _Appears in:_
 | `ui` _string_ |  |
 
 
+#### ServingConfig
+
+
+
+ServingConfig configures the feature_server section of the generated feature_store.yaml.
+When Mcp is set, the feature server type is switched to "mcp"; otherwise "local" is used.
+
+_Appears in:_
+- [OnlineStore](#onlinestore)
+
+| Field | Description |
+| --- | --- |
+| `metrics` _[ServingMetricsConfig](#servingmetricsconfig)_ | Metrics configures per-category Prometheus metrics for the feature server.
+Coexists with the server.metrics bool flag — both can be set simultaneously. |
+| `offlinePushBatching` _[OfflinePushBatchingConfig](#offlinepushbatchingconfig)_ | OfflinePushBatching batches writes to the offline store via the /push endpoint. |
+| `mcp` _[McpConfig](#mcpconfig)_ | Mcp enables MCP (Model Context Protocol) server support. When set, feature server type is "mcp". |
+
+
+#### ServingMetricsConfig
+
+
+
+ServingMetricsConfig controls per-category Prometheus metrics for the feature server.
+Setting Enabled to true activates the metrics HTTP server on port 8000.
+All metric categories default to true when enabled; use Categories to selectively disable them.
+
+_Appears in:_
+- [ServingConfig](#servingconfig)
+
+| Field | Description |
+| --- | --- |
+| `enabled` _boolean_ | Enable the Prometheus metrics endpoint on port 8000. |
+| `categories` _object (keys:string, values:boolean)_ | Categories selectively enables or disables individual Feast metric categories.
+Keys are Feast MetricsConfig field names (e.g. "resource", "request",
+"online_features", "push", "materialization", "freshness"). Omitted keys
+default to true when metrics is enabled. |
+
+
 #### TlsConfigs
 
 
diff --git a/infra/feast-operator/go.mod b/infra/feast-operator/go.mod
index 7c60279b27b..538d09888be 100644
--- a/infra/feast-operator/go.mod
+++ b/infra/feast-operator/go.mod
@@ -1,100 +1,103 @@
 module github.com/feast-dev/feast/infra/feast-operator
 
-go 1.22.9
+go 1.25.0
 
 require (
-	github.com/onsi/ginkgo/v2 v2.17.2
-	github.com/onsi/gomega v1.33.1
+	github.com/onsi/ginkgo/v2 v2.22.2
+	github.com/onsi/gomega v1.36.2
 	github.com/openshift/api v0.0.0-20240912201240-0a8800162826 // release-4.17
 	gopkg.in/yaml.v3 v3.0.1
-	k8s.io/api v0.30.2
-	k8s.io/apimachinery v0.30.2
-	k8s.io/client-go v0.30.2
-	sigs.k8s.io/controller-runtime v0.18.4
+	k8s.io/api v0.33.1
+	k8s.io/apimachinery v0.33.1
+	k8s.io/client-go v0.33.1
+	sigs.k8s.io/controller-runtime v0.21.0
 )
 
 require (
-	github.com/prometheus-operator/prometheus-operator/pkg/client v0.75.0
-	k8s.io/utils v0.0.0-20240502163921-fe8a2dddb1d0
+	github.com/prometheus-operator/prometheus-operator/pkg/client v0.83.0
+	github.com/prometheus/client_golang v1.22.0
+	github.com/prometheus/client_model v0.6.1
+	k8s.io/utils v0.0.0-20250502105355-0f33e8f1c979
 )
 
 require (
-	github.com/antlr/antlr4/runtime/Go/antlr/v4 v4.0.0-20230305170008-8188dc5388df // indirect
+	cel.dev/expr v0.25.1 // indirect
+	github.com/antlr4-go/antlr/v4 v4.13.0 // indirect
 	github.com/beorn7/perks v1.0.1 // indirect
 	github.com/blang/semver/v4 v4.0.0 // indirect
-	github.com/cenkalti/backoff/v4 v4.2.1 // indirect
-	github.com/cespare/xxhash/v2 v2.2.0 // indirect
+	github.com/cenkalti/backoff/v4 v4.3.0 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect
-	github.com/emicklei/go-restful/v3 v3.12.1 // indirect
-	github.com/evanphx/json-patch/v5 v5.9.0 // indirect
-	github.com/felixge/httpsnoop v1.0.3 // indirect
+	github.com/emicklei/go-restful/v3 v3.12.2 // indirect
+	github.com/evanphx/json-patch/v5 v5.9.11 // indirect
+	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/fsnotify/fsnotify v1.7.0 // indirect
-	github.com/go-logr/logr v1.4.2 // indirect
+	github.com/fxamacker/cbor/v2 v2.8.0 // indirect
+	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/go-logr/zapr v1.3.0 // indirect
-	github.com/go-openapi/jsonpointer v0.21.0 // indirect
+	github.com/go-openapi/jsonpointer v0.21.1 // indirect
 	github.com/go-openapi/jsonreference v0.21.0 // indirect
-	github.com/go-openapi/swag v0.23.0 // indirect
+	github.com/go-openapi/swag v0.23.1 // indirect
 	github.com/go-task/slim-sprig/v3 v3.0.0 // indirect
 	github.com/gogo/protobuf v1.3.2 // indirect
-	github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect
-	github.com/golang/protobuf v1.5.4 // indirect
-	github.com/google/cel-go v0.17.8 // indirect
-	github.com/google/gnostic-models v0.6.8 // indirect
-	github.com/google/go-cmp v0.6.0 // indirect
-	github.com/google/gofuzz v1.2.0 // indirect
-	github.com/google/pprof v0.0.0-20240424215950-a892ee059fd6 // indirect
+	github.com/google/btree v1.1.3 // indirect
+	github.com/google/cel-go v0.23.2 // indirect
+	github.com/google/gnostic-models v0.6.9 // indirect
+	github.com/google/go-cmp v0.7.0 // indirect
+	github.com/google/pprof v0.0.0-20241210010833-40e02aabc2ad // indirect
 	github.com/google/uuid v1.6.0 // indirect
-	github.com/grpc-ecosystem/grpc-gateway/v2 v2.16.0 // indirect
-	github.com/imdario/mergo v0.3.6 // indirect
+	github.com/grpc-ecosystem/grpc-gateway/v2 v2.24.0 // indirect
+	github.com/inconshreveable/mousetrap v1.1.0 // indirect
 	github.com/josharian/intern v1.0.0 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
-	github.com/mailru/easyjson v0.7.7 // indirect
-	github.com/matttproud/golang_protobuf_extensions/v2 v2.0.0 // indirect
+	github.com/mailru/easyjson v0.9.0 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
 	github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
-	github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring v0.75.0 // indirect
-	github.com/prometheus/client_golang v1.18.0 // indirect
-	github.com/prometheus/client_model v0.5.0 // indirect
-	github.com/prometheus/common v0.45.0 // indirect
-	github.com/prometheus/procfs v0.12.0 // indirect
+	github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring v0.83.0 // indirect
+	github.com/prometheus/common v0.62.0 // indirect
+	github.com/prometheus/procfs v0.15.1 // indirect
+	github.com/spf13/cobra v1.8.1 // indirect
 	github.com/spf13/pflag v1.0.5 // indirect
-	github.com/stoewer/go-strcase v1.2.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.44.0 // indirect
-	go.opentelemetry.io/otel v1.19.0 // indirect
-	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.19.0 // indirect
-	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.19.0 // indirect
-	go.opentelemetry.io/otel/metric v1.19.0 // indirect
-	go.opentelemetry.io/otel/sdk v1.19.0 // indirect
-	go.opentelemetry.io/otel/trace v1.19.0 // indirect
-	go.opentelemetry.io/proto/otlp v1.0.0 // indirect
+	github.com/stoewer/go-strcase v1.3.0 // indirect
+	github.com/x448/float16 v0.8.4 // indirect
+	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.58.0 // indirect
+	go.opentelemetry.io/otel v1.39.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.33.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.33.0 // indirect
+	go.opentelemetry.io/otel/metric v1.39.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.39.0 // indirect
+	go.opentelemetry.io/otel/trace v1.39.0 // indirect
+	go.opentelemetry.io/proto/otlp v1.4.0 // indirect
 	go.uber.org/multierr v1.11.0 // indirect
-	go.uber.org/zap v1.26.0 // indirect
-	golang.org/x/exp v0.0.0-20220722155223-a9213eeb770e // indirect
-	golang.org/x/net v0.33.0 // indirect
-	golang.org/x/oauth2 v0.21.0 // indirect
-	golang.org/x/sync v0.10.0 // indirect
-	golang.org/x/sys v0.28.0 // indirect
-	golang.org/x/term v0.27.0 // indirect
-	golang.org/x/text v0.21.0 // indirect
-	golang.org/x/time v0.5.0 // indirect
-	golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d // indirect
+	go.uber.org/zap v1.27.0 // indirect
+	golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56 // indirect
+	golang.org/x/net v0.48.0 // indirect
+	golang.org/x/oauth2 v0.34.0 // indirect
+	golang.org/x/sync v0.19.0 // indirect
+	golang.org/x/sys v0.39.0 // indirect
+	golang.org/x/term v0.38.0 // indirect
+	golang.org/x/text v0.32.0 // indirect
+	golang.org/x/time v0.11.0 // indirect
+	golang.org/x/tools v0.39.0 // indirect
 	gomodules.xyz/jsonpatch/v2 v2.4.0 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20230726155614-23370e0ffb3e // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20230822172742-b8732ec3820d // indirect
-	google.golang.org/grpc v1.58.3 // indirect
-	google.golang.org/protobuf v1.34.2 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20251202230838-ff82c1b0f217 // indirect
+	google.golang.org/grpc v1.79.3 // indirect
+	google.golang.org/protobuf v1.36.10 // indirect
+	gopkg.in/evanphx/json-patch.v4 v4.12.0 // indirect
 	gopkg.in/inf.v0 v0.9.1 // indirect
-	gopkg.in/yaml.v2 v2.4.0 // indirect
-	k8s.io/apiextensions-apiserver v0.30.2 // indirect
-	k8s.io/apiserver v0.30.2 // indirect
-	k8s.io/component-base v0.30.2 // indirect
+	k8s.io/apiextensions-apiserver v0.33.1 // indirect
+	k8s.io/apiserver v0.33.1 // indirect
+	k8s.io/component-base v0.33.1 // indirect
 	k8s.io/klog/v2 v2.130.1 // indirect
-	k8s.io/kube-openapi v0.0.0-20240620174524-b456828f718b // indirect
-	sigs.k8s.io/apiserver-network-proxy/konnectivity-client v0.29.0 // indirect
-	sigs.k8s.io/json v0.0.0-20221116044647-bc3834ca7abd // indirect
-	sigs.k8s.io/structured-merge-diff/v4 v4.4.1 // indirect
+	k8s.io/kube-openapi v0.0.0-20250318190949-c8a335a9a2ff // indirect
+	sigs.k8s.io/apiserver-network-proxy/konnectivity-client v0.31.2 // indirect
+	sigs.k8s.io/json v0.0.0-20241014173422-cfa47c3a1cc8 // indirect
+	sigs.k8s.io/randfill v1.0.0 // indirect
+	sigs.k8s.io/structured-merge-diff/v4 v4.7.0 // indirect
 	sigs.k8s.io/yaml v1.4.0 // indirect
 )
diff --git a/infra/feast-operator/go.sum b/infra/feast-operator/go.sum
index a95f53739b5..00b7343b222 100644
--- a/infra/feast-operator/go.sum
+++ b/infra/feast-operator/go.sum
@@ -1,82 +1,87 @@
-github.com/antlr/antlr4/runtime/Go/antlr/v4 v4.0.0-20230305170008-8188dc5388df h1:7RFfzj4SSt6nnvCPbCqijJi1nWCd+TqAT3bYCStRC18=
-github.com/antlr/antlr4/runtime/Go/antlr/v4 v4.0.0-20230305170008-8188dc5388df/go.mod h1:pSwJ0fSY5KhvocuWSx4fz3BA8OrA1bQn+K1Eli3BRwM=
+cel.dev/expr v0.25.1 h1:1KrZg61W6TWSxuNZ37Xy49ps13NUovb66QLprthtwi4=
+cel.dev/expr v0.25.1/go.mod h1:hrXvqGP6G6gyx8UAHSHJ5RGk//1Oj5nXQ2NI02Nrsg4=
+github.com/antlr4-go/antlr/v4 v4.13.0 h1:lxCg3LAv+EUK6t1i0y1V6/SLeUi0eKEKdhQAlS8TVTI=
+github.com/antlr4-go/antlr/v4 v4.13.0/go.mod h1:pfChB/xh/Unjila75QW7+VU4TSnWnnk9UTnmpPaOR2g=
 github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM=
 github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw=
 github.com/blang/semver/v4 v4.0.0 h1:1PFHFE6yCCTv8C1TeyNNarDzntLi7wMI5i/pzqYIsAM=
 github.com/blang/semver/v4 v4.0.0/go.mod h1:IbckMUScFkM3pff0VJDNKRiT6TG/YpiHIM2yvyW5YoQ=
-github.com/cenkalti/backoff/v4 v4.2.1 h1:y4OZtCnogmCPw98Zjyt5a6+QwPLGkiQsYW5oUqylYbM=
-github.com/cenkalti/backoff/v4 v4.2.1/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE=
-github.com/cespare/xxhash/v2 v2.2.0 h1:DC2CZ1Ep5Y4k3ZQ899DldepgrayRUGE6BBZ/cd9Cj44=
-github.com/cespare/xxhash/v2 v2.2.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
+github.com/cenkalti/backoff/v4 v4.3.0 h1:MyRJ/UdXutAwSAT+s3wNd7MfTIcy71VQueUuFK343L8=
+github.com/cenkalti/backoff/v4 v4.3.0/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE=
+github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
+github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
+github.com/cpuguy83/go-md2man/v2 v2.0.4/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
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diff --git a/infra/feast-operator/internal/controller/authz/authz.go b/infra/feast-operator/internal/controller/authz/authz.go
index e9811c1c789..3ca5a6237ce 100644
--- a/infra/feast-operator/internal/controller/authz/authz.go
+++ b/infra/feast-operator/internal/controller/authz/authz.go
@@ -18,23 +18,33 @@ import (
 // Deploy the feast authorization
 func (authz *FeastAuthorization) Deploy() error {
 	if authz.isKubernetesAuth() {
+		authz.cleanupOidcRbac()
 		return authz.deployKubernetesAuth()
 	}
 
+	// Clean up namespace-scoped Kubernetes auth resources
 	authz.removeOrphanedRoles()
 	_ = authz.Handler.DeleteOwnedFeastObj(authz.initFeastRole())
 	_ = authz.Handler.DeleteOwnedFeastObj(authz.initFeastRoleBinding())
 	apimeta.RemoveStatusCondition(&authz.Handler.FeatureStore.Status.Conditions, feastKubernetesAuthConditions[metav1.ConditionTrue].Type)
 
+	// Clean up cluster-scoped Kubernetes auth CRB (handles Kubernetes→OIDC or Kubernetes→no-auth transitions)
+	authz.cleanupKubernetesClusterRbac()
+
 	if authz.isOidcAuth() {
-		if err := authz.createFeastClusterRole(); err != nil {
-			return err
+		if err := authz.createOidcClusterRole(); err != nil {
+			return authz.setFeastOidcAuthCondition(err)
 		}
-		if err := authz.createFeastClusterRoleBinding(); err != nil {
-			return err
+		if err := authz.createOidcClusterRoleBinding(); err != nil {
+			return authz.setFeastOidcAuthCondition(err)
 		}
+		return authz.setFeastOidcAuthCondition(nil)
 	}
 
+	// No auth - clean up OIDC RBAC and remove condition
+	authz.cleanupOidcRbac()
+	apimeta.RemoveStatusCondition(&authz.Handler.FeatureStore.Status.Conditions, feastOidcAuthConditions[metav1.ConditionTrue].Type)
+
 	return nil
 }
 
@@ -327,13 +337,110 @@ func (authz *FeastAuthorization) setAuthRole(role *rbacv1.Role) error {
 	return controllerutil.SetControllerReference(authz.Handler.FeatureStore, role, authz.Handler.Scheme)
 }
 
+func (authz *FeastAuthorization) createOidcClusterRole() error {
+	logger := log.FromContext(authz.Handler.Context)
+	clusterRole := &rbacv1.ClusterRole{
+		ObjectMeta: metav1.ObjectMeta{Name: authz.getOidcClusterRoleName()},
+	}
+	clusterRole.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("ClusterRole"))
+	if op, err := controllerutil.CreateOrUpdate(authz.Handler.Context, authz.Handler.Client, clusterRole, controllerutil.MutateFn(func() error {
+		clusterRole.Labels = authz.getSharedOidcClusterRoleLabels()
+		clusterRole.Rules = []rbacv1.PolicyRule{
+			{
+				APIGroups: []string{"authentication.k8s.io"},
+				Resources: []string{"tokenreviews"},
+				Verbs:     []string{"create"},
+			},
+		}
+		return nil
+	})); err != nil {
+		return err
+	} else if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
+		logger.Info("Successfully reconciled", "ClusterRole", clusterRole.Name, "operation", op)
+	}
+	return nil
+}
+
+func (authz *FeastAuthorization) createOidcClusterRoleBinding() error {
+	logger := log.FromContext(authz.Handler.Context)
+	crb := &rbacv1.ClusterRoleBinding{
+		ObjectMeta: metav1.ObjectMeta{Name: authz.getOidcClusterRoleBindingName()},
+	}
+	crb.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("ClusterRoleBinding"))
+	if op, err := controllerutil.CreateOrUpdate(authz.Handler.Context, authz.Handler.Client, crb, controllerutil.MutateFn(func() error {
+		crb.Labels = authz.getLabels()
+		crb.Subjects = []rbacv1.Subject{
+			{
+				Kind:      "ServiceAccount",
+				Name:      authz.getFeastServiceAccountName(),
+				Namespace: authz.Handler.FeatureStore.Namespace,
+			},
+		}
+		crb.RoleRef = rbacv1.RoleRef{
+			APIGroup: rbacv1.GroupName,
+			Kind:     "ClusterRole",
+			Name:     authz.getOidcClusterRoleName(),
+		}
+		return nil
+	})); err != nil {
+		return err
+	} else if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
+		logger.Info("Successfully reconciled", "ClusterRoleBinding", crb.Name, "operation", op)
+	}
+	return nil
+}
+
+func (authz *FeastAuthorization) cleanupOidcRbac() {
+	crb := &rbacv1.ClusterRoleBinding{ObjectMeta: metav1.ObjectMeta{Name: authz.getOidcClusterRoleBindingName()}}
+	crb.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("ClusterRoleBinding"))
+	_ = authz.Handler.Client.Delete(authz.Handler.Context, crb)
+}
+
+func (authz *FeastAuthorization) cleanupKubernetesClusterRbac() {
+	crb := &rbacv1.ClusterRoleBinding{ObjectMeta: metav1.ObjectMeta{Name: authz.getFeastClusterRoleBindingName()}}
+	crb.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("ClusterRoleBinding"))
+	if err := authz.Handler.Client.Get(authz.Handler.Context, client.ObjectKeyFromObject(crb), crb); err != nil {
+		return
+	}
+	_ = authz.Handler.Client.Delete(authz.Handler.Context, crb)
+}
+
+func (authz *FeastAuthorization) getOidcClusterRoleName() string {
+	return "feast-oidc-token-review"
+}
+
+func (authz *FeastAuthorization) getOidcClusterRoleBindingName() string {
+	return services.GetFeastName(authz.Handler.FeatureStore) + "-oidc-token-review"
+}
+
 func (authz *FeastAuthorization) getLabels() map[string]string {
 	return map[string]string{
 		services.NameLabelKey:        authz.Handler.FeatureStore.Name,
 		services.ServiceTypeLabelKey: string(services.AuthzFeastType),
+		services.ManagedByLabelKey:   services.ManagedByLabelValue,
+	}
+}
+
+func (authz *FeastAuthorization) getSharedOidcClusterRoleLabels() map[string]string {
+	return map[string]string{
+		services.ServiceTypeLabelKey: string(services.AuthzFeastType),
+		services.ManagedByLabelKey:   services.ManagedByLabelValue,
 	}
 }
 
+func (authz *FeastAuthorization) setFeastOidcAuthCondition(err error) error {
+	if err != nil {
+		logger := log.FromContext(authz.Handler.Context)
+		cond := feastOidcAuthConditions[metav1.ConditionFalse]
+		cond.Message = "Error: " + err.Error()
+		apimeta.SetStatusCondition(&authz.Handler.FeatureStore.Status.Conditions, cond)
+		logger.Error(err, "Error deploying the OIDC authorization")
+		return err
+	}
+	apimeta.SetStatusCondition(&authz.Handler.FeatureStore.Status.Conditions, feastOidcAuthConditions[metav1.ConditionTrue])
+	return nil
+}
+
 func (authz *FeastAuthorization) setFeastKubernetesAuthCondition(err error) error {
 	if err != nil {
 		logger := log.FromContext(authz.Handler.Context)
diff --git a/infra/feast-operator/internal/controller/authz/authz_types.go b/infra/feast-operator/internal/controller/authz/authz_types.go
index aea5e5f7a65..422b5f17525 100644
--- a/infra/feast-operator/internal/controller/authz/authz_types.go
+++ b/infra/feast-operator/internal/controller/authz/authz_types.go
@@ -25,4 +25,17 @@ var (
 			Reason: feastdevv1.KubernetesAuthzFailedReason,
 		},
 	}
+	feastOidcAuthConditions = map[metav1.ConditionStatus]metav1.Condition{
+		metav1.ConditionTrue: {
+			Type:    feastdevv1.AuthorizationReadyType,
+			Status:  metav1.ConditionTrue,
+			Reason:  feastdevv1.ReadyReason,
+			Message: feastdevv1.OidcAuthzReadyMessage,
+		},
+		metav1.ConditionFalse: {
+			Type:   feastdevv1.AuthorizationReadyType,
+			Status: metav1.ConditionFalse,
+			Reason: feastdevv1.OidcAuthzFailedReason,
+		},
+	}
 )
diff --git a/infra/feast-operator/internal/controller/featurestore_controller.go b/infra/feast-operator/internal/controller/featurestore_controller.go
index 32c8405ec2b..ae877447ddb 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller.go
@@ -43,6 +43,7 @@ import (
 	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
 	"github.com/feast-dev/feast/infra/feast-operator/internal/controller/authz"
 	feasthandler "github.com/feast-dev/feast/infra/feast-operator/internal/controller/handler"
+	feastmetrics "github.com/feast-dev/feast/infra/feast-operator/internal/controller/metrics"
 	"github.com/feast-dev/feast/infra/feast-operator/internal/controller/services"
 	routev1 "github.com/openshift/api/route/v1"
 )
@@ -55,7 +56,8 @@ const (
 // FeatureStoreReconciler reconciles a FeatureStore object
 type FeatureStoreReconciler struct {
 	client.Client
-	Scheme *runtime.Scheme
+	Scheme  *runtime.Scheme
+	Metrics *feastmetrics.FeatureStoreMetrics
 }
 
 // +kubebuilder:rbac:groups=feast.dev,resources=featurestores,verbs=get;list;watch;create;update;patch;delete
@@ -87,6 +89,9 @@ func (r *FeatureStoreReconciler) Reconcile(ctx context.Context, req ctrl.Request
 		if apierrors.IsNotFound(err) {
 			// CR deleted since request queued, child objects getting GC'd, no requeue
 			logger.V(1).Info("FeatureStore CR not found, has been deleted")
+			if r.Metrics != nil {
+				r.Metrics.DeleteFeatureStore(req.NamespacedName.Namespace, req.NamespacedName.Name)
+			}
 			// Clean up namespace registry entry even if the CR is not found
 			if err := r.cleanupNamespaceRegistry(ctx, &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{
@@ -107,6 +112,9 @@ func (r *FeatureStoreReconciler) Reconcile(ctx context.Context, req ctrl.Request
 	// Handle deletion - clean up namespace registry entry
 	if cr.DeletionTimestamp != nil {
 		logger.Info("FeatureStore is being deleted, cleaning up namespace registry entry")
+		if r.Metrics != nil {
+			r.Metrics.DeleteFeatureStore(cr.Namespace, cr.Name)
+		}
 		if err := r.cleanupNamespaceRegistry(ctx, cr); err != nil {
 			logger.Error(err, "Failed to clean up namespace registry entry")
 			return ctrl.Result{}, err
@@ -115,6 +123,9 @@ func (r *FeatureStoreReconciler) Reconcile(ctx context.Context, req ctrl.Request
 	}
 
 	result, recErr = r.deployFeast(ctx, cr)
+	if recErr == nil && r.Metrics != nil {
+		r.Metrics.RecordFeatureStore(cr)
+	}
 	if cr.DeletionTimestamp == nil && !reflect.DeepEqual(currentStatus, cr.Status) {
 		if err = r.Client.Status().Update(ctx, cr); err != nil {
 			if apierrors.IsConflict(err) {
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go b/infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go
index 16b57f8d7f5..e15f8ecfa8a 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go
@@ -179,7 +179,10 @@ var _ = Describe("FeatureStore Controller-OIDC authorization", func() {
 			Expect(cond.Message).To(Equal(feastdevv1.DeploymentNotAvailableMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)
-			Expect(cond).To(BeNil())
+			Expect(cond).ToNot(BeNil())
+			Expect(cond.Status).To(Equal(metav1.ConditionTrue))
+			Expect(cond.Reason).To(Equal(feastdevv1.ReadyReason))
+			Expect(cond.Message).To(Equal(feastdevv1.OidcAuthzReadyMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.RegistryReadyType)
 			Expect(cond).ToNot(BeNil())
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_test.go b/infra/feast-operator/internal/controller/featurestore_controller_test.go
index 4d2663fd47a..a9ac5235eda 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_test.go
@@ -1491,6 +1491,109 @@ var _ = Describe("FeatureStore Controller", func() {
 			Expect(err.Error()).To(ContainSubstring("At least one of restAPI or grpc must be true"))
 		})
 
+		It("should generate correct feature_store.yaml when registry MCP is enabled", func() {
+			const mcpName = "mcp-registry"
+			mcpNsName := types.NamespacedName{
+				Name:      mcpName,
+				Namespace: "default",
+			}
+
+			resource := &feastdevv1.FeatureStore{
+				ObjectMeta: metav1.ObjectMeta{
+					Name:      mcpName,
+					Namespace: "default",
+				},
+				Spec: feastdevv1.FeatureStoreSpec{
+					FeastProject: feastProject,
+					Services: &feastdevv1.FeatureStoreServices{
+						Registry: &feastdevv1.Registry{
+							Local: &feastdevv1.LocalRegistryConfig{
+								Server: &feastdevv1.RegistryServerConfigs{
+									RestAPI: ptr(true),
+									Mcp: &feastdevv1.McpConfig{
+										Enabled: true,
+									},
+								},
+							},
+						},
+					},
+				},
+			}
+			resource.SetGroupVersionKind(feastdevv1.GroupVersion.WithKind("FeatureStore"))
+			Expect(k8sClient.Create(ctx, resource)).To(Succeed())
+
+			controllerReconciler := &FeatureStoreReconciler{
+				Client: k8sClient,
+				Scheme: k8sClient.Scheme(),
+			}
+			_, err := controllerReconciler.Reconcile(ctx, reconcile.Request{NamespacedName: mcpNsName})
+			Expect(err).NotTo(HaveOccurred())
+
+			err = k8sClient.Get(ctx, mcpNsName, resource)
+			Expect(err).NotTo(HaveOccurred())
+
+			feast := services.FeastServices{
+				Handler: handler.FeastHandler{
+					Client:       controllerReconciler.Client,
+					Context:      ctx,
+					Scheme:       controllerReconciler.Scheme,
+					FeatureStore: resource,
+				},
+			}
+
+			deploy := &appsv1.Deployment{}
+			objMeta := feast.GetObjectMeta()
+			err = k8sClient.Get(ctx, types.NamespacedName{
+				Name:      objMeta.Name,
+				Namespace: objMeta.Namespace,
+			}, deploy)
+			Expect(err).NotTo(HaveOccurred())
+
+			registryContainer := services.GetRegistryContainer(*deploy)
+			Expect(registryContainer).NotTo(BeNil())
+
+			env := getFeatureStoreYamlEnvVar(registryContainer.Env)
+			Expect(env).NotTo(BeNil())
+
+			envByte, err := base64.StdEncoding.DecodeString(env.Value)
+			Expect(err).NotTo(HaveOccurred())
+			repoConfig := &services.RepoConfig{}
+			err = yaml.Unmarshal(envByte, repoConfig)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Registry.Mcp).NotTo(BeNil())
+			Expect(repoConfig.Registry.Mcp.Enabled).To(BeTrue())
+		})
+
+		It("should reject registry MCP without restAPI enabled", func() {
+			mcpNoRestResource := &feastdevv1.FeatureStore{
+				ObjectMeta: metav1.ObjectMeta{
+					Name:      "mcp-no-rest",
+					Namespace: "default",
+				},
+				Spec: feastdevv1.FeatureStoreSpec{
+					FeastProject: feastProject,
+					Services: &feastdevv1.FeatureStoreServices{
+						Registry: &feastdevv1.Registry{
+							Local: &feastdevv1.LocalRegistryConfig{
+								Server: &feastdevv1.RegistryServerConfigs{
+									RestAPI: ptr(false),
+									GRPC:    ptr(true),
+									Mcp: &feastdevv1.McpConfig{
+										Enabled: true,
+									},
+								},
+							},
+						},
+					},
+				},
+			}
+			mcpNoRestResource.SetGroupVersionKind(feastdevv1.GroupVersion.WithKind("FeatureStore"))
+
+			err := k8sClient.Create(ctx, mcpNoRestResource)
+			Expect(err).To(HaveOccurred())
+			Expect(err.Error()).To(ContainSubstring("MCP requires restAPI to be true"))
+		})
+
 		It("should error on reconcile", func() {
 			By("Trying to set the controller OwnerRef of a Deployment that already has a controller")
 			controllerReconciler := &FeatureStoreReconciler{
diff --git a/infra/feast-operator/internal/controller/metrics/metrics.go b/infra/feast-operator/internal/controller/metrics/metrics.go
new file mode 100644
index 00000000000..c85d894c4ce
--- /dev/null
+++ b/infra/feast-operator/internal/controller/metrics/metrics.go
@@ -0,0 +1,133 @@
+/*
+Copyright 2026 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+// Package metrics provides a Prometheus info gauge that records the store
+// types configured for each FeatureStore CR (online store, offline store,
+// registry). These operator-level metrics are distinct from the Feast
+// feature-server application metrics (feast_feature_server_*) and are useful
+// for usage telemetry and assessing the impact of removing store type support.
+package metrics
+
+import (
+	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	"github.com/prometheus/client_golang/prometheus"
+	ctrlmetrics "sigs.k8s.io/controller-runtime/pkg/metrics"
+)
+
+const typeNone = "none"
+
+// FeatureStoreMetrics holds the Prometheus GaugeVec for feast-operator
+// installation telemetry.
+type FeatureStoreMetrics struct {
+	FeatureStoreInfo *prometheus.GaugeVec
+}
+
+// NewFeatureStoreMetrics creates a new FeatureStoreMetrics with the GaugeVec
+// initialised but not yet registered. Call Register() before starting the manager.
+func NewFeatureStoreMetrics() *FeatureStoreMetrics {
+	return &FeatureStoreMetrics{
+		FeatureStoreInfo: prometheus.NewGaugeVec(
+			prometheus.GaugeOpts{
+				Name: "feast_operator_feature_store_info",
+				Help: "Information about a deployed FeatureStore. " +
+					"Value is always 1. Labels carry the configured store types: " +
+					"'online_store_type', 'offline_store_type', and 'registry_type' " +
+					"are set to the persistence type (e.g. redis, snowflake.offline, local) " +
+					"or 'none' when that component is not configured.",
+			},
+			[]string{"namespace", "name", "online_store_type", "offline_store_type", "registry_type"},
+		),
+	}
+}
+
+// Register registers the metric with the controller-runtime metrics registry
+// so it is exposed on the manager's /metrics endpoint.
+func (m *FeatureStoreMetrics) Register() {
+	ctrlmetrics.Registry.MustRegister(m.FeatureStoreInfo)
+}
+
+// RecordFeatureStore updates the gauge for the given FeatureStore using the
+// applied configuration stored in status.Applied (which has operator defaults
+// applied). The previous label set for this FeatureStore is deleted first so
+// that store type changes are reflected cleanly on the next scrape.
+func (m *FeatureStoreMetrics) RecordFeatureStore(fs *feastdevv1.FeatureStore) {
+	svcs := fs.Status.Applied.Services
+	m.FeatureStoreInfo.DeletePartialMatch(prometheus.Labels{
+		"namespace": fs.Namespace,
+		"name":      fs.Name,
+	})
+	m.FeatureStoreInfo.WithLabelValues(
+		fs.Namespace,
+		fs.Name,
+		onlineStoreType(svcs),
+		offlineStoreType(svcs),
+		registryType(svcs),
+	).Set(1)
+}
+
+// DeleteFeatureStore removes the metric label set for the given FeatureStore.
+// Safe to call when the CR has already been deleted from the API server.
+func (m *FeatureStoreMetrics) DeleteFeatureStore(namespace, name string) {
+	m.FeatureStoreInfo.DeletePartialMatch(prometheus.Labels{
+		"namespace": namespace,
+		"name":      name,
+	})
+}
+
+// onlineStoreType returns the online store persistence type or "none".
+func onlineStoreType(svcs *feastdevv1.FeatureStoreServices) string {
+	if svcs == nil || svcs.OnlineStore == nil {
+		return typeNone
+	}
+	if p := svcs.OnlineStore.Persistence; p != nil && p.DBPersistence != nil {
+		return p.DBPersistence.Type
+	}
+	return "file"
+}
+
+// offlineStoreType returns the offline store persistence type or "none".
+func offlineStoreType(svcs *feastdevv1.FeatureStoreServices) string {
+	if svcs == nil || svcs.OfflineStore == nil {
+		return typeNone
+	}
+	if p := svcs.OfflineStore.Persistence; p != nil {
+		if p.DBPersistence != nil {
+			return p.DBPersistence.Type
+		}
+		if p.FilePersistence != nil && p.FilePersistence.Type != "" {
+			return p.FilePersistence.Type
+		}
+	}
+	return "file"
+}
+
+// registryType returns "local", "remote", "remote_feastref", or "none".
+func registryType(svcs *feastdevv1.FeatureStoreServices) string {
+	if svcs == nil || svcs.Registry == nil {
+		return typeNone
+	}
+	switch {
+	case svcs.Registry.Local != nil:
+		return "local"
+	case svcs.Registry.Remote != nil:
+		if svcs.Registry.Remote.FeastRef != nil {
+			return "remote_feastref"
+		}
+		return "remote"
+	default:
+		return typeNone
+	}
+}
diff --git a/infra/feast-operator/internal/controller/metrics/metrics_test.go b/infra/feast-operator/internal/controller/metrics/metrics_test.go
new file mode 100644
index 00000000000..480a861560d
--- /dev/null
+++ b/infra/feast-operator/internal/controller/metrics/metrics_test.go
@@ -0,0 +1,275 @@
+/*
+Copyright 2026 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package metrics_test
+
+import (
+	"testing"
+
+	"github.com/prometheus/client_golang/prometheus"
+	dto "github.com/prometheus/client_model/go"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+
+	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	. "github.com/feast-dev/feast/infra/feast-operator/internal/controller/metrics"
+)
+
+const testNamespace = "test-ns"
+
+// gaugeValue reads the float64 value for the given label values.
+// Returns -1 if the metric is not found.
+func gaugeValue(gv *prometheus.GaugeVec, labels ...string) float64 {
+	g, err := gv.GetMetricWithLabelValues(labels...)
+	if err != nil {
+		return -1
+	}
+	m := &dto.Metric{}
+	if err := g.Write(m); err != nil {
+		return -1
+	}
+	return m.GetGauge().GetValue()
+}
+
+func featureStore(name string, svcs *feastdevv1.FeatureStoreServices) *feastdevv1.FeatureStore {
+	fs := &feastdevv1.FeatureStore{
+		ObjectMeta: metav1.ObjectMeta{Namespace: testNamespace, Name: name},
+	}
+	fs.Status.Applied.Services = svcs
+	return fs
+}
+
+func TestRecordFeatureStore_NoServices(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	m.RecordFeatureStore(featureStore("fs", nil))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "none", "none"); v != 1 {
+		t.Errorf("expected 1 for all-absent store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_OnlineStore_File(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "file", "none", "none"); v != 1 {
+		t.Errorf("expected 1 for file online store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_OnlineStore_Redis(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "none", "none"); v != 1 {
+		t.Errorf("expected 1 for redis online store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_OfflineStore_DB(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OfflineStore: &feastdevv1.OfflineStore{
+			Persistence: &feastdevv1.OfflineStorePersistence{
+				DBPersistence: &feastdevv1.OfflineStoreDBStorePersistence{Type: "snowflake.offline"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "snowflake.offline", "none"); v != 1 {
+		t.Errorf("expected 1 for snowflake offline store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_OfflineStore_FilePersistenceType(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OfflineStore: &feastdevv1.OfflineStore{
+			Persistence: &feastdevv1.OfflineStorePersistence{
+				FilePersistence: &feastdevv1.OfflineStoreFilePersistence{Type: "duckdb"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "duckdb", "none"); v != 1 {
+		t.Errorf("expected 1 for duckdb offline store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_Registry_Local(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		Registry: &feastdevv1.Registry{
+			Local: &feastdevv1.LocalRegistryConfig{},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "none", "local"); v != 1 {
+		t.Errorf("expected 1 for local registry, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_Registry_RemoteHostname(t *testing.T) {
+	hostname := "registry.example.com:443"
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		Registry: &feastdevv1.Registry{
+			Remote: &feastdevv1.RemoteRegistryConfig{Hostname: &hostname},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "none", "remote"); v != 1 {
+		t.Errorf("expected 1 for remote registry, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_Registry_RemoteFeastRef(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		Registry: &feastdevv1.Registry{
+			Remote: &feastdevv1.RemoteRegistryConfig{
+				FeastRef: &feastdevv1.FeatureStoreRef{Name: "other-fs", Namespace: "other-ns"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "none", "remote_feastref"); v != 1 {
+		t.Errorf("expected 1 for remote_feastref registry, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_AllComponents(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+		OfflineStore: &feastdevv1.OfflineStore{
+			Persistence: &feastdevv1.OfflineStorePersistence{
+				DBPersistence: &feastdevv1.OfflineStoreDBStorePersistence{Type: "snowflake.offline"},
+			},
+		},
+		Registry: &feastdevv1.Registry{
+			Local: &feastdevv1.LocalRegistryConfig{},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "snowflake.offline", "local"); v != 1 {
+		t.Errorf("expected 1 for full store config, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_TypeChange(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs1 := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+	}
+	svcs2 := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "postgres"},
+			},
+		},
+	}
+
+	m.RecordFeatureStore(featureStore("fs", svcs1))
+	m.RecordFeatureStore(featureStore("fs", svcs2))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "none", "none"); v != 0 {
+		t.Errorf("old label set (redis) should be removed after type change, got %v", v)
+	}
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "postgres", "none", "none"); v != 1 {
+		t.Errorf("new label set (postgres) should be 1 after type change, got %v", v)
+	}
+}
+
+func TestDeleteFeatureStore_RemovesMetric(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "none", "none"); v != 1 {
+		t.Fatalf("setup: expected 1 before delete, got %v", v)
+	}
+
+	m.DeleteFeatureStore(testNamespace, "fs")
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "none", "none"); v != 0 {
+		t.Errorf("expected 0 after DeleteFeatureStore, got %v", v)
+	}
+}
+
+func TestMultipleFeatureStores_IndependentLabelSets(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+
+	svcs1 := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+	}
+	svcs2 := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "postgres"},
+			},
+		},
+	}
+
+	m.RecordFeatureStore(featureStore("fs-1", svcs1))
+	m.RecordFeatureStore(featureStore("fs-2", svcs2))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs-1", "redis", "none", "none"); v != 1 {
+		t.Errorf("fs-1: expected redis=1, got %v", v)
+	}
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs-2", "postgres", "none", "none"); v != 1 {
+		t.Errorf("fs-2: expected postgres=1, got %v", v)
+	}
+
+	m.DeleteFeatureStore(testNamespace, "fs-1")
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs-2", "postgres", "none", "none"); v != 1 {
+		t.Errorf("fs-2 should be unaffected after fs-1 deletion, got %v", v)
+	}
+}
diff --git a/infra/feast-operator/internal/controller/services/namespace_registry.go b/infra/feast-operator/internal/controller/services/namespace_registry.go
index c796f4ca6b6..dcea98a5764 100644
--- a/infra/feast-operator/internal/controller/services/namespace_registry.go
+++ b/infra/feast-operator/internal/controller/services/namespace_registry.go
@@ -20,7 +20,6 @@ import (
 	"encoding/json"
 	"fmt"
 	"os"
-	"reflect"
 
 	corev1 "k8s.io/api/core/v1"
 	rbacv1 "k8s.io/api/rbac/v1"
@@ -181,30 +180,17 @@ func (feast *FeastServices) setNamespaceRegistryRoleBinding(rb *rbacv1.RoleBindi
 			Namespace: rb.Namespace,
 		},
 	}
-	role.Rules = desiredRules
+	role.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("Role"))
 
-	// Attempt to create; tolerate AlreadyExists so concurrent reconcilers don't fail.
-	if err := feast.Handler.Client.Create(feast.Handler.Context, role); err != nil && !apierrors.IsAlreadyExists(err) {
-		return fmt.Errorf("failed to create namespace registry Role: %w", err)
-	}
-
-	// Re-fetch the authoritative copy to compare rules and obtain the latest resourceVersion.
-	existingRole := &rbacv1.Role{}
-	if err := feast.Handler.Client.Get(feast.Handler.Context, types.NamespacedName{
-		Name:      roleName,
-		Namespace: rb.Namespace,
-	}, existingRole); err != nil {
-		return fmt.Errorf("failed to get namespace registry Role: %w", err)
-	}
-
-	if !reflect.DeepEqual(existingRole.Rules, desiredRules) {
-		existingRole.Rules = desiredRules
-		// On conflict the reconciler will re-queue automatically.
-		if err := feast.Handler.Client.Update(feast.Handler.Context, existingRole); err != nil {
-			return fmt.Errorf("failed to update namespace registry Role: %w", err)
-		}
+	if _, err := controllerutil.CreateOrUpdate(feast.Handler.Context, feast.Handler.Client, role, func() error {
+		role.Labels = feast.getLabels()
+		role.Rules = desiredRules
+		return nil
+	}); err != nil {
+		return fmt.Errorf("failed to reconcile namespace registry Role: %w", err)
 	}
 
+	rb.Labels = feast.getLabels()
 	rb.RoleRef = rbacv1.RoleRef{
 		APIGroup: "rbac.authorization.k8s.io",
 		Kind:     "Role",
diff --git a/infra/feast-operator/internal/controller/services/repo_config.go b/infra/feast-operator/internal/controller/services/repo_config.go
index b67d948033b..aa33819c2b4 100644
--- a/infra/feast-operator/internal/controller/services/repo_config.go
+++ b/infra/feast-operator/internal/controller/services/repo_config.go
@@ -91,6 +91,21 @@ func getServiceRepoConfig(
 		}
 	}
 
+	if appliedSpec.Services != nil && appliedSpec.Services.OnlineStore != nil &&
+		appliedSpec.Services.OnlineStore.Serving != nil {
+		setRepoConfigFeatureServer(appliedSpec.Services.OnlineStore.Serving, &repoConfig)
+	}
+
+	if appliedSpec.Materialization != nil {
+		setRepoConfigMaterialization(appliedSpec.Materialization, &repoConfig)
+	}
+
+	if appliedSpec.OpenLineage != nil {
+		if err := setRepoConfigOpenLineage(appliedSpec.OpenLineage, secretExtractionFunc, &repoConfig); err != nil {
+			return repoConfig, err
+		}
+	}
+
 	return repoConfig, nil
 }
 
@@ -244,6 +259,15 @@ func setRepoConfigRegistry(services *feastdevv1.FeatureStoreServices, secretExtr
 			repoConfig.Registry.DBParameters = parametersMap
 		}
 	}
+
+	if services.Registry.Local.Server != nil &&
+		services.Registry.Local.Server.Mcp != nil &&
+		services.Registry.Local.Server.Mcp.Enabled {
+		repoConfig.Registry.Mcp = &RegistryMcpYamlConfig{
+			Enabled: true,
+		}
+	}
+
 	return nil
 }
 
@@ -341,6 +365,127 @@ func setRepoConfigBatchEngine(
 	return nil
 }
 
+// setRepoConfigFeatureServer maps the CRD ServingConfig into the feature_server YAML block.
+// Type is set to "mcp" only when fs.Mcp is non-nil and fs.Mcp.Enabled is true; otherwise "local".
+func setRepoConfigFeatureServer(fs *feastdevv1.ServingConfig, repoConfig *RepoConfig) {
+	serverType := "local"
+	if fs.Mcp != nil && fs.Mcp.Enabled {
+		serverType = "mcp"
+	}
+
+	yamlCfg := &FeatureServerYamlConfig{
+		Type: serverType,
+	}
+
+	if fs.Metrics != nil {
+		m := &MetricsYamlConfig{
+			Enabled: fs.Metrics.Enabled,
+		}
+		if len(fs.Metrics.Categories) > 0 {
+			m.Categories = make(map[string]interface{}, len(fs.Metrics.Categories))
+			for k, v := range fs.Metrics.Categories {
+				m.Categories[k] = v
+			}
+		}
+		yamlCfg.Metrics = m
+	}
+
+	if fs.OfflinePushBatching != nil {
+		enabled := fs.OfflinePushBatching.Enabled
+		yamlCfg.OfflinePushBatchingEnabled = &enabled
+		yamlCfg.OfflinePushBatchingBatchSize = fs.OfflinePushBatching.BatchSize
+		yamlCfg.OfflinePushBatchingBatchIntervalSeconds = fs.OfflinePushBatching.BatchIntervalSeconds
+	}
+
+	if fs.Mcp != nil && fs.Mcp.Enabled {
+		enabled := fs.Mcp.Enabled
+		yamlCfg.McpEnabled = &enabled
+		yamlCfg.McpServerName = fs.Mcp.ServerName
+		yamlCfg.McpServerVersion = fs.Mcp.ServerVersion
+		yamlCfg.McpTransport = fs.Mcp.Transport
+	}
+
+	repoConfig.FeatureServer = yamlCfg
+}
+
+// setRepoConfigMaterialization maps the CRD MaterializationConfig into the materialization YAML block.
+func setRepoConfigMaterialization(mat *feastdevv1.MaterializationConfig, repoConfig *RepoConfig) {
+	yamlCfg := &MaterializationYamlConfig{
+		OnlineWriteBatchSize: mat.OnlineWriteBatchSize,
+	}
+	if len(mat.ExtraConfig) > 0 {
+		ec := make(map[string]interface{}, len(mat.ExtraConfig))
+		for k, v := range mat.ExtraConfig {
+			ec[k] = coerceStringToYamlType(v)
+		}
+		yamlCfg.ExtraConfig = ec
+	}
+	repoConfig.Materialization = yamlCfg
+}
+
+// setRepoConfigOpenLineage maps the CRD OpenLineageConfig into the openlineage YAML block.
+// When ApiKeySecretRef is set, the api_key value is resolved from the referenced Secret.
+// ExtraConfig string values are coerced to native YAML types (bool/int) so that Feast's
+// StrictBool/StrictInt Pydantic validators accept them correctly.
+func setRepoConfigOpenLineage(
+	ol *feastdevv1.OpenLineageConfig,
+	secretExtractionFunc func(storeType string, secretRef string, secretKeyName string) (map[string]interface{}, error),
+	repoConfig *RepoConfig) error {
+
+	yamlCfg := &OpenLineageYamlConfig{
+		Enabled:           ol.Enabled,
+		TransportType:     ol.TransportType,
+		TransportUrl:      ol.TransportUrl,
+		TransportEndpoint: ol.TransportEndpoint,
+	}
+	if len(ol.ExtraConfig) > 0 {
+		ec := make(map[string]interface{}, len(ol.ExtraConfig))
+		for k, v := range ol.ExtraConfig {
+			ec[k] = coerceStringToYamlType(v)
+		}
+		yamlCfg.ExtraConfig = ec
+	}
+
+	if ol.ApiKeySecretRef != nil {
+		params, err := secretExtractionFunc("", ol.ApiKeySecretRef.Name, "")
+		if err != nil {
+			return fmt.Errorf("failed to read OpenLineage API key from secret %s: %w", ol.ApiKeySecretRef.Name, err)
+		}
+		apiKey, exists := params["api_key"]
+		if !exists {
+			return fmt.Errorf("secret %q does not contain the required key \"api_key\"", ol.ApiKeySecretRef.Name)
+		}
+		apiKeyStr, ok := apiKey.(string)
+		if !ok {
+			return fmt.Errorf("key \"api_key\" in secret %q must be a string, got %T", ol.ApiKeySecretRef.Name, apiKey)
+		}
+		yamlCfg.ApiKey = &apiKeyStr
+	}
+
+	repoConfig.OpenLineage = yamlCfg
+	return nil
+}
+
+// coerceStringToYamlType converts "true"/"false" strings to native Go booleans
+// so the YAML marshaler emits an unquoted boolean rather than a quoted string.
+// This is required because CRD map[string]string fields can only hold strings,
+// but Feast Pydantic StrictBool fields reject string inputs.
+//
+// Integer coercion is intentionally omitted: some ExtraConfig target fields are
+// typed as StrictStr (e.g. OpenLineageConfig.namespace, .producer), and coercing
+// a numeric string like "123" to int64 would cause a Pydantic validation failure
+// at runtime. Fields that genuinely require integers should be exposed as typed
+// CRD fields rather than going through ExtraConfig.
+func coerceStringToYamlType(v string) interface{} {
+	switch v {
+	case "true":
+		return true
+	case "false":
+		return false
+	}
+	return v
+}
+
 func (feast *FeastServices) getClientFeatureStoreYaml() ([]byte, error) {
 	clientRepo := getClientRepoConfig(feast.Handler.FeatureStore, feast)
 	return yaml.Marshal(clientRepo)
diff --git a/infra/feast-operator/internal/controller/services/repo_config_test.go b/infra/feast-operator/internal/controller/services/repo_config_test.go
index 20fff934f19..9550068d251 100644
--- a/infra/feast-operator/internal/controller/services/repo_config_test.go
+++ b/infra/feast-operator/internal/controller/services/repo_config_test.go
@@ -30,6 +30,8 @@ import (
 
 var projectName = "test-project"
 
+const marquezUrl = "http://marquez:5000"
+
 var _ = Describe("Repo Config", func() {
 	Context("When creating the RepoConfig of a FeatureStore", func() {
 		It("should successfully create the repo configs", func() {
@@ -317,6 +319,336 @@ var _ = Describe("Repo Config", func() {
 			Expect(repoConfig.OnlineStore).To(Equal(expectedOnlineConfig))
 			Expect(repoConfig.Registry).To(Equal(expectedRegistryConfig))
 		})
+
+		It("should set feature_server block with type local and all options", func() {
+			featureStore := minimalFeatureStore()
+			batchSize := int32(500)
+			batchInterval := int32(15)
+
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				OnlineStore: &feastdevv1.OnlineStore{
+					Serving: &feastdevv1.ServingConfig{
+						Metrics: &feastdevv1.ServingMetricsConfig{
+							Enabled: true,
+							Categories: map[string]bool{
+								"resource":      true,
+								"freshness":     false,
+								"registry_sync": false,
+							},
+						},
+						OfflinePushBatching: &feastdevv1.OfflinePushBatchingConfig{
+							Enabled:              true,
+							BatchSize:            &batchSize,
+							BatchIntervalSeconds: &batchInterval,
+						},
+					},
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.FeatureServer).NotTo(BeNil())
+			Expect(repoConfig.FeatureServer.Type).To(Equal("local"))
+
+			Expect(repoConfig.FeatureServer.Metrics).NotTo(BeNil())
+			Expect(repoConfig.FeatureServer.Metrics.Enabled).To(BeTrue())
+			Expect(repoConfig.FeatureServer.Metrics.Categories).To(HaveKeyWithValue("resource", true))
+			Expect(repoConfig.FeatureServer.Metrics.Categories).To(HaveKeyWithValue("freshness", false))
+			Expect(repoConfig.FeatureServer.Metrics.Categories).To(HaveKeyWithValue("registry_sync", false))
+
+			Expect(repoConfig.FeatureServer.OfflinePushBatchingEnabled).NotTo(BeNil())
+			Expect(*repoConfig.FeatureServer.OfflinePushBatchingEnabled).To(BeTrue())
+			Expect(repoConfig.FeatureServer.OfflinePushBatchingBatchSize).To(Equal(&batchSize))
+			Expect(repoConfig.FeatureServer.OfflinePushBatchingBatchIntervalSeconds).To(Equal(&batchInterval))
+
+			Expect(repoConfig.FeatureServer.McpEnabled).To(BeNil())
+		})
+
+		It("should set feature_server block with type mcp", func() {
+			featureStore := minimalFeatureStore()
+			serverName := "my-mcp-server"
+			serverVersion := "2.0.0"
+			transport := HttpScheme
+
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				OnlineStore: &feastdevv1.OnlineStore{
+					Serving: &feastdevv1.ServingConfig{
+						Mcp: &feastdevv1.McpConfig{
+							Enabled:       true,
+							ServerName:    &serverName,
+							ServerVersion: &serverVersion,
+							Transport:     &transport,
+						},
+					},
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.FeatureServer).NotTo(BeNil())
+			Expect(repoConfig.FeatureServer.Type).To(Equal("mcp"))
+			Expect(repoConfig.FeatureServer.McpEnabled).NotTo(BeNil())
+			Expect(*repoConfig.FeatureServer.McpEnabled).To(BeTrue())
+			Expect(repoConfig.FeatureServer.McpServerName).To(Equal(&serverName))
+			Expect(repoConfig.FeatureServer.McpServerVersion).To(Equal(&serverVersion))
+			Expect(repoConfig.FeatureServer.McpTransport).To(Equal(&transport))
+		})
+
+		It("should use type local when Mcp is present but Enabled is false", func() {
+			featureStore := minimalFeatureStore()
+
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				OnlineStore: &feastdevv1.OnlineStore{
+					Serving: &feastdevv1.ServingConfig{
+						Mcp: &feastdevv1.McpConfig{
+							Enabled: false,
+						},
+					},
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.FeatureServer).NotTo(BeNil())
+			Expect(repoConfig.FeatureServer.Type).To(Equal("local"))
+			Expect(repoConfig.FeatureServer.McpEnabled).To(BeNil())
+		})
+
+		It("should set registry mcp when enabled", func() {
+			featureStore := minimalFeatureStore()
+
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				Registry: &feastdevv1.Registry{
+					Local: &feastdevv1.LocalRegistryConfig{
+						Server: &feastdevv1.RegistryServerConfigs{
+							Mcp: &feastdevv1.McpConfig{
+								Enabled: true,
+							},
+						},
+					},
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Registry.Mcp).NotTo(BeNil())
+			Expect(repoConfig.Registry.Mcp.Enabled).To(BeTrue())
+		})
+
+		It("should not set registry mcp when disabled", func() {
+			featureStore := minimalFeatureStore()
+
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				Registry: &feastdevv1.Registry{
+					Local: &feastdevv1.LocalRegistryConfig{
+						Server: &feastdevv1.RegistryServerConfigs{
+							Mcp: &feastdevv1.McpConfig{
+								Enabled: false,
+							},
+						},
+					},
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Registry.Mcp).To(BeNil())
+		})
+
+		It("should not set registry mcp when server has no mcp config", func() {
+			featureStore := minimalFeatureStore()
+
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				Registry: &feastdevv1.Registry{
+					Local: &feastdevv1.LocalRegistryConfig{
+						Server: &feastdevv1.RegistryServerConfigs{},
+					},
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Registry.Mcp).To(BeNil())
+		})
+
+		It("should set materialization block", func() {
+			featureStore := minimalFeatureStore()
+			batchSize := int32(10000)
+
+			featureStore.Spec.Materialization = &feastdevv1.MaterializationConfig{
+				OnlineWriteBatchSize: &batchSize,
+				ExtraConfig: map[string]string{
+					"pull_latest_features": "false",
+					"max_workers":          "4",
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Materialization).NotTo(BeNil())
+			Expect(repoConfig.Materialization.OnlineWriteBatchSize).To(Equal(&batchSize))
+			// "true"/"false" strings are coerced to native booleans; other strings pass through unchanged.
+			Expect(repoConfig.Materialization.ExtraConfig).To(HaveKeyWithValue("pull_latest_features", false))
+			Expect(repoConfig.Materialization.ExtraConfig).To(HaveKeyWithValue("max_workers", "4"))
+		})
+
+		It("should set openlineage block without api_key secret", func() {
+			featureStore := minimalFeatureStore()
+			transportType := HttpScheme
+			transportUrl := marquezUrl
+			endpoint := "api/v1/lineage"
+
+			featureStore.Spec.OpenLineage = &feastdevv1.OpenLineageConfig{
+				Enabled:           true,
+				TransportType:     &transportType,
+				TransportUrl:      &transportUrl,
+				TransportEndpoint: &endpoint,
+				ExtraConfig: map[string]string{
+					"namespace":           "my-feast",
+					"producer":            "feast-operator",
+					"emit_on_apply":       "true",
+					"emit_on_materialize": "false",
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.OpenLineage).NotTo(BeNil())
+			Expect(repoConfig.OpenLineage.Enabled).To(BeTrue())
+			Expect(repoConfig.OpenLineage.TransportType).To(Equal(&transportType))
+			Expect(repoConfig.OpenLineage.TransportUrl).To(Equal(&transportUrl))
+			Expect(repoConfig.OpenLineage.TransportEndpoint).To(Equal(&endpoint))
+			Expect(repoConfig.OpenLineage.ApiKey).To(BeNil())
+			// ExtraConfig: "true"/"false" strings coerced to booleans; other strings unchanged.
+			Expect(repoConfig.OpenLineage.ExtraConfig).To(HaveKeyWithValue("namespace", "my-feast"))
+			Expect(repoConfig.OpenLineage.ExtraConfig).To(HaveKeyWithValue("producer", "feast-operator"))
+			Expect(repoConfig.OpenLineage.ExtraConfig).To(HaveKeyWithValue("emit_on_apply", true))
+			Expect(repoConfig.OpenLineage.ExtraConfig).To(HaveKeyWithValue("emit_on_materialize", false))
+		})
+
+		It("should set openlineage block with kafka extraConfig", func() {
+			featureStore := minimalFeatureStore()
+			transportType := "kafka"
+
+			featureStore.Spec.OpenLineage = &feastdevv1.OpenLineageConfig{
+				Enabled:       true,
+				TransportType: &transportType,
+				ExtraConfig: map[string]string{
+					"bootstrap_servers": "kafka.svc:9092",
+					"topic":             "openlineage",
+					"sasl_mechanism":    "PLAIN",
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.OpenLineage).NotTo(BeNil())
+			Expect(repoConfig.OpenLineage.ExtraConfig).To(HaveKeyWithValue("bootstrap_servers", "kafka.svc:9092"))
+			Expect(repoConfig.OpenLineage.ExtraConfig).To(HaveKeyWithValue("topic", "openlineage"))
+			Expect(repoConfig.OpenLineage.ExtraConfig).To(HaveKeyWithValue("sasl_mechanism", "PLAIN"))
+		})
+
+		It("should resolve api_key from secret for openlineage", func() {
+			featureStore := minimalFeatureStore()
+			transportType := HttpScheme
+			transportUrl := marquezUrl
+
+			featureStore.Spec.OpenLineage = &feastdevv1.OpenLineageConfig{
+				Enabled:       true,
+				TransportType: &transportType,
+				TransportUrl:  &transportUrl,
+				ApiKeySecretRef: &corev1.LocalObjectReference{
+					Name: "lineage-secret",
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			apiKeyMockExtract := func(storeType string, secretRef string, secretKeyName string) (map[string]interface{}, error) {
+				return map[string]interface{}{
+					"api_key": "my-secret-key",
+				}, nil
+			}
+
+			repoConfig, err := getServiceRepoConfig(featureStore, apiKeyMockExtract, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.OpenLineage).NotTo(BeNil())
+			Expect(repoConfig.OpenLineage.ApiKey).NotTo(BeNil())
+			Expect(*repoConfig.OpenLineage.ApiKey).To(Equal("my-secret-key"))
+		})
+
+		It("should return error when apiKeySecretRef Secret is missing the api_key key", func() {
+			featureStore := minimalFeatureStore()
+			transportType := HttpScheme
+			transportUrl := marquezUrl
+
+			featureStore.Spec.OpenLineage = &feastdevv1.OpenLineageConfig{
+				Enabled:       true,
+				TransportType: &transportType,
+				TransportUrl:  &transportUrl,
+				ApiKeySecretRef: &corev1.LocalObjectReference{
+					Name: "lineage-secret",
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			missingKeyMock := func(storeType string, secretRef string, secretKeyName string) (map[string]interface{}, error) {
+				return map[string]interface{}{
+					"wrong_key": "some-value",
+				}, nil
+			}
+
+			_, err := getServiceRepoConfig(featureStore, missingKeyMock, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).To(HaveOccurred())
+			Expect(err.Error()).To(ContainSubstring("api_key"))
+			Expect(err.Error()).To(ContainSubstring("lineage-secret"))
+		})
+
+		It("should return error when apiKeySecretRef api_key value is not a string", func() {
+			featureStore := minimalFeatureStore()
+			transportType := HttpScheme
+			transportUrl := marquezUrl
+
+			featureStore.Spec.OpenLineage = &feastdevv1.OpenLineageConfig{
+				Enabled:       true,
+				TransportType: &transportType,
+				TransportUrl:  &transportUrl,
+				ApiKeySecretRef: &corev1.LocalObjectReference{
+					Name: "lineage-secret",
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			nonStringMock := func(storeType string, secretRef string, secretKeyName string) (map[string]interface{}, error) {
+				return map[string]interface{}{
+					"api_key": 12345, // integer, not a string
+				}, nil
+			}
+
+			_, err := getServiceRepoConfig(featureStore, nonStringMock, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).To(HaveOccurred())
+			Expect(err.Error()).To(ContainSubstring("api_key"))
+			Expect(err.Error()).To(ContainSubstring("lineage-secret"))
+		})
+
+		It("should not set feature_server block when serving is nil", func() {
+			featureStore := minimalFeatureStore()
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.FeatureServer).To(BeNil())
+			Expect(repoConfig.Materialization).To(BeNil())
+			Expect(repoConfig.OpenLineage).To(BeNil())
+		})
 	})
 	It("should fail to create the repo configs", func() {
 		featureStore := minimalFeatureStore()
diff --git a/infra/feast-operator/internal/controller/services/scaling.go b/infra/feast-operator/internal/controller/services/scaling.go
index ef1dd1f91d8..b02dc1eee07 100644
--- a/infra/feast-operator/internal/controller/services/scaling.go
+++ b/infra/feast-operator/internal/controller/services/scaling.go
@@ -231,7 +231,7 @@ func (feast *FeastServices) buildPDBApplyConfig() *pdbac.PodDisruptionBudgetAppl
 				WithBlockOwnerDeletion(true),
 		).
 		WithSpec(pdbac.PodDisruptionBudgetSpec().
-			WithSelector(metaac.LabelSelector().WithMatchLabels(feast.getLabels())),
+			WithSelector(metaac.LabelSelector().WithMatchLabels(feast.getSelectorLabels())),
 		)
 
 	if pdbConfig.MinAvailable != nil {
@@ -249,8 +249,7 @@ func (feast *FeastServices) updateScalingStatus(deploy *appsv1.Deployment) {
 	cr := feast.Handler.FeatureStore
 
 	cr.Status.Replicas = deploy.Status.ReadyReplicas
-	labels := feast.getLabels()
-	cr.Status.Selector = metav1.FormatLabelSelector(metav1.SetAsLabelSelector(labels))
+	cr.Status.Selector = metav1.FormatLabelSelector(metav1.SetAsLabelSelector(feast.getSelectorLabels()))
 
 	if !isScalingEnabled(cr) {
 		cr.Status.ScalingStatus = nil
diff --git a/infra/feast-operator/internal/controller/services/services.go b/infra/feast-operator/internal/controller/services/services.go
index d8ff12a9348..4acb8504d4e 100644
--- a/infra/feast-operator/internal/controller/services/services.go
+++ b/infra/feast-operator/internal/controller/services/services.go
@@ -32,6 +32,7 @@ import (
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"k8s.io/apimachinery/pkg/types"
 	"k8s.io/apimachinery/pkg/util/intstr"
+	"k8s.io/utils/ptr"
 	"sigs.k8s.io/controller-runtime/pkg/client"
 	"sigs.k8s.io/controller-runtime/pkg/controller/controllerutil"
 	"sigs.k8s.io/controller-runtime/pkg/log"
@@ -384,10 +385,13 @@ func (feast *FeastServices) createPVC(pvcCreate *feastdevv1.PvcCreate, feastType
 	}
 
 	// PVCs are immutable, so we only create... we don't update an existing one.
+	// Treat AlreadyExists as success: a pre-existing PVC without the managed-by label
+	// won't appear in the filtered cache (Client.Get returns NotFound), but Create
+	// will hit AlreadyExists on the API server — both cases mean the PVC is present.
 	err = feast.Handler.Client.Get(feast.Handler.Context, client.ObjectKeyFromObject(pvc), pvc)
 	if err != nil && apierrors.IsNotFound(err) {
 		err = feast.Handler.Client.Create(feast.Handler.Context, pvc)
-		if err != nil {
+		if err != nil && !apierrors.IsAlreadyExists(err) {
 			return err
 		}
 		logger.Info("Successfully created", "PersistentVolumeClaim", pvc.Name)
@@ -408,9 +412,10 @@ func (feast *FeastServices) setDeployment(deploy *appsv1.Deployment) error {
 	}
 
 	deploy.Labels = feast.getLabels()
+	selectorLabels := feast.getSelectorLabels()
 	deploy.Spec = appsv1.DeploymentSpec{
 		Replicas: replicas,
-		Selector: metav1.SetAsLabelSelector(deploy.GetLabels()),
+		Selector: metav1.SetAsLabelSelector(selectorLabels),
 		Strategy: feast.getDeploymentStrategy(),
 		Template: corev1.PodTemplateSpec{
 			ObjectMeta: metav1.ObjectMeta{
@@ -600,7 +605,10 @@ func (feast *FeastServices) getContainerCommand(feastType FeastServiceType) []st
 
 	deploySettings := FeastServiceConstants[feastType]
 	deploySettings.Args = append([]string{}, deploySettings.Args...)
-	if feastType == OnlineFeastType && feast.isMetricsEnabled(feastType) {
+	// Only inject --metrics CLI flag for the server.metrics bool path.
+	// When serving.metrics.enabled is used, Python reads it from feature_store.yaml
+	// and starts the metrics server itself — no CLI flag needed.
+	if feastType == OnlineFeastType && feast.isMetricsEnabledViaCLI(feastType) {
 		deploySettings.Args = append([]string{deploySettings.Args[0], "--metrics"}, deploySettings.Args[1:]...)
 	}
 	targetPort := deploySettings.TargetHttpPort
@@ -761,6 +769,17 @@ func (feast *FeastServices) setInitContainer(podSpec *corev1.PodSpec, fsYamlB64
 	}
 }
 
+// getServiceAppProtocol returns the appProtocol for a Service port.
+// The registry gRPC service uses the gRPC protocol, which requires HTTP/2.
+// Setting appProtocol allows service meshes (e.g. Istio) and load balancers
+// to correctly classify the traffic and avoid downgrading to HTTP/1.1.
+func (feast *FeastServices) getServiceAppProtocol(feastType FeastServiceType, isRestService bool) *string {
+	if feastType == RegistryFeastType && !isRestService && feast.isRegistryGrpcEnabled() {
+		return ptr.To("grpc")
+	}
+	return nil
+}
+
 func (feast *FeastServices) setService(svc *corev1.Service, feastType FeastServiceType, isRestService bool) error {
 	svc.Labels = feast.getFeastTypeLabels(feastType)
 	if feast.isOpenShiftTls(feastType) {
@@ -818,14 +837,15 @@ func (feast *FeastServices) setService(svc *corev1.Service, feastType FeastServi
 	}
 
 	svc.Spec = corev1.ServiceSpec{
-		Selector: feast.getLabels(),
+		Selector: feast.getSelectorLabels(),
 		Type:     corev1.ServiceTypeClusterIP,
 		Ports: []corev1.ServicePort{
 			{
-				Name:       scheme,
-				Port:       port,
-				Protocol:   corev1.ProtocolTCP,
-				TargetPort: intstr.FromInt(int(targetPort)),
+				Name:        scheme,
+				Port:        port,
+				Protocol:    corev1.ProtocolTCP,
+				TargetPort:  intstr.FromInt(int(targetPort)),
+				AppProtocol: feast.getServiceAppProtocol(feastType, isRestService),
 			},
 		},
 	}
@@ -868,6 +888,7 @@ func (feast *FeastServices) setServiceAccount(sa *corev1.ServiceAccount) error {
 
 func (feast *FeastServices) createNewPVC(pvcCreate *feastdevv1.PvcCreate, feastType FeastServiceType) (*corev1.PersistentVolumeClaim, error) {
 	pvc := feast.initPVC(feastType)
+	pvc.Labels = feast.getFeastTypeLabels(feastType)
 
 	pvc.Spec = corev1.PersistentVolumeClaimSpec{
 		AccessModes: pvcCreate.AccessModes,
@@ -914,14 +935,42 @@ func (feast *FeastServices) getWorkerConfigs(feastType FeastServiceType) *feastd
 	return nil
 }
 
-func (feast *FeastServices) isMetricsEnabled(feastType FeastServiceType) bool {
+// isMetricsEnabledViaCLI returns true only when metrics are enabled via the
+// server.metrics bool flag, which requires the --metrics CLI argument to be
+// injected into the feast serve command.
+func (feast *FeastServices) isMetricsEnabledViaCLI(feastType FeastServiceType) bool {
 	if feastType != OnlineFeastType {
 		return false
 	}
-
 	if serviceConfigs := feast.getServerConfigs(feastType); serviceConfigs != nil && serviceConfigs.Metrics != nil {
 		return *serviceConfigs.Metrics
 	}
+	return false
+}
+
+func (feast *FeastServices) isMetricsEnabled(feastType FeastServiceType) bool {
+	if feastType != OnlineFeastType {
+		return false
+	}
+
+	// CLI flag path: server.metrics: true → adds --metrics arg + exposes port 8000.
+	// Only return true immediately; an explicit false must not suppress the YAML path.
+	if serviceConfigs := feast.getServerConfigs(feastType); serviceConfigs != nil &&
+		serviceConfigs.Metrics != nil && *serviceConfigs.Metrics {
+		return true
+	}
+
+	// YAML config path: serving.metrics.enabled: true → written into feature_store.yaml;
+	// Python reads it and starts the metrics server on port 8000 automatically.
+	// We still need to expose the port and Service so Prometheus can scrape it.
+	appliedSpec := feast.Handler.FeatureStore.Status.Applied
+	if appliedSpec.Services != nil &&
+		appliedSpec.Services.OnlineStore != nil &&
+		appliedSpec.Services.OnlineStore.Serving != nil &&
+		appliedSpec.Services.OnlineStore.Serving.Metrics != nil &&
+		appliedSpec.Services.OnlineStore.Serving.Metrics.Enabled {
+		return true
+	}
 
 	return false
 }
@@ -976,7 +1025,7 @@ func (feast *FeastServices) applyTopologySpread(podSpec *corev1.PodSpec) {
 		MaxSkew:           1,
 		TopologyKey:       "topology.kubernetes.io/zone",
 		WhenUnsatisfiable: corev1.ScheduleAnyway,
-		LabelSelector:     metav1.SetAsLabelSelector(feast.getLabels()),
+		LabelSelector:     metav1.SetAsLabelSelector(feast.getSelectorLabels()),
 	}}
 }
 
@@ -999,7 +1048,7 @@ func (feast *FeastServices) applyAffinity(podSpec *corev1.PodSpec) {
 				Weight: 100,
 				PodAffinityTerm: corev1.PodAffinityTerm{
 					TopologyKey:   "kubernetes.io/hostname",
-					LabelSelector: metav1.SetAsLabelSelector(feast.getLabels()),
+					LabelSelector: metav1.SetAsLabelSelector(feast.getSelectorLabels()),
 				},
 			}},
 		},
@@ -1060,12 +1109,24 @@ func (feast *FeastServices) getFeastTypeLabels(feastType FeastServiceType) map[s
 	return labels
 }
 
-func (feast *FeastServices) getLabels() map[string]string {
+// getSelectorLabels returns the minimal label set used for immutable selectors
+// (Deployment spec.selector, Service spec.selector, TopologySpreadConstraints, PodAffinity).
+// This must NOT change after initial resource creation.
+func (feast *FeastServices) getSelectorLabels() map[string]string {
 	return map[string]string{
 		NameLabelKey: feast.Handler.FeatureStore.Name,
 	}
 }
 
+// getLabels returns the full label set for mutable metadata (ObjectMeta.Labels).
+// Includes the managed-by label used by the informer cache filter.
+func (feast *FeastServices) getLabels() map[string]string {
+	return map[string]string{
+		NameLabelKey:      feast.Handler.FeatureStore.Name,
+		ManagedByLabelKey: ManagedByLabelValue,
+	}
+}
+
 func (feast *FeastServices) setServiceHostnames() error {
 	feast.Handler.FeatureStore.Status.ServiceHostnames = feastdevv1.ServiceHostnames{}
 	domain := svcDomain + ":"
@@ -1438,10 +1499,10 @@ func IsDeploymentAvailable(conditions []appsv1.DeploymentCondition) bool {
 // container that is in a failing state. Returns empty string if no failure found.
 func (feast *FeastServices) GetPodContainerFailureMessage(deploy appsv1.Deployment) string {
 	podList := corev1.PodList{}
-	labels := feast.getLabels()
+	selectorLabels := feast.getSelectorLabels()
 	if err := feast.Handler.Client.List(feast.Handler.Context, &podList,
 		client.InNamespace(deploy.Namespace),
-		client.MatchingLabels(labels),
+		client.MatchingLabels(selectorLabels),
 	); err != nil {
 		return ""
 	}
diff --git a/infra/feast-operator/internal/controller/services/services_test.go b/infra/feast-operator/internal/controller/services/services_test.go
index 4b7b4343216..7cabc1d596d 100644
--- a/infra/feast-operator/internal/controller/services/services_test.go
+++ b/infra/feast-operator/internal/controller/services/services_test.go
@@ -632,6 +632,118 @@ var _ = Describe("Registry Service", func() {
 	})
 })
 
+var _ = Describe("Service AppProtocol Configuration", func() {
+	var (
+		featureStore *feastdevv1.FeatureStore
+		feast        *FeastServices
+		ctx          context.Context
+	)
+
+	BeforeEach(func() {
+		ctx = context.Background()
+		featureStore = &feastdevv1.FeatureStore{
+			ObjectMeta: metav1.ObjectMeta{
+				Name:      "testfeaturestore-approtocol",
+				Namespace: "default",
+			},
+			Spec: feastdevv1.FeatureStoreSpec{
+				FeastProject: "testproject",
+				Services: &feastdevv1.FeatureStoreServices{
+					Registry: &feastdevv1.Registry{
+						Local: &feastdevv1.LocalRegistryConfig{
+							Server: &feastdevv1.RegistryServerConfigs{
+								ServerConfigs: feastdevv1.ServerConfigs{
+									ContainerConfigs: feastdevv1.ContainerConfigs{
+										DefaultCtrConfigs: feastdevv1.DefaultCtrConfigs{
+											Image: ptr.To("test-image"),
+										},
+									},
+								},
+								GRPC:    ptr.To(true),
+								RestAPI: ptr.To(false),
+							},
+						},
+					},
+				},
+			},
+		}
+		Expect(k8sClient.Create(ctx, featureStore)).To(Succeed())
+		applySpecToStatus(featureStore)
+		feast = &FeastServices{
+			Handler: handler.FeastHandler{
+				Client:       k8sClient,
+				Context:      ctx,
+				Scheme:       k8sClient.Scheme(),
+				FeatureStore: featureStore,
+			},
+		}
+		Expect(feast.ApplyDefaults()).To(Succeed())
+		applySpecToStatus(featureStore)
+	})
+
+	AfterEach(func() {
+		Expect(k8sClient.Delete(ctx, featureStore)).To(Succeed())
+	})
+
+	It("should return grpc appProtocol for the registry gRPC service", func() {
+		Expect(feast.isRegistryGrpcEnabled()).To(BeTrue())
+		Expect(feast.getServiceAppProtocol(RegistryFeastType, false)).To(Equal(ptr.To("grpc")))
+	})
+
+	It("should return nil appProtocol for the registry REST service", func() {
+		featureStore.Spec.Services.Registry.Local.Server.RestAPI = ptr.To(true)
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+		Expect(feast.ApplyDefaults()).To(Succeed())
+		applySpecToStatus(featureStore)
+
+		Expect(feast.getServiceAppProtocol(RegistryFeastType, true)).To(BeNil())
+	})
+
+	It("should return nil appProtocol for the online store service", func() {
+		Expect(feast.getServiceAppProtocol(OnlineFeastType, false)).To(BeNil())
+	})
+
+	It("should return nil appProtocol for the offline store service", func() {
+		Expect(feast.getServiceAppProtocol(OfflineFeastType, false)).To(BeNil())
+	})
+
+	It("should return nil appProtocol when registry gRPC is disabled", func() {
+		featureStore.Spec.Services.Registry.Local.Server.GRPC = ptr.To(false)
+		featureStore.Spec.Services.Registry.Local.Server.RestAPI = ptr.To(true)
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+		Expect(feast.ApplyDefaults()).To(Succeed())
+		applySpecToStatus(featureStore)
+
+		Expect(feast.isRegistryGrpcEnabled()).To(BeFalse())
+		Expect(feast.getServiceAppProtocol(RegistryFeastType, false)).To(BeNil())
+	})
+
+	It("should set grpc appProtocol on the registry gRPC Service port", func() {
+		Expect(feast.deployFeastServiceByType(RegistryFeastType)).To(Succeed())
+		svc := feast.initFeastSvc(RegistryFeastType)
+		Expect(svc).NotTo(BeNil())
+		Expect(feast.setService(svc, RegistryFeastType, false)).To(Succeed())
+
+		Expect(svc.Spec.Ports).To(HaveLen(1))
+		Expect(svc.Spec.Ports[0].AppProtocol).To(Equal(ptr.To("grpc")))
+	})
+
+	It("should not set appProtocol on the registry REST Service port", func() {
+		featureStore.Spec.Services.Registry.Local.Server.RestAPI = ptr.To(true)
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+		Expect(feast.ApplyDefaults()).To(Succeed())
+		applySpecToStatus(featureStore)
+
+		Expect(feast.deployFeastServiceByType(RegistryFeastType)).To(Succeed())
+		restSvc := feast.initFeastRestSvc(RegistryFeastType)
+		Expect(restSvc).NotTo(BeNil())
+		Expect(feast.setService(restSvc, RegistryFeastType, true)).To(Succeed())
+
+		Expect(restSvc.Spec.Ports).To(HaveLen(1))
+		Expect(restSvc.Spec.Ports[0].AppProtocol).To(BeNil())
+	})
+})
+
 var _ = Describe("Pod Container Failure Messages", func() {
 	It("should detect init container in CrashLoopBackOff", func() {
 		pod := &corev1.Pod{
diff --git a/infra/feast-operator/internal/controller/services/services_types.go b/infra/feast-operator/internal/controller/services/services_types.go
index 5b4479698f3..a68772806c5 100644
--- a/infra/feast-operator/internal/controller/services/services_types.go
+++ b/infra/feast-operator/internal/controller/services/services_types.go
@@ -103,6 +103,11 @@ const (
 	OidcMissingSecretError string = "missing OIDC secret: %s"
 )
 
+const (
+	ManagedByLabelKey   = "app.kubernetes.io/managed-by"
+	ManagedByLabelValue = "feast-operator"
+)
+
 var (
 	DefaultImage          = "quay.io/feastdev/feature-server:" + feastversion.FeastVersion
 	DefaultCronJobImage   = "quay.io/openshift/origin-cli:4.17"
@@ -255,14 +260,63 @@ type FeastServices struct {
 // RepoConfig is the Repo config. Typically loaded from feature_store.yaml.
 // https://rtd.feast.dev/en/stable/#feast.repo_config.RepoConfig
 type RepoConfig struct {
-	Project                       string               `yaml:"project,omitempty"`
-	Provider                      FeastProviderType    `yaml:"provider,omitempty"`
-	OfflineStore                  OfflineStoreConfig   `yaml:"offline_store,omitempty"`
-	OnlineStore                   OnlineStoreConfig    `yaml:"online_store,omitempty"`
-	Registry                      RegistryConfig       `yaml:"registry,omitempty"`
-	AuthzConfig                   AuthzConfig          `yaml:"auth,omitempty"`
-	EntityKeySerializationVersion int                  `yaml:"entity_key_serialization_version,omitempty"`
-	BatchEngine                   *ComputeEngineConfig `yaml:"batch_engine,omitempty"`
+	Project                       string                     `yaml:"project,omitempty"`
+	Provider                      FeastProviderType          `yaml:"provider,omitempty"`
+	OfflineStore                  OfflineStoreConfig         `yaml:"offline_store,omitempty"`
+	OnlineStore                   OnlineStoreConfig          `yaml:"online_store,omitempty"`
+	Registry                      RegistryConfig             `yaml:"registry,omitempty"`
+	AuthzConfig                   AuthzConfig                `yaml:"auth,omitempty"`
+	EntityKeySerializationVersion int                        `yaml:"entity_key_serialization_version,omitempty"`
+	BatchEngine                   *ComputeEngineConfig       `yaml:"batch_engine,omitempty"`
+	FeatureServer                 *FeatureServerYamlConfig   `yaml:"feature_server,omitempty"`
+	Materialization               *MaterializationYamlConfig `yaml:"materialization,omitempty"`
+	OpenLineage                   *OpenLineageYamlConfig     `yaml:"openlineage,omitempty"`
+}
+
+// FeatureServerYamlConfig maps to the feature_server section of feature_store.yaml.
+// Field names match Feast's Python SDK YAML keys exactly.
+type FeatureServerYamlConfig struct {
+	Type                                    string             `yaml:"type"`
+	Metrics                                 *MetricsYamlConfig `yaml:"metrics,omitempty"`
+	OfflinePushBatchingEnabled              *bool              `yaml:"offline_push_batching_enabled,omitempty"`
+	OfflinePushBatchingBatchSize            *int32             `yaml:"offline_push_batching_batch_size,omitempty"`
+	OfflinePushBatchingBatchIntervalSeconds *int32             `yaml:"offline_push_batching_batch_interval_seconds,omitempty"`
+	McpEnabled                              *bool              `yaml:"mcp_enabled,omitempty"`
+	McpServerName                           *string            `yaml:"mcp_server_name,omitempty"`
+	McpServerVersion                        *string            `yaml:"mcp_server_version,omitempty"`
+	McpTransport                            *string            `yaml:"mcp_transport,omitempty"`
+}
+
+// MetricsYamlConfig maps to the feature_server.metrics section of feature_store.yaml.
+// Category booleans are merged inline so they sit at the same YAML level as
+// "enabled". Keys must be valid Feast MetricsConfig field names for the SDK
+// version in use (e.g. resource, request, online_features, push,
+// materialization, freshness). Note: Feast's MetricsConfig uses
+// extra="forbid", so unknown keys will be rejected by SDK validation.
+type MetricsYamlConfig struct {
+	Enabled    bool                   `yaml:"enabled"`
+	Categories map[string]interface{} `yaml:",inline,omitempty"`
+}
+
+// MaterializationYamlConfig maps to the materialization section of feature_store.yaml.
+// ExtraConfig is merged inline so future Feast MaterializationConfig fields appear
+// at the same YAML level as the typed fields above.
+type MaterializationYamlConfig struct {
+	OnlineWriteBatchSize *int32                 `yaml:"online_write_batch_size,omitempty"`
+	ExtraConfig          map[string]interface{} `yaml:",inline,omitempty"`
+}
+
+// OpenLineageYamlConfig maps to the openlineage section of feature_store.yaml.
+// ExtraConfig is merged inline so all extra key-value pairs (namespace, producer,
+// emit_on_apply, emit_on_materialize, transport-specific options, etc.) appear at
+// the same YAML level as the typed connection fields.
+type OpenLineageYamlConfig struct {
+	Enabled           bool                   `yaml:"enabled"`
+	TransportType     *string                `yaml:"transport_type,omitempty"`
+	TransportUrl      *string                `yaml:"transport_url,omitempty"`
+	TransportEndpoint *string                `yaml:"transport_endpoint,omitempty"`
+	ApiKey            *string                `yaml:"api_key,omitempty"`
+	ExtraConfig       map[string]interface{} `yaml:",inline,omitempty"`
 }
 
 // OfflineStoreConfig is the configuration that relates to reading from and writing to the Feast offline store.
@@ -291,9 +345,15 @@ type RegistryConfig struct {
 	S3AdditionalKwargs *map[string]string     `yaml:"s3_additional_kwargs,omitempty"`
 	CacheTTLSeconds    *int32                 `yaml:"cache_ttl_seconds,omitempty"`
 	CacheMode          *string                `yaml:"cache_mode,omitempty"`
+	Mcp                *RegistryMcpYamlConfig `yaml:"mcp,omitempty"`
 	DBParameters       map[string]interface{} `yaml:",inline,omitempty"`
 }
 
+// RegistryMcpYamlConfig maps to the registry.mcp section of feature_store.yaml.
+type RegistryMcpYamlConfig struct {
+	Enabled bool `yaml:"enabled"`
+}
+
 // AuthzConfig is the RBAC authorization configuration.
 type AuthzConfig struct {
 	Type           AuthzType              `yaml:"type,omitempty"`
diff --git a/infra/feast-operator/test/testdata/feast_integration_test_crs/redis.yaml b/infra/feast-operator/test/testdata/feast_integration_test_crs/redis.yaml
index b6e2fc9623c..c81fdb46b67 100644
--- a/infra/feast-operator/test/testdata/feast_integration_test_crs/redis.yaml
+++ b/infra/feast-operator/test/testdata/feast_integration_test_crs/redis.yaml
@@ -16,6 +16,7 @@ spec:
       containers:
         - name: redis
           image: 'quay.io/feastdev-ci/feast-test-images:redis-7-alpine'
+          command: ["redis-server", "--save", ""]
           ports:
             - containerPort: 6379
           env:
diff --git a/infra/scripts/feature_server_docker_smoke.py b/infra/scripts/feature_server_docker_smoke.py
index 5eac394bccd..c8b3b440b7f 100644
--- a/infra/scripts/feature_server_docker_smoke.py
+++ b/infra/scripts/feature_server_docker_smoke.py
@@ -9,6 +9,9 @@ class _FakeRegistry:
     def proto(self):
         return object()
 
+    def list_projects(self, allow_cache=True, tags=None):
+        return []
+
 
 class _FakeStore:
     def __init__(self):
diff --git a/infra/website/docs/blog/feast-agents-mcp.md b/infra/website/docs/blog/feast-agents-mcp.md
new file mode 100644
index 00000000000..5678cd5a578
--- /dev/null
+++ b/infra/website/docs/blog/feast-agents-mcp.md
@@ -0,0 +1,363 @@
+---
+title: "Building AI Agents with Feast: Feature Stores as Context and Memory"
+description: "How Feast's MCP integration turns your feature store into a governed context and memory layer for AI agents, bridging the gap between experimental agents and production-ready systems."
+date: 2026-04-11
+authors: ["Nikhil Kathole"]
+---
+
+<div class="hero-image">
+  <img src="/images/blog/feast-mcp-agent.png" alt="AI Agents powered by Feast Feature Store" loading="lazy">
+</div>
+
+AI agents are moving from demos to production. They handle customer support, orchestrate complex workflows, and make real-time decisions that affect business outcomes. But there is a gap between a working prototype and a production system: agents need reliable, low-latency access to structured data, they need to remember what happened in prior interactions, and all of this access needs to be governed.
+
+This is where feature stores enter the picture. In this post, we show how **Feast** -- an open-source feature store -- can serve as both the **context provider** and the **persistent memory layer** for AI agents, using the **Model Context Protocol (MCP)**.
+
+## The Problem: Agents Need Context, Memory, and Governance
+
+A standalone LLM knows nothing about your customers, your products, or your internal processes. To make good decisions, agents need **tools** that give them access to real data:
+
+- **Who is this user?** Their plan tier, account age, purchase history, satisfaction score.
+- **What do we know about this topic?** Relevant documentation, knowledge-base articles, FAQs.
+- **What happened before?** What did this agent discuss with this customer last time? What was left unresolved?
+
+That last point is critical and often overlooked. Most agent demos are stateless -- every conversation starts from scratch. But real support interactions build on prior context: *"I called about this yesterday"*, *"you said you'd escalate"*, *"I prefer email over chat."* An agent without memory cannot handle these.
+
+Without a proper data layer, teams end up writing ad-hoc database queries, hardcoding API calls, stuffing memory into Redis with no governance, or giving agents raw database access. This creates fragile, ungoverned, and hard-to-audit agent systems.
+
+## Feature Stores Solve This -- Including Memory
+
+Feature stores were built to solve exactly this class of problem -- albeit originally for traditional ML. They provide:
+
+1. **Low-latency online serving** of pre-computed features.
+2. **Versioned, governed access** to data with RBAC and audit trails.
+3. **Consistency** between training/offline and serving/online environments.
+4. **A single abstraction** over diverse data sources (databases, data warehouses, streaming systems, and vector stores -- including Milvus, Elasticsearch, Qdrant, PGVector, and FAISS).
+5. **Entity-keyed read/write** -- the same mechanism that serves features can also store and retrieve agent memory, keyed by customer ID, session ID, or any entity.
+
+With Feast's MCP support, these capabilities are exposed as **tools that AI agents can discover and call dynamically** -- and critically, agents can **write back** to the feature store, turning it into a governed memory layer.
+
+## Feast + MCP: Turning a Feature Store into an Agent Tool
+
+The [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) is an open standard that lets AI applications discover and interact with external tools through a unified interface. Feast's feature server can now expose its endpoints as MCP tools with a simple configuration change:
+
+```yaml
+feature_server:
+  type: mcp
+  enabled: true
+  mcp_enabled: true
+  mcp_transport: http
+  mcp_server_name: "feast-feature-store"
+  mcp_server_version: "1.0.0"
+```
+
+Once enabled, any MCP-compatible agent -- whether built with LangChain, LlamaIndex, CrewAI, AutoGen, or a custom framework -- can connect to `http://your-feast-server/mcp` and discover available tools like `get-online-features` for entity-based retrieval, `retrieve-online-documents` for vector similarity search, and `write-to-online-store` for persisting agent state.
+
+## A Concrete Example: Customer-Support Agent with Memory
+
+To make this tangible, let's walk through a customer-support agent that uses Feast for structured feature retrieval, document search, and persistent memory.
+
+> **Note on the implementation:** This example builds the agent loop from scratch using the OpenAI tool-calling API and the MCP Python SDK -- no framework required. All Feast interactions use the MCP protocol: the agent connects to Feast's MCP endpoint, discovers available tools via `session.list_tools()`, and invokes them via `session.call_tool()`. We chose this approach to keep dependencies minimal and make every Feast interaction visible. In production, you would typically use a framework like LangChain/LangGraph, LlamaIndex, CrewAI, or AutoGen. Because Feast exposes a standard MCP endpoint, any of these frameworks can auto-discover the tools with zero custom code (see [Connecting Your Agent Framework](#connecting-your-agent-framework) below).
+
+### The Setup
+
+We define three feature views in Feast:
+
+**Customer profiles** -- structured data served from the online store:
+
+```python
+customer_profile = FeatureView(
+    name="customer_profile",
+    entities=[customer],
+    schema=[
+        Field(name="name", dtype=String),
+        Field(name="email", dtype=String),
+        Field(name="plan_tier", dtype=String),
+        Field(name="account_age_days", dtype=Int64),
+        Field(name="total_spend", dtype=Float64),
+        Field(name="open_tickets", dtype=Int64),
+        Field(name="satisfaction_score", dtype=Float64),
+    ],
+    source=customer_profile_source,
+    ttl=timedelta(days=1),
+)
+```
+
+**Knowledge base** -- support articles stored as vector embeddings (Feast supports multiple vector backends including Milvus, Elasticsearch, Qdrant, PGVector, and FAISS -- this example uses Milvus):
+
+```python
+knowledge_base = FeatureView(
+    name="knowledge_base",
+    entities=[document],
+    schema=[
+        Field(
+            name="vector", dtype=Array(Float32),
+            vector_index=True,
+            vector_search_metric="COSINE",
+        ),
+        Field(name="title", dtype=String),
+        Field(name="content", dtype=String),
+        Field(name="category", dtype=String),
+    ],
+    source=knowledge_base_source,
+    ttl=timedelta(days=7),
+)
+```
+
+**Agent memory** -- per-customer interaction state written back by the agent:
+
+```python
+agent_memory = FeatureView(
+    name="agent_memory",
+    entities=[customer],
+    schema=[
+        Field(name="last_topic", dtype=String),
+        Field(name="last_resolution", dtype=String),
+        Field(name="interaction_count", dtype=Int64),
+        Field(name="preferences", dtype=String),
+        Field(name="open_issue", dtype=String),
+    ],
+    ttl=timedelta(days=30),
+)
+```
+
+This is the key insight: Feast is not just providing context to the agent -- it is also **storing the agent's memory**. The `agent_memory` feature view is entity-keyed by customer ID, TTL-managed (30-day expiration), schema-typed, and governed by the same RBAC as every other feature. The agent reads prior interactions via `recall_memory`, and memory is automatically checkpointed after each turn using the same online store infrastructure.
+
+### The Agent Loop
+
+The agent connects to Feast's MCP endpoint, discovers tools dynamically, and uses the MCP protocol for all Feast interactions. Each round, the LLM sees the conversation history plus the available read tools, and decides what to do. Memory is saved automatically after the turn -- framework-style, not as an LLM decision:
+
+```python
+from mcp import ClientSession
+from mcp.client.streamable_http import streamablehttp_client
+
+async with streamablehttp_client("http://localhost:6566/mcp") as (r, w, _):
+    async with ClientSession(r, w) as session:
+        await session.initialize()
+        tools = await session.list_tools()  # discover Feast tools
+
+        for round in range(MAX_ROUNDS):
+            response = call_llm(messages, tools=[...])
+
+            if response.finish_reason == "stop":
+                break
+
+            for tool_call in response.tool_calls:
+                result = await session.call_tool(name, args)  # MCP
+                messages.append(tool_result(result))
+
+        # Framework-style checkpoint: auto-save via MCP
+        await session.call_tool("write_to_online_store", {...})
+```
+
+A typical multi-turn flow looks like:
+
+1. **Round 1**: Agent calls `recall_memory("C1001")` -- checks for prior interactions. Calls `lookup_customer("C1001")` -- gets profile data. Calls `search_knowledge_base("SSO setup")` -- finds the relevant article.
+2. **Round 2**: Has enough context. Generates a personalised response and returns it.
+3. **Checkpoint**: The framework auto-saves `topic="SSO setup"` and a resolution summary to Feast.
+
+When C1001 comes back later and says *"I'm following up on my SSO question"*, the agent calls `recall_memory` and immediately knows what was discussed -- no re-explanation needed.
+
+For a simpler question like *"What's my current plan?"*, the agent only calls `lookup_customer` -- skipping the knowledge base entirely. The LLM makes these routing decisions based on the question, not hardcoded logic.
+
+### Memory as Infrastructure
+
+Production agent frameworks treat persistence as infrastructure, not an LLM decision:
+
+- **LangGraph** uses checkpointers (`MemorySaver`, `PostgresSaver`) that auto-save state after every graph step, keyed by `thread_id`.
+- **CrewAI** enables `memory=True` for automatic short-term, long-term, and entity memory.
+- **AutoGen** uses post-conversation hooks to extract and store learnings.
+
+This demo follows the same pattern. The LLM has three read tools for reasoning; memory is checkpointed by the framework after each turn via Feast's `write-to-online-store` endpoint. This ensures consistent, reliable memory regardless of LLM behaviour -- no risk of the model forgetting to save or writing inconsistent state. Feast is a natural fit for this checkpoint layer because it provides entity-keyed storage, TTL-managed expiration, schema enforcement, RBAC governance, and offline queryability -- all out of the box.
+
+<div class="content-image">
+  <img src="/images/blog/feast-mcp-agent-workflow.png" alt="Feast MCP Agent Workflow — agent loop with context retrieval, vector search, and memory persistence through Feast" loading="lazy">
+</div>
+
+The agent doesn't need to know *where* the data lives or *which* vector database is behind the scenes. It calls Feast through a standard protocol, and Feast handles the routing to the right store -- whether that's Milvus, Elasticsearch, Qdrant, PGVector, or FAISS. Swapping the vector backend is a configuration change, not a code change. The same protocol handles both reads and writes -- context retrieval and memory persistence use the same governed infrastructure.
+
+### The Response
+
+Instead of a generic answer, the agent produces something like:
+
+> *"Hi Alice! Since you're on our Enterprise plan, SSO is available for your team. Go to Settings > Security > SSO and enter your Identity Provider metadata URL. We support SAML 2.0 and OIDC. Once configured, all team members will authenticate through your IdP. As an Enterprise customer, you also have a dedicated Slack channel and account manager if you need hands-on help."*
+
+The personalisation (mentioning the Enterprise plan, dedicated Slack channel) comes directly from the Feast features. And if Alice calls back next week, the agent already knows what was discussed.
+
+## Why This Matters for Production
+
+### Unified Data Access: Structured Features + Vector Search + Memory
+
+Real-world agents need more than document retrieval. They need access to multiple data types through a single governed interface:
+
+| Data Type | Example | Feast Capability |
+|---|---|---|
+| Structured features | Account tier, spend history | `get_online_features` |
+| Vector embeddings | Support article search | `retrieve_online_documents_v2` |
+| Agent memory | Last interaction topic, open issues | `get_online_features` + `write_to_online_store` |
+| Streaming features | Real-time click counts | Push sources with `write_to_online_store` |
+| Pre-computed predictions | Churn probability | Served alongside other features |
+
+Feast unifies all of these behind a single API that agents can both read from and write to.
+
+### Context Memory: Why Feast Beats Ad-Hoc Solutions
+
+Many teams use Redis, in-memory dicts, or custom databases for agent memory. Feast provides a better foundation:
+
+| Concern | Ad-hoc Memory | Feast Memory |
+|---|---|---|
+| **Governance** | No RBAC, no audit trail | Same RBAC and permissions as all features |
+| **TTL management** | Manual expiration logic | Declarative TTL on the feature view |
+| **Entity-keying** | Custom key design | Native entity model (customer_id, session_id, etc.) |
+| **Observability** | Custom logging | Integrated with OpenTelemetry and MLflow traces |
+| **Offline analysis** | Separate export pipeline | Memory is just another feature -- queryable offline |
+| **Schema evolution** | Unstructured blobs | Typed schema with versioning |
+
+Because agent memory is stored as a standard Feast feature view, it inherits all the infrastructure that already exists for serving ML features: monitoring, access control, TTL management, and offline queryability. There is no separate system to operate.
+
+### Governance: Who Can Access What
+
+In production, you do not want every agent to access every feature. Feast provides:
+
+- **RBAC**: Role-based access control with OIDC integration.
+- **Feature-level permissions**: Control which feature views each service account can read or write.
+- **Audit trails**: Track which agent accessed which features and when.
+
+This is especially important for memory: you want governance over what agents remember and who can read those memories.
+
+### Production Platform Architecture
+
+Deploying agents in production requires more than just the agent code. A well-architected platform wraps agents in enterprise infrastructure without requiring changes to the agent itself. Feast fits naturally into this layered approach:
+
+<div class="content-image">
+  <img src="/images/blog/feast-mcp-agent-workflow-prod.png" alt="Production platform architecture — Feast MCP Server behind MCP Gateway with observability, guardrails, and lifecycle management" loading="lazy">
+</div>
+
+- **MCP Gateway**: Feast sits behind an Envoy-based MCP Gateway as one of many tool servers. The gateway provides identity-based tool filtering -- an agent's JWT claims determine whether it can call Feast at all, and which features it can access.
+- **Sandboxed Execution**: Feast runs as a standard Kubernetes service, benefiting from sandboxed container isolation that keeps agent workloads separated.
+- **Observability**: Feast feature-retrieval and memory-write calls flow through the platform's OpenTelemetry pipeline, appearing in MLflow traces alongside LLM calls and tool invocations.
+- **Agent Lifecycle Management (Kagenti)**: An operator like Kagenti can discover Feast as a tool server via AgentCard CRDs and inject tracing and governance without code changes.
+
+The principle is straightforward: the agent is yours, the platform provides the guardrails, and Feast provides the data and memory.
+
+## Connecting Your Agent Framework
+
+Since Feast exposes a standard MCP endpoint, integration is framework-agnostic:
+
+**LangChain / LangGraph:**
+```python
+from langchain_mcp_adapters.client import MultiServerMCPClient
+from langgraph.prebuilt import create_react_agent
+
+async with MultiServerMCPClient(
+    {"feast": {"url": "http://feast-server:6566/mcp", "transport": "streamable_http"}}
+) as client:
+    tools = client.get_tools()
+    agent = create_react_agent(llm, tools)
+    result = await agent.ainvoke({"messages": "How do I set up SSO?"})
+```
+
+**LlamaIndex:**
+```python
+from llama_index.tools.mcp import aget_tools_from_mcp_url
+from llama_index.core.agent.function_calling import FunctionCallingAgent
+from llama_index.llms.openai import OpenAI
+
+tools = await aget_tools_from_mcp_url("http://feast-server:6566/mcp")
+agent = FunctionCallingAgent.from_tools(tools, llm=OpenAI(model="gpt-4o-mini"))
+response = await agent.achat("How do I set up SSO?")
+```
+
+**Claude Desktop / Cursor:**
+```json
+{
+  "mcpServers": {
+    "feast": {
+      "url": "http://feast-server:6566/mcp",
+      "transport": "streamable_http"
+    }
+  }
+}
+```
+
+**Direct REST API:**
+```python
+import requests
+
+features = requests.post("http://feast-server:6566/get-online-features", json={
+    "features": ["customer_profile:plan_tier", "customer_profile:satisfaction_score"],
+    "entities": {"customer_id": ["C1001"]},
+}).json()
+```
+
+The Feast-specific integration is just connecting to the MCP endpoint and getting the tools. Once you have them, building the agent follows each framework's standard patterns -- the tool-calling loop, message threading, and state persistence are handled natively. Feast's MCP endpoint means zero custom wiring.
+
+### Customizing for Your Use Case
+
+This demo's system prompt, tool names, and feature views are all specific to the customer-support scenario. Here's what changes when you build your own agent:
+
+| What | This demo | Your agent |
+|---|---|---|
+| **Feature views** | `customer_profile`, `knowledge_base`, `agent_memory` | Define your own in `features.py` (e.g., `product_catalog`, `order_history`, `fraud_signals`) |
+| **System prompt** | "Call recall_memory and lookup_customer first..." | Write instructions specific to your domain and workflow |
+| **Tool wrappers** | `lookup_customer`, `search_knowledge_base`, `recall_memory` | Optional -- see below |
+
+**Do you need custom tool wrappers?** It depends on how you build your agent:
+
+- **With a framework (LangChain, LlamaIndex, etc.):** No. The framework discovers Feast's generic MCP tools (`get_online_features`, `retrieve_online_documents`, `write_to_online_store`) automatically. The LLM calls them directly with your feature view names and entities. No wrapper code needed.
+
+- **With a raw loop (like this demo):** Optional but recommended. This demo wraps `get_online_features` into `lookup_customer` and `recall_memory` to give the LLM friendlier, domain-specific tool names. You'd create similar wrappers for your use case (e.g., `check_inventory`, `get_order_status`). The wrappers are thin -- they just call the Feast MCP tool with the right feature names and entities.
+
+**What stays the same** regardless of use case: Feast's MCP server, the online/offline store infrastructure, RBAC, TTL management, and the auto-save memory pattern. You define feature views, `feast apply`, start the server, and connect -- the same three generic MCP tools serve any domain.
+
+## Try It Yourself
+
+We have published a complete working example in the Feast repository. A single script handles setup, server startup, and the demo:
+
+```bash
+git clone https://github.com/feast-dev/feast.git
+cd feast/examples/agent_feature_store
+
+./run_demo.sh                          # demo mode (no API key needed)
+OPENAI_API_KEY=sk-... ./run_demo.sh    # live LLM tool-calling
+```
+
+The script installs dependencies, generates sample data (customer profiles, knowledge-base articles, and the agent memory scaffold), starts the Feast MCP server, runs the agent, and tears everything down on exit.
+
+To run with a real LLM, set the API key and (optionally) the base URL and model:
+
+```bash
+# OpenAI
+export OPENAI_API_KEY="sk-..."  # pragma: allowlist secret
+./run_demo.sh
+
+# Ollama (free, local -- no API key needed)
+ollama pull llama3.1:8b
+export OPENAI_API_KEY="ollama"  # pragma: allowlist secret
+export OPENAI_BASE_URL="http://localhost:11434/v1"
+export LLM_MODEL="llama3.1:8b"
+./run_demo.sh
+
+# Any OpenAI-compatible provider (Azure, vLLM, LiteLLM, etc.)
+export OPENAI_API_KEY="your-key"  # pragma: allowlist secret
+export OPENAI_BASE_URL="https://your-endpoint/v1"
+export LLM_MODEL="your-model"
+./run_demo.sh
+```
+
+The agent demonstrates memory continuity: when the same customer returns, the agent recalls what was discussed previously.
+
+See the full example on [GitHub](https://github.com/feast-dev/feast/tree/master/examples/agent_feature_store).
+
+## What's Next
+
+The intersection of feature stores and agentic AI is just getting started. Here is what we are working on:
+
+- **Richer MCP tools**: Exposing `retrieve_online_documents_v2` as a first-class MCP tool for native vector search.
+- **Memory patterns**: Expanding the memory model to support session-scoped memory, hierarchical summarisation, and cross-agent shared memory.
+- **Platform integration**: First-class support in MCP Gateway tool catalogs and agent lifecycle operators.
+- **Streaming features for agents**: Real-time feature updates from Kafka/Flink that agents can subscribe to.
+
+## Join the Conversation
+
+We would love to hear how you are using (or plan to use) Feast in your agent workflows. Reach out on [Slack](https://slack.feast.dev/) or [GitHub](https://github.com/feast-dev/feast) -- and give the example a try!
diff --git a/infra/website/docs/blog/mongodb-feast-integration.md b/infra/website/docs/blog/mongodb-feast-integration.md
new file mode 100644
index 00000000000..8a9ea4c255b
--- /dev/null
+++ b/infra/website/docs/blog/mongodb-feast-integration.md
@@ -0,0 +1,210 @@
+---
+title: "Native MongoDB Support in Feast: One Database for Operational Data, Features, and Vectors"
+description: Feast now ships first-class support for MongoDB as both an online and an offline store, plus native Vector Search for embedding-based retrieval. Machine Learning teams running on MongoDB can serve features at low latency, generate point-in-time-correct training datasets, and power RAG or recommender workloads, all from a single MongoDB Atlas cluster, with no separate cache, no separate warehouse, and no parallel vector database to keep in sync.
+date: 2026-05-07
+authors: ["Rishabh Bisht"]
+---
+
+
+<div class="hero-image">
+<img src="/images/blog/mongodb-feature-stores.png" alt="MongoDB Feast Stores" loading="lazy" />
+</div>
+
+
+## The three-database problem in production ML
+
+A typical Feast deployment runs three different databases:
+
+1. The **application's primary database** where the operational data that features are derived from actually lives.  
+2. A dedicated **online store** used to serve features at low latency to live models.  
+3. A **separate warehouse** used as the offline store for training-set generation and historical retrieval.
+
+That's three sets of credentials, three security postures, three monitoring stacks, and a constant feedback loop of "the feature is in the warehouse but stale in the online store" or "we materialized last night but the model is reading yesterday's values."
+
+For teams whose operational data already lives in MongoDB, this was especially painful. Until now, Feast had no native MongoDB option so teams either stood up parallel infrastructure they didn't want, or settled for community plugins of varying maturity. 
+
+With this release, both types of the feature store run on MongoDB - same connection string, same auth, same backups, same observability. The features sit next to the operational data they were derived from.
+
+## What's in the integration
+
+Three components ship together as generally available:
+
+### 1. MongoDBOnlineStore - low-latency feature serving
+
+Available in Feast `v0.61.0` and above. Built on the official PyMongo driver, with both sync and native async paths (the async implementation uses PyMongo's `AsyncMongoClient`). It supports `online_write_batch`, `online_read`, and their async equivalents.
+
+Features from multiple feature views for the same entity are colocated in a single MongoDB collection keyed by the serialized entity key, so a read for an entity is a single primary-key lookup, not a fan-out across collections.
+
+### 2. MongoDBOfflineStore - historical retrieval and training-set generation
+
+Available in `v0.63.0` and above. Uses the MongoDB aggregation framework for retrieval, with `pandas.merge_asof` for the point-in-time join when entities repeat across timestamps. Ships with `MongoDBSource` (the `DataSource` class), `offline_write_batch` for ingest, and `persist` to write joined results to Parquet for downstream training pipelines.
+
+### 3. MongoDB Vector Search - embeddings as first-class features
+
+When you set `vector_enabled: true` on the online store, Feast automatically creates and manages MongoDB vector search indexes on any `FeatureView` field marked with `vector_index=True`. The `retrieve_online_documents_v2()` method runs a `$vectorSearch` aggregation under the hood and returns nearest-neighbor results as `(event_ts, entity_key, feature_dict)` tuples with a similarity score - with `top_k` limiting and configurable distance metrics (`cosine`, `dot product`, `euclidean`).
+
+The result: a team running RAG, recommenders, or agent workloads can store, serve, and similarity-search feature embeddings in the same Atlas cluster as their other features — with no separate vector database to bolt on.
+
+## **Quick start**
+
+### Install
+
+```shell
+pip install 'feast[mongodb]'
+```
+
+### Configure your `feature_store.yaml`
+
+Point both the online and offline store at the same Atlas cluster. No separate Atlas feature flag or opt-in required.
+
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+
+online_store:
+  type: mongodb
+  connection_string: "mongodb+srv://<user>:<password>@<cluster>.mongodb.net"
+  database: "feast_online"
+
+offline_store:
+  type: mongodb
+  connection_string: "mongodb+srv://<user>:<password>@<cluster>.mongodb.net"
+  database: "feast_offline"
+
+entity_key_serialization_version: 3
+```
+
+### Define a feature view backed by `MongoDBSource`
+
+```py
+from datetime import timedelta
+from feast import Entity, FeatureView, Field
+from feast.types import Float32, Int64
+from feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb_source import (
+    MongoDBSource,
+)
+
+driver = Entity(name="driver", join_keys=["driver_id"])
+
+driver_stats_source = MongoDBSource(
+    name="driver_stats_source",
+    database="feast_offline",
+    collection="driver_stats",
+    timestamp_field="event_timestamp",
+    created_timestamp_column="created",
+)
+
+driver_stats_fv = FeatureView(
+    name="driver_hourly_stats",
+    entities=[driver],
+    ttl=timedelta(days=7),
+    schema=[
+        Field(name="conv_rate", dtype=Float32),
+        Field(name="acc_rate", dtype=Float32),
+        Field(name="avg_daily_trips", dtype=Int64),
+    ],
+    online=True,
+    source=driver_stats_source,
+)
+```
+
+### Apply, materialize, and serve
+
+```shell
+feast apply
+feast materialize-incremental $(date -u +"%Y-%m-%dT%H:%M:%S")
+```
+
+```py
+from feast import FeatureStore
+
+store = FeatureStore(repo_path=".")
+
+features = store.get_online_features(
+    features=[
+        "driver_hourly_stats:conv_rate",
+        "driver_hourly_stats:acc_rate",
+        "driver_hourly_stats:avg_daily_trips",
+    ],
+    entity_rows=[{"driver_id": 1001}, {"driver_id": 1002}],
+).to_dict()
+```
+
+That's it. Same connection string, same auth model, same cluster - features in, features out.
+
+## RAG and embeddings: vector search in the same cluster
+
+If you're building a RAG pipeline, a recommender, or an agent that needs nearest-neighbor lookup over feature embeddings, the online store doubles as a vector store when `vector_enabled` is set:
+
+```yaml
+online_store:
+  type: mongodb
+  connection_string: "mongodb+srv://<user>:<password>@<cluster>.mongodb.net"
+  database: "feast_online"
+  vector_enabled: true
+  vector_index_wait_timeout: 60
+  vector_index_wait_poll_interval: 2
+```
+
+Mark the embedding field on your `FeatureView`:
+
+```py
+from feast import FeatureView, Field
+from feast.types import Array, Float32, Int64, String, UnixTimestamp
+
+document_embeddings = FeatureView(
+    name="embedded_documents",
+    entities=[item],
+    schema=[
+        Field(
+            name="vector",
+            dtype=Array(Float32),
+            vector_index=True,             # ← enable vector index
+            vector_search_metric="COSINE", # cosine | dot product | euclidean
+        ),
+        Field(name="item_id", dtype=Int64),
+        Field(name="sentence_chunks", dtype=String),
+        Field(name="event_timestamp", dtype=UnixTimestamp),
+    ],
+    source=rag_documents_source,
+)
+```
+
+When you run `feast apply`, Feast creates the corresponding Atlas vector search index. When the feature view is removed, the index is dropped. The `vector_index_wait_timeout` and `vector_index_wait_poll_interval` settings control how long Feast waits for newly created Atlas Search indexes to become queryable before returning.
+
+Querying nearest neighbors is then one call:
+
+```py
+results = store.retrieve_online_documents_v2(
+    features=[
+        "embedded_documents:vector",
+        "embedded_documents:item_id",
+        "embedded_documents:sentence_chunks",
+    ],
+    query=query_embedding,   # list[float] of the same dim
+    top_k=5,
+    distance_metric="COSINE",
+).to_df()
+```
+
+Under the hood, this becomes a `$vectorSearch` aggregation against your Atlas cluster - no second system to provision, no vector data to keep in sync with the rest of your features.
+
+## Why this matters
+
+A few reasons we think this lands in the right place for ML teams already on MongoDB:
+
+* **One database for training and inference.** The same Atlas cluster powers historical retrieval, materialization, and online serving. No ETL pipelines pushing features from a warehouse. Update a feature once, see it everywhere.  
+* **One security and compliance posture.** Atlas networking, IAM, encryption, and audit logging cover both halves of the feature store. Architects don't have to add a new database vendor and a new threat model to say yes to ML.  
+* **Vector and operational data colocated.** For RAG, recommenders, and agents, the embeddings live next to the entity data they describe. Filter your vector search on operational fields with the same query language you already use.  
+* **Flexible schema where it helps.** Feature engineering is iterative. MongoDB's document model means adding a field to a feature view doesn't require a schema migration on day one.  
+* **Async serving when you need it.** The online store ships a native async path on `AsyncMongoClient`, so feature lookups don't block the rest of your serving stack.
+
+## Where to next
+
+* **Online store reference:** [Feast docs - MongoDB online store](https://docs.feast.dev/master/reference/online-stores/mongodb)
+* **Offline store reference:** [Feast docs - MongoDB offline store](https://docs.feast.dev/master/reference/offline-stores/mongodb)
+* **Vector search:** [Feast docs - Vector Search](https://docs.feast.dev/master/reference/data-sources/mongodb#vector-search)
+* **Tutorial:** [Integrate MongoDB with Feast](https://www.mongodb.com/docs/atlas/ai-integrations/feast/)
+
+If you're already on MongoDB and want to standardize your ML stack on a single backend, this is the time to try it. Spin up a feature repo, point both stores at your cluster, and let us know how it goes - issues and PRs welcome on GitHub.
\ No newline at end of file
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new file mode 100644
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diff --git a/infra/website/public/images/blog/mongodb-feature-stores.png b/infra/website/public/images/blog/mongodb-feature-stores.png
new file mode 100644
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diff --git a/infra/website/src/layouts/BaseLayout.astro b/infra/website/src/layouts/BaseLayout.astro
index d73c7b0ebde..05d940005ba 100644
--- a/infra/website/src/layouts/BaseLayout.astro
+++ b/infra/website/src/layouts/BaseLayout.astro
@@ -4,9 +4,17 @@ import '../styles/global.css';
 interface Props {
   title: string;
   description?: string;
+  socialImage?: string;
+  ogUrl?: string;
 }
 
-const { title, description = "Feast is an end-to-end open source feature store for machine learning. It allows teams to define, manage, discover, and serve features." } = Astro.props;
+const defaultSocialImage = "https://feast.dev/wp-content/uploads/2023/01/feast-og@2x.png";
+const {
+  title,
+  description = "Feast is an end-to-end open source feature store for machine learning. It allows teams to define, manage, discover, and serve features.",
+  socialImage = defaultSocialImage,
+  ogUrl = "https://feast.dev/",
+} = Astro.props;
 ---
 
 <!DOCTYPE html>
@@ -25,16 +33,16 @@ const { title, description = "Feast is an end-to-end open source feature store f
     <meta property="og:type" content="website">
     <meta property="og:title" content={title}>
     <meta property="og:description" content={description}>
-    <meta property="og:url" content="https://feast.dev/">
+    <meta property="og:url" content={ogUrl}>
     <meta property="og:site_name" content="Feast">
-    <meta property="og:image" content="https://feast.dev/wp-content/uploads/2023/01/feast-og@2x.png">
+    <meta property="og:image" content={socialImage}>
     <meta property="og:image:width" content="1201">
     <meta property="og:image:height" content="630">
     <meta property="og:image:type" content="image/png">
     
     <!-- Twitter Card Meta Tags -->
     <meta name="twitter:card" content="summary_large_image">
-    <meta name="twitter:image" content="https://feast.dev/wp-content/uploads/2023/01/feast-og@2x.png">
+    <meta name="twitter:image" content={socialImage}>
 
     <!-- Fonts -->
     <link href="https://fonts.googleapis.com/css2?family=IBM+Plex+Mono:wght@400;700&family=IBM+Plex+Sans:wght@400&display=swap" rel="stylesheet">
@@ -51,4 +59,4 @@ const { title, description = "Feast is an end-to-end open source feature store f
     </main>
     <slot name="footer" />
   </body>
-</html> 
\ No newline at end of file
+</html> 
diff --git a/infra/website/src/pages/blog/[slug].astro b/infra/website/src/pages/blog/[slug].astro
index 7d6a780a14c..90e8572d0b2 100644
--- a/infra/website/src/pages/blog/[slug].astro
+++ b/infra/website/src/pages/blog/[slug].astro
@@ -1,6 +1,25 @@
 ---
 import BaseLayout from '../../layouts/BaseLayout.astro';
 import Navigation from '../../components/Navigation.astro';
+import { readFileSync } from 'node:fs';
+
+const SITE_URL = 'https://feast.dev';
+
+function toAbsoluteUrl(path: string): string {
+  if (/^https?:\/\//i.test(path)) {
+    return path;
+  }
+  return new URL(path, SITE_URL).toString();
+}
+
+function extractHeroImage(markdown: string): string | undefined {
+  const heroContainerMatch = markdown.match(/<div[^>]*class=["'][^"']*\bhero-image\b[^"']*["'][^>]*>([\s\S]*?)<\/div>/i);
+  if (!heroContainerMatch?.[1]) {
+    return undefined;
+  }
+  const imageMatch = heroContainerMatch[1].match(/<img[^>]*\bsrc=["']([^"']+)["'][^>]*>/i);
+  return imageMatch?.[1];
+}
 
 export async function getStaticPaths() {
   const posts = await Astro.glob('../../../docs/blog/*.md');
@@ -17,9 +36,13 @@ export async function getStaticPaths() {
 
 const { post } = Astro.props;
 const { title, description, date, authors = [] } = post.frontmatter;
+const blogUrl = `${SITE_URL}/blog/${Astro.params.slug}/`;
+const frontmatterImage = post.frontmatter.hero_image || post.frontmatter.heroImage || post.frontmatter.image;
+const heroImage = frontmatterImage || extractHeroImage(readFileSync(post.file, 'utf-8'));
+const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
 ---
 
-<BaseLayout title={title} description={description}>
+<BaseLayout title={title} description={description} socialImage={socialImage} ogUrl={blogUrl}>
   <Navigation slot="header" />
   <div class="blog-wrapper">
     <header class="blog-hero">
@@ -316,4 +339,4 @@ const { title, description, date, authors = [] } = post.frontmatter;
       font-size: 18px;
     }
   }
-</style> 
\ No newline at end of file
+</style> 
diff --git a/java/pom.xml b/java/pom.xml
index 8d21af1c940..6e71d1bc19f 100644
--- a/java/pom.xml
+++ b/java/pom.xml
@@ -35,7 +35,7 @@
     </modules>
 
     <properties>
-        <revision>0.62.0</revision>
+        <revision>0.63.0</revision>
         <github.url>https://github.com/feast-dev/feast</github.url>
 
         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
diff --git a/pixi.lock b/pixi.lock
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-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.3-h32b2ec7_101_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.2-h35e630c_0.conda
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+  - joblibspark ; python_full_version < '3.14' and extra == 'dev'
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+  - torch ; extra == 'dev'
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+  - absl-py ; extra == 'tests'
+  - decorator ; extra == 'tests'
+  - joblib<1.3.0 ; extra == 'tests'
+  - joblibspark ; python_full_version < '3.14' and extra == 'tests'
+  - pytest ; extra == 'tests'
+  - pytest-datadir ; extra == 'tests'
+  - pytest-xdist ; extra == 'tests'
+  - aiohttp ; extra == 'tests'
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+  - faiss-cpu>=1.8.0.post1 ; extra == 'tests'
+  - h5py ; extra == 'tests'
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+  - jax>=0.3.14 ; sys_platform != 'win32' and extra == 'tests'
+  - jaxlib>=0.3.14 ; sys_platform != 'win32' and extra == 'tests'
+  - lz4 ; python_full_version < '3.14' and extra == 'tests'
+  - moto[server] ; extra == 'tests'
+  - pyspark>=3.4 ; extra == 'tests'
+  - py7zr ; extra == 'tests'
+  - rarfile>=4.0 ; extra == 'tests'
+  - sqlalchemy ; extra == 'tests'
+  - protobuf<4.0.0 ; extra == 'tests'
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+  - tensorflow>=2.16.0 ; python_full_version >= '3.10' and python_full_version < '3.14' and sys_platform != 'win32' and extra == 'tests'
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+  - joblibspark ; python_full_version < '3.14' and extra == 'tests-numpy2'
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+  - pytest-datadir ; extra == 'tests-numpy2'
+  - pytest-xdist ; extra == 'tests-numpy2'
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+  - h5py ; extra == 'tests-numpy2'
+  - pylance ; extra == 'tests-numpy2'
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+  - moto[server] ; extra == 'tests-numpy2'
+  - pyspark>=3.4 ; extra == 'tests-numpy2'
+  - py7zr ; extra == 'tests-numpy2'
+  - rarfile>=4.0 ; extra == 'tests-numpy2'
+  - sqlalchemy ; extra == 'tests-numpy2'
+  - protobuf<4.0.0 ; extra == 'tests-numpy2'
+  - tiktoken ; extra == 'tests-numpy2'
+  - torch>=2.8.0 ; extra == 'tests-numpy2'
+  - torchdata ; extra == 'tests-numpy2'
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+  - nibabel>=5.3.1 ; extra == 'tests-numpy2'
+  - ruff>=0.3.0 ; extra == 'quality'
+  - tensorflow==2.12.0 ; extra == 'benchmarks'
+  - torch==2.0.1 ; extra == 'benchmarks'
+  - transformers==4.30.1 ; extra == 'benchmarks'
+  - transformers ; extra == 'docs'
+  - torch ; extra == 'docs'
+  - tensorflow>=2.6.0 ; extra == 'docs'
+  - pdfplumber>=0.11.4 ; extra == 'pdfs'
+  - nibabel>=5.3.2 ; extra == 'nibabel'
+  - ipyniivue==2.4.2 ; extra == 'nibabel'
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   name: db-dtypes
-  version: 1.5.1
-  sha256: ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+  version: 1.6.0
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+- pypi: https://files.pythonhosted.org/packages/01/f4/2f4af0233489fc92822ff6021a2a4e05f7cd75fa1a352a163967fbeeab22/duckdb-1.5.2-cp310-cp310-macosx_10_9_x86_64.whl
   name: duckdb
-  version: 1.5.1
-  sha256: 715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7
+  version: 1.5.2
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+- pypi: https://files.pythonhosted.org/packages/34/0a/d41ee8cdeb63cf12f2ee9e6c8e17cc8bacff6468013be703e44fd2a22efa/duckdb-1.5.2-cp310-cp310-macosx_11_0_arm64.whl
   name: duckdb
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-  sha256: 8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea
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+- pypi: https://files.pythonhosted.org/packages/3c/cc/10a542561634408cbae951a836e645dda784ddc48eaa2ee72701a2992a8e/duckdb-1.5.2-cp310-cp310-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
   name: duckdb
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   name: fastapi
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   - annotated-doc>=0.0.2
   - fastapi-cli[standard]>=0.0.8 ; extra == 'standard'
+  - fastar>=0.9.0 ; extra == 'standard'
   - httpx>=0.23.0,<1.0.0 ; extra == 'standard'
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   - gunicorn ; sys_platform != 'win32'
   - dask[dataframe]>=2024.2.1
-  - prometheus-client
+  - prometheus-client>=0.20.0,<0.25.0
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-  - hiredis>=2.0.0,<3 ; extra == 'redis'
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   - fastapi-mcp ; extra == 'mcp'
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   - dbt-artifacts-parser ; extra == 'dbt'
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+  - feast[aws,azure,cassandra,clickhouse,couchbase,delta,docling,duckdb,elasticsearch,faiss,gcp,ge,go,grpcio,hazelcast,hbase,ibis,image,k8s,mcp,milvus,mlflow,mongodb,mssql,mysql,openlineage,opentelemetry,oracle,postgres,pytorch,qdrant,rag,ray,redis,singlestore,snowflake,spark,sqlite-vec,test,trino] ; extra == 'ci'
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-  md5: 753c8d0447677acb7ddbcc6e03e82661
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.14.5-h4c637c5_100_cp314.conda
+  build_number: 100
+  sha256: 06dec0e2f50e2f7e6a8808fcb4aff23729a3f23bcb1fca4fcbc3a341d9e38a83
+  md5: f7331c9deaf21c79e5675e72b21d570b
   depends:
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   - bzip2 >=1.0.8,<2.0a0
-  - libexpat >=2.7.3,<3.0a0
+  - libexpat >=2.8.0,<3.0a0
   - libffi >=3.5.2,<3.6.0a0
-  - liblzma >=5.8.2,<6.0a0
+  - liblzma >=5.8.3,<6.0a0
   - libmpdec >=4.0.0,<5.0a0
-  - libsqlite >=3.51.2,<4.0a0
-  - libzlib >=1.3.1,<2.0a0
-  - ncurses >=6.5,<7.0a0
-  - openssl >=3.5.5,<4.0a0
+  - libsqlite >=3.53.1,<4.0a0
+  - libzlib >=1.3.2,<2.0a0
+  - ncurses >=6.6,<7.0a0
+  - openssl >=3.5.6,<4.0a0
   - python_abi 3.14.* *_cp314
   - readline >=8.3,<9.0a0
   - tk >=8.6.13,<8.7.0a0
@@ -5436,8 +5830,8 @@ packages:
   - zstd >=1.5.7,<1.6.0a0
   license: Python-2.0
   purls: []
-  size: 13522698
-  timestamp: 1770675365241
+  size: 13560854
+  timestamp: 1779238292621
   python_site_packages_path: lib/python3.14/site-packages
 - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
   name: python-dateutil
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+- pypi: https://files.pythonhosted.org/packages/ec/dd/96da98f892250475bdf2328112d7468abdd4acc7b902b6af23f4ed958ea0/pytz-2026.2-py2.py3-none-any.whl
   name: pytz
-  version: 2026.1.post1
-  sha256: f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+  version: '2026.2'
+  sha256: 04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126
 - pypi: https://files.pythonhosted.org/packages/05/14/52d505b5c59ce73244f59c7a50ecf47093ce4765f116cdb98286a71eeca2/pyyaml-6.0.3-cp310-cp310-macosx_11_0_arm64.whl
   name: pyyaml
   version: 6.0.3
@@ -5768,10 +6162,10 @@ packages:
   - pandas>=1.3 ; extra == 'llm'
   - opentelemetry-proto ; extra == 'llm'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/55/96/7911234a14b891320e652b5ae258050f98584f22a8e33afba9ad43ab27c9/ray-2.54.1-cp310-cp310-manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/7e/d0/a85097dd53aaca1a44acc4dd0b3d2c0e9233179433e2ee326e4018ab3cf7/ray-2.55.1-cp310-cp310-macosx_12_0_arm64.whl
   name: ray
-  version: 2.54.1
-  sha256: 054985194bd32f4464c93f9318d247fac61e1f32ac221565ecfdc81ab8c75d0b
+  version: 2.55.1
+  sha256: 2d5786661e192148719accc959def6cdcabd7a24cd9008005bf3d0e3c8cfd529
   requires_dist:
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   - filelock
@@ -5804,25 +6198,25 @@ packages:
   - smart-open ; extra == 'default'
   - virtualenv>=20.0.24,!=20.21.1 ; extra == 'default'
   - memray ; sys_platform != 'win32' and extra == 'observability'
+  - watchfiles ; extra == 'serve'
+  - opentelemetry-proto ; extra == 'serve'
+  - opencensus ; extra == 'serve'
+  - grpcio>=1.42.0 ; extra == 'serve'
   - requests ; extra == 'serve'
+  - aiohttp>=3.13.3 ; extra == 'serve'
+  - colorful ; extra == 'serve'
+  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve'
   - opentelemetry-exporter-prometheus ; extra == 'serve'
-  - opentelemetry-proto ; extra == 'serve'
   - prometheus-client>=0.7.1 ; extra == 'serve'
-  - uvicorn[standard] ; extra == 'serve'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve'
   - aiohttp-cors ; extra == 'serve'
   - smart-open ; extra == 'serve'
-  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve'
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-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve'
-  - watchfiles ; extra == 'serve'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve'
+  - fastapi ; extra == 'serve'
   - opentelemetry-sdk>=1.30.0 ; extra == 'serve'
-  - colorful ; extra == 'serve'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve'
   - starlette ; extra == 'serve'
-  - aiohttp>=3.13.3 ; extra == 'serve'
-  - fastapi ; extra == 'serve'
-  - grpcio>=1.42.0 ; extra == 'serve'
-  - opencensus ; extra == 'serve'
+  - uvicorn[standard] ; extra == 'serve'
   - pandas ; extra == 'tune'
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   - pyarrow>=9.0.0 ; extra == 'tune'
   - fsspec ; extra == 'tune'
   - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'adag'
+  - watchfiles ; extra == 'serve-grpc'
+  - opentelemetry-proto ; extra == 'serve-grpc'
+  - opencensus ; extra == 'serve-grpc'
+  - grpcio>=1.42.0 ; extra == 'serve-grpc'
+  - pyopenssl ; extra == 'serve-grpc'
   - requests ; extra == 'serve-grpc'
+  - aiohttp>=3.13.3 ; extra == 'serve-grpc'
+  - colorful ; extra == 'serve-grpc'
+  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve-grpc'
   - opentelemetry-exporter-prometheus ; extra == 'serve-grpc'
-  - opentelemetry-proto ; extra == 'serve-grpc'
   - prometheus-client>=0.7.1 ; extra == 'serve-grpc'
-  - uvicorn[standard] ; extra == 'serve-grpc'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-grpc'
   - aiohttp-cors ; extra == 'serve-grpc'
   - smart-open ; extra == 'serve-grpc'
-  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve-grpc'
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-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-grpc'
-  - watchfiles ; extra == 'serve-grpc'
-  - pyopenssl ; extra == 'serve-grpc'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-grpc'
+  - fastapi ; extra == 'serve-grpc'
   - opentelemetry-sdk>=1.30.0 ; extra == 'serve-grpc'
-  - colorful ; extra == 'serve-grpc'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-grpc'
   - starlette ; extra == 'serve-grpc'
-  - aiohttp>=3.13.3 ; extra == 'serve-grpc'
-  - fastapi ; extra == 'serve-grpc'
-  - grpcio>=1.42.0 ; extra == 'serve-grpc'
-  - opencensus ; extra == 'serve-grpc'
+  - uvicorn[standard] ; extra == 'serve-grpc'
+  - watchfiles ; extra == 'serve-async-inference'
+  - opentelemetry-proto ; extra == 'serve-async-inference'
+  - taskiq ; extra == 'serve-async-inference'
+  - opencensus ; extra == 'serve-async-inference'
+  - grpcio>=1.42.0 ; extra == 'serve-async-inference'
   - requests ; extra == 'serve-async-inference'
+  - aiohttp>=3.13.3 ; extra == 'serve-async-inference'
+  - colorful ; extra == 'serve-async-inference'
+  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve-async-inference'
   - opentelemetry-exporter-prometheus ; extra == 'serve-async-inference'
-  - opentelemetry-proto ; extra == 'serve-async-inference'
   - prometheus-client>=0.7.1 ; extra == 'serve-async-inference'
-  - uvicorn[standard] ; extra == 'serve-async-inference'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-async-inference'
   - aiohttp-cors ; extra == 'serve-async-inference'
   - smart-open ; extra == 'serve-async-inference'
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-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-async-inference'
-  - watchfiles ; extra == 'serve-async-inference'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
+  - fastapi ; extra == 'serve-async-inference'
   - opentelemetry-sdk>=1.30.0 ; extra == 'serve-async-inference'
-  - colorful ; extra == 'serve-async-inference'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
   - starlette ; extra == 'serve-async-inference'
+  - uvicorn[standard] ; extra == 'serve-async-inference'
   - celery ; extra == 'serve-async-inference'
-  - aiohttp>=3.13.3 ; extra == 'serve-async-inference'
-  - fastapi ; extra == 'serve-async-inference'
-  - grpcio>=1.42.0 ; extra == 'serve-async-inference'
-  - opencensus ; extra == 'serve-async-inference'
-  - ray-cpp==2.54.1 ; extra == 'cpp'
+  - ray-cpp==2.55.1 ; extra == 'cpp'
   - pandas ; extra == 'rllib'
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@@ -5890,145 +6285,146 @@ packages:
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-  - requests ; extra == 'air'
-  - opentelemetry-exporter-prometheus ; extra == 'air'
-  - opentelemetry-proto ; extra == 'air'
-  - pyarrow>=9.0.0 ; extra == 'air'
+  - watchfiles ; extra == 'air'
   - fsspec ; extra == 'air'
   - tensorboardx>=1.9 ; extra == 'air'
+  - opentelemetry-proto ; extra == 'air'
+  - pandas>=1.3 ; extra == 'air'
+  - opencensus ; extra == 'air'
+  - grpcio>=1.42.0 ; extra == 'air'
+  - requests ; extra == 'air'
+  - aiohttp>=3.13.3 ; extra == 'air'
+  - colorful ; extra == 'air'
+  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'air'
+  - opentelemetry-exporter-prometheus ; extra == 'air'
   - prometheus-client>=0.7.1 ; extra == 'air'
-  - uvicorn[standard] ; extra == 'air'
-  - numpy>=1.20 ; extra == 'air'
-  - pandas ; extra == 'air'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'air'
   - aiohttp-cors ; extra == 'air'
+  - pyarrow>=9.0.0 ; extra == 'air'
   - smart-open ; extra == 'air'
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+  - pandas ; extra == 'air'
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-  - pandas>=1.3 ; extra == 'air'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'air'
-  - watchfiles ; extra == 'air'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'air'
+  - numpy>=1.20 ; extra == 'air'
+  - fastapi ; extra == 'air'
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-  - colorful ; extra == 'air'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'air'
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-  - aiohttp>=3.13.3 ; extra == 'air'
-  - fastapi ; extra == 'air'
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-  - opencensus ; extra == 'air'
-  - memray ; sys_platform != 'win32' and extra == 'all'
-  - requests ; extra == 'all'
-  - opentelemetry-exporter-prometheus ; extra == 'all'
-  - opentelemetry-proto ; extra == 'all'
-  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all'
-  - pyarrow>=9.0.0 ; extra == 'all'
+  - uvicorn[standard] ; extra == 'air'
+  - watchfiles ; extra == 'all'
+  - grpcio ; extra == 'all'
+  - gymnasium==1.2.2 ; extra == 'all'
   - fsspec ; extra == 'all'
   - tensorboardx>=1.9 ; extra == 'all'
+  - opentelemetry-proto ; extra == 'all'
+  - pandas>=1.3 ; extra == 'all'
+  - taskiq ; extra == 'all'
+  - opencensus ; extra == 'all'
+  - grpcio>=1.42.0 ; extra == 'all'
+  - ormsgpack>=1.7.0 ; extra == 'all'
+  - pyopenssl ; extra == 'all'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all'
+  - requests ; extra == 'all'
+  - aiohttp>=3.13.3 ; extra == 'all'
+  - colorful ; extra == 'all'
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+  - opentelemetry-exporter-prometheus ; extra == 'all'
+  - scipy ; extra == 'all'
   - prometheus-client>=0.7.1 ; extra == 'all'
-  - uvicorn[standard] ; extra == 'all'
-  - numpy>=1.20 ; extra == 'all'
-  - pandas ; extra == 'all'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all'
   - aiohttp-cors ; extra == 'all'
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-  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all'
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-  - pandas>=1.3 ; extra == 'all'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all'
-  - lz4 ; extra == 'all'
-  - scipy ; extra == 'all'
-  - watchfiles ; extra == 'all'
-  - pyopenssl ; extra == 'all'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all'
+  - memray ; sys_platform != 'win32' and extra == 'all'
+  - pandas ; extra == 'all'
+  - pyyaml ; extra == 'all'
+  - numpy>=1.20 ; extra == 'all'
+  - fastapi ; extra == 'all'
   - opentelemetry-sdk>=1.30.0 ; extra == 'all'
-  - grpcio ; extra == 'all'
-  - dm-tree ; extra == 'all'
-  - gymnasium==1.2.2 ; extra == 'all'
-  - colorful ; extra == 'all'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all'
   - starlette ; extra == 'all'
+  - uvicorn[standard] ; extra == 'all'
   - celery ; extra == 'all'
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-  - ormsgpack>=1.7.0 ; extra == 'all'
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-  - memray ; sys_platform != 'win32' and extra == 'all-cpp'
-  - requests ; extra == 'all-cpp'
-  - opentelemetry-exporter-prometheus ; extra == 'all-cpp'
-  - opentelemetry-proto ; extra == 'all-cpp'
-  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all-cpp'
-  - pyarrow>=9.0.0 ; extra == 'all-cpp'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all'
+  - lz4 ; extra == 'all'
+  - dm-tree ; extra == 'all'
+  - watchfiles ; extra == 'all-cpp'
+  - grpcio ; extra == 'all-cpp'
+  - gymnasium==1.2.2 ; extra == 'all-cpp'
   - fsspec ; extra == 'all-cpp'
   - tensorboardx>=1.9 ; extra == 'all-cpp'
+  - opentelemetry-proto ; extra == 'all-cpp'
+  - pandas>=1.3 ; extra == 'all-cpp'
+  - taskiq ; extra == 'all-cpp'
+  - opencensus ; extra == 'all-cpp'
+  - grpcio>=1.42.0 ; extra == 'all-cpp'
+  - ormsgpack>=1.7.0 ; extra == 'all-cpp'
+  - pyopenssl ; extra == 'all-cpp'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all-cpp'
+  - requests ; extra == 'all-cpp'
+  - aiohttp>=3.13.3 ; extra == 'all-cpp'
+  - colorful ; extra == 'all-cpp'
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+  - opentelemetry-exporter-prometheus ; extra == 'all-cpp'
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-  - uvicorn[standard] ; extra == 'all-cpp'
-  - numpy>=1.20 ; extra == 'all-cpp'
-  - pandas ; extra == 'all-cpp'
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   - aiohttp-cors ; extra == 'all-cpp'
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-  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all-cpp'
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+  - ray-cpp==2.55.1 ; extra == 'all-cpp'
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-  - pandas>=1.3 ; extra == 'all-cpp'
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-  - pyopenssl ; extra == 'all-cpp'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all-cpp'
+  - memray ; sys_platform != 'win32' and extra == 'all-cpp'
+  - pandas ; extra == 'all-cpp'
+  - pyyaml ; extra == 'all-cpp'
+  - numpy>=1.20 ; extra == 'all-cpp'
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-  - dm-tree ; extra == 'all-cpp'
-  - gymnasium==1.2.2 ; extra == 'all-cpp'
-  - colorful ; extra == 'all-cpp'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all-cpp'
   - starlette ; extra == 'all-cpp'
+  - uvicorn[standard] ; extra == 'all-cpp'
   - celery ; extra == 'all-cpp'
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-  - ormsgpack>=1.7.0 ; extra == 'all-cpp'
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-  - grpcio>=1.42.0 ; extra == 'all-cpp'
-  - opencensus ; extra == 'all-cpp'
-  - hf-transfer ; extra == 'llm'
-  - requests ; extra == 'llm'
-  - opentelemetry-exporter-prometheus ; extra == 'llm'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all-cpp'
+  - lz4 ; extra == 'all-cpp'
+  - dm-tree ; extra == 'all-cpp'
+  - watchfiles ; extra == 'llm'
+  - fsspec ; extra == 'llm'
   - opentelemetry-proto ; extra == 'llm'
-  - vllm[audio]>=0.15.0 ; extra == 'llm'
+  - pandas>=1.3 ; extra == 'llm'
+  - jsonref>=1.1.0 ; extra == 'llm'
+  - ninja ; extra == 'llm'
+  - nixl>=1.0.0 ; extra == 'llm'
+  - meson ; extra == 'llm'
+  - opencensus ; extra == 'llm'
   - async-timeout ; python_full_version < '3.11' and extra == 'llm'
-  - pyarrow>=9.0.0 ; extra == 'llm'
-  - transformers>=4.57.3 ; extra == 'llm'
-  - fsspec ; extra == 'llm'
   - pybind11 ; extra == 'llm'
+  - grpcio>=1.42.0 ; extra == 'llm'
+  - vllm[audio]>=0.18.0 ; extra == 'llm'
+  - requests ; extra == 'llm'
+  - typer ; extra == 'llm'
+  - aiohttp>=3.13.3 ; extra == 'llm'
+  - colorful ; extra == 'llm'
+  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'llm'
+  - opentelemetry-exporter-prometheus ; extra == 'llm'
   - prometheus-client>=0.7.1 ; extra == 'llm'
-  - uvicorn[standard] ; extra == 'llm'
-  - numpy>=1.20 ; extra == 'llm'
+  - jsonschema ; extra == 'llm'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'llm'
   - aiohttp-cors ; extra == 'llm'
+  - hf-transfer ; extra == 'llm'
+  - pyarrow>=9.0.0 ; extra == 'llm'
   - smart-open ; extra == 'llm'
-  - jsonref>=1.1.0 ; extra == 'llm'
-  - ninja ; extra == 'llm'
-  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'llm'
   - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'llm'
-  - typer ; extra == 'llm'
-  - meson ; extra == 'llm'
-  - pandas>=1.3 ; extra == 'llm'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'llm'
-  - jsonschema ; extra == 'llm'
-  - watchfiles ; extra == 'llm'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'llm'
+  - numpy>=1.20 ; extra == 'llm'
+  - fastapi ; extra == 'llm'
   - opentelemetry-sdk>=1.30.0 ; extra == 'llm'
-  - colorful ; extra == 'llm'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'llm'
   - starlette ; extra == 'llm'
-  - aiohttp>=3.13.3 ; extra == 'llm'
-  - nixl>=0.6.1 ; extra == 'llm'
-  - fastapi ; extra == 'llm'
-  - grpcio>=1.42.0 ; extra == 'llm'
-  - opencensus ; extra == 'llm'
+  - uvicorn[standard] ; extra == 'llm'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/af/cf/9a6e33b59e1a12428b4fbd6cc38f7e32d116ccde4c72e15c3f76a22bf36d/ray-2.54.1-cp310-cp310-macosx_12_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/b4/64/640f5525bac171282c6f76f3ecc9c4cfef60149ac0d00231afb22018ebe5/ray-2.55.1-cp310-cp310-manylinux2014_x86_64.whl
   name: ray
-  version: 2.54.1
-  sha256: 2ea650e648acc6e76edd98c694657fd1fcb1cd97700d944a7d20da90269e9810
+  version: 2.55.1
+  sha256: bb49fbbe53a1d931e1f92d17f9271338f0b738885f8f70b7f531aa33f019d8af
   requires_dist:
   - click>=7.0
   - filelock
@@ -6061,25 +6457,25 @@ packages:
   - smart-open ; extra == 'default'
   - virtualenv>=20.0.24,!=20.21.1 ; extra == 'default'
   - memray ; sys_platform != 'win32' and extra == 'observability'
-  - fastapi ; extra == 'serve'
-  - opencensus ; extra == 'serve'
-  - opentelemetry-exporter-prometheus ; extra == 'serve'
-  - prometheus-client>=0.7.1 ; extra == 'serve'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve'
   - colorful ; extra == 'serve'
+  - starlette ; extra == 'serve'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve'
   - grpcio>=1.42.0 ; extra == 'serve'
   - aiohttp-cors ; extra == 'serve'
-  - opentelemetry-proto ; extra == 'serve'
-  - uvicorn[standard] ; extra == 'serve'
-  - smart-open ; extra == 'serve'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve'
+  - opentelemetry-exporter-prometheus ; extra == 'serve'
+  - prometheus-client>=0.7.1 ; extra == 'serve'
+  - fastapi ; extra == 'serve'
   - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve'
-  - watchfiles ; extra == 'serve'
-  - starlette ; extra == 'serve'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'serve'
   - requests ; extra == 'serve'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'serve'
+  - watchfiles ; extra == 'serve'
+  - uvicorn[standard] ; extra == 'serve'
+  - smart-open ; extra == 'serve'
+  - opentelemetry-proto ; extra == 'serve'
   - aiohttp>=3.13.3 ; extra == 'serve'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve'
+  - opencensus ; extra == 'serve'
   - pandas ; extra == 'tune'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'tune'
   - tensorboardx>=1.9 ; extra == 'tune'
@@ -6087,47 +6483,48 @@ packages:
   - pyarrow>=9.0.0 ; extra == 'tune'
   - fsspec ; extra == 'tune'
   - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'adag'
-  - fastapi ; extra == 'serve-grpc'
-  - opencensus ; extra == 'serve-grpc'
-  - opentelemetry-exporter-prometheus ; extra == 'serve-grpc'
-  - prometheus-client>=0.7.1 ; extra == 'serve-grpc'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-grpc'
   - colorful ; extra == 'serve-grpc'
+  - starlette ; extra == 'serve-grpc'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-grpc'
   - grpcio>=1.42.0 ; extra == 'serve-grpc'
   - aiohttp-cors ; extra == 'serve-grpc'
-  - opentelemetry-proto ; extra == 'serve-grpc'
-  - uvicorn[standard] ; extra == 'serve-grpc'
-  - smart-open ; extra == 'serve-grpc'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-grpc'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-grpc'
+  - opentelemetry-exporter-prometheus ; extra == 'serve-grpc'
+  - prometheus-client>=0.7.1 ; extra == 'serve-grpc'
   - pyopenssl ; extra == 'serve-grpc'
-  - watchfiles ; extra == 'serve-grpc'
-  - starlette ; extra == 'serve-grpc'
+  - fastapi ; extra == 'serve-grpc'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-grpc'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-grpc'
   - requests ; extra == 'serve-grpc'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve-grpc'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-grpc'
+  - watchfiles ; extra == 'serve-grpc'
+  - uvicorn[standard] ; extra == 'serve-grpc'
+  - smart-open ; extra == 'serve-grpc'
+  - opentelemetry-proto ; extra == 'serve-grpc'
   - aiohttp>=3.13.3 ; extra == 'serve-grpc'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-grpc'
-  - fastapi ; extra == 'serve-async-inference'
-  - opencensus ; extra == 'serve-async-inference'
-  - opentelemetry-exporter-prometheus ; extra == 'serve-async-inference'
-  - prometheus-client>=0.7.1 ; extra == 'serve-async-inference'
+  - opencensus ; extra == 'serve-grpc'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-async-inference'
   - colorful ; extra == 'serve-async-inference'
+  - starlette ; extra == 'serve-async-inference'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
   - grpcio>=1.42.0 ; extra == 'serve-async-inference'
   - aiohttp-cors ; extra == 'serve-async-inference'
-  - opentelemetry-proto ; extra == 'serve-async-inference'
-  - uvicorn[standard] ; extra == 'serve-async-inference'
+  - opentelemetry-exporter-prometheus ; extra == 'serve-async-inference'
   - celery ; extra == 'serve-async-inference'
-  - smart-open ; extra == 'serve-async-inference'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-async-inference'
+  - prometheus-client>=0.7.1 ; extra == 'serve-async-inference'
+  - fastapi ; extra == 'serve-async-inference'
   - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-async-inference'
-  - watchfiles ; extra == 'serve-async-inference'
-  - starlette ; extra == 'serve-async-inference'
+  - taskiq ; extra == 'serve-async-inference'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-async-inference'
   - requests ; extra == 'serve-async-inference'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve-async-inference'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-async-inference'
+  - watchfiles ; extra == 'serve-async-inference'
+  - uvicorn[standard] ; extra == 'serve-async-inference'
+  - smart-open ; extra == 'serve-async-inference'
+  - opentelemetry-proto ; extra == 'serve-async-inference'
   - aiohttp>=3.13.3 ; extra == 'serve-async-inference'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
-  - ray-cpp==2.54.1 ; extra == 'cpp'
+  - opencensus ; extra == 'serve-async-inference'
+  - ray-cpp==2.55.1 ; extra == 'cpp'
   - pandas ; extra == 'rllib'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'rllib'
   - tensorboardx>=1.9 ; extra == 'rllib'
@@ -6147,140 +6544,141 @@ packages:
   - pyarrow>=9.0.0 ; extra == 'train'
   - fsspec ; extra == 'train'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'train'
-  - fastapi ; extra == 'air'
+  - pyarrow>=9.0.0 ; extra == 'air'
+  - fsspec ; extra == 'air'
   - tensorboardx>=1.9 ; extra == 'air'
-  - opencensus ; extra == 'air'
-  - opentelemetry-exporter-prometheus ; extra == 'air'
-  - prometheus-client>=0.7.1 ; extra == 'air'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'air'
   - colorful ; extra == 'air'
-  - pandas>=1.3 ; extra == 'air'
-  - pyarrow>=9.0.0 ; extra == 'air'
+  - starlette ; extra == 'air'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'air'
   - grpcio>=1.42.0 ; extra == 'air'
+  - numpy>=1.20 ; extra == 'air'
   - aiohttp-cors ; extra == 'air'
-  - opentelemetry-proto ; extra == 'air'
-  - uvicorn[standard] ; extra == 'air'
-  - smart-open ; extra == 'air'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'air'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'air'
+  - opentelemetry-exporter-prometheus ; extra == 'air'
+  - pandas>=1.3 ; extra == 'air'
+  - prometheus-client>=0.7.1 ; extra == 'air'
   - pandas ; extra == 'air'
-  - watchfiles ; extra == 'air'
-  - starlette ; extra == 'air'
-  - fsspec ; extra == 'air'
+  - fastapi ; extra == 'air'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'air'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'air'
   - requests ; extra == 'air'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'air'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'air'
+  - watchfiles ; extra == 'air'
+  - uvicorn[standard] ; extra == 'air'
+  - smart-open ; extra == 'air'
+  - opentelemetry-proto ; extra == 'air'
   - aiohttp>=3.13.3 ; extra == 'air'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'air'
-  - numpy>=1.20 ; extra == 'air'
-  - lz4 ; extra == 'all'
-  - fastapi ; extra == 'all'
+  - opencensus ; extra == 'air'
+  - pyarrow>=9.0.0 ; extra == 'all'
+  - fsspec ; extra == 'all'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all'
   - tensorboardx>=1.9 ; extra == 'all'
-  - opencensus ; extra == 'all'
-  - opentelemetry-exporter-prometheus ; extra == 'all'
-  - prometheus-client>=0.7.1 ; extra == 'all'
+  - ormsgpack>=1.7.0 ; extra == 'all'
   - colorful ; extra == 'all'
-  - scipy ; extra == 'all'
-  - pandas>=1.3 ; extra == 'all'
-  - pyarrow>=9.0.0 ; extra == 'all'
-  - memray ; sys_platform != 'win32' and extra == 'all'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all'
+  - pyyaml ; extra == 'all'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all'
+  - starlette ; extra == 'all'
   - grpcio>=1.42.0 ; extra == 'all'
-  - grpcio ; extra == 'all'
+  - numpy>=1.20 ; extra == 'all'
   - aiohttp-cors ; extra == 'all'
-  - opentelemetry-proto ; extra == 'all'
-  - uvicorn[standard] ; extra == 'all'
+  - memray ; sys_platform != 'win32' and extra == 'all'
+  - opentelemetry-exporter-prometheus ; extra == 'all'
+  - pandas>=1.3 ; extra == 'all'
+  - scipy ; extra == 'all'
   - celery ; extra == 'all'
-  - smart-open ; extra == 'all'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all'
-  - pandas ; extra == 'all'
+  - lz4 ; extra == 'all'
+  - prometheus-client>=0.7.1 ; extra == 'all'
   - pyopenssl ; extra == 'all'
-  - watchfiles ; extra == 'all'
-  - starlette ; extra == 'all'
-  - fsspec ; extra == 'all'
-  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all'
-  - ormsgpack>=1.7.0 ; extra == 'all'
+  - grpcio ; extra == 'all'
+  - pandas ; extra == 'all'
+  - fastapi ; extra == 'all'
+  - gymnasium==1.2.2 ; extra == 'all'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all'
+  - taskiq ; extra == 'all'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'all'
   - requests ; extra == 'all'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'all'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'all'
-  - gymnasium==1.2.2 ; extra == 'all'
   - dm-tree ; extra == 'all'
-  - pyyaml ; extra == 'all'
-  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all'
+  - watchfiles ; extra == 'all'
+  - smart-open ; extra == 'all'
+  - uvicorn[standard] ; extra == 'all'
+  - opentelemetry-proto ; extra == 'all'
   - aiohttp>=3.13.3 ; extra == 'all'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all'
-  - numpy>=1.20 ; extra == 'all'
-  - lz4 ; extra == 'all-cpp'
-  - fastapi ; extra == 'all-cpp'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all'
+  - opencensus ; extra == 'all'
+  - pyarrow>=9.0.0 ; extra == 'all-cpp'
+  - ray-cpp==2.55.1 ; extra == 'all-cpp'
+  - fsspec ; extra == 'all-cpp'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all-cpp'
   - tensorboardx>=1.9 ; extra == 'all-cpp'
-  - opencensus ; extra == 'all-cpp'
-  - opentelemetry-exporter-prometheus ; extra == 'all-cpp'
-  - prometheus-client>=0.7.1 ; extra == 'all-cpp'
+  - ormsgpack>=1.7.0 ; extra == 'all-cpp'
   - colorful ; extra == 'all-cpp'
-  - scipy ; extra == 'all-cpp'
-  - pandas>=1.3 ; extra == 'all-cpp'
-  - pyarrow>=9.0.0 ; extra == 'all-cpp'
-  - memray ; sys_platform != 'win32' and extra == 'all-cpp'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all-cpp'
+  - pyyaml ; extra == 'all-cpp'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all-cpp'
+  - starlette ; extra == 'all-cpp'
   - grpcio>=1.42.0 ; extra == 'all-cpp'
-  - grpcio ; extra == 'all-cpp'
+  - numpy>=1.20 ; extra == 'all-cpp'
   - aiohttp-cors ; extra == 'all-cpp'
-  - opentelemetry-proto ; extra == 'all-cpp'
-  - uvicorn[standard] ; extra == 'all-cpp'
+  - memray ; sys_platform != 'win32' and extra == 'all-cpp'
+  - opentelemetry-exporter-prometheus ; extra == 'all-cpp'
+  - pandas>=1.3 ; extra == 'all-cpp'
+  - scipy ; extra == 'all-cpp'
   - celery ; extra == 'all-cpp'
-  - smart-open ; extra == 'all-cpp'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all-cpp'
-  - ray-cpp==2.54.1 ; extra == 'all-cpp'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all-cpp'
-  - pandas ; extra == 'all-cpp'
+  - lz4 ; extra == 'all-cpp'
+  - prometheus-client>=0.7.1 ; extra == 'all-cpp'
   - pyopenssl ; extra == 'all-cpp'
-  - watchfiles ; extra == 'all-cpp'
-  - starlette ; extra == 'all-cpp'
-  - fsspec ; extra == 'all-cpp'
-  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all-cpp'
-  - ormsgpack>=1.7.0 ; extra == 'all-cpp'
+  - grpcio ; extra == 'all-cpp'
+  - pandas ; extra == 'all-cpp'
+  - fastapi ; extra == 'all-cpp'
+  - gymnasium==1.2.2 ; extra == 'all-cpp'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all-cpp'
+  - taskiq ; extra == 'all-cpp'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'all-cpp'
   - requests ; extra == 'all-cpp'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'all-cpp'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'all-cpp'
-  - gymnasium==1.2.2 ; extra == 'all-cpp'
   - dm-tree ; extra == 'all-cpp'
-  - pyyaml ; extra == 'all-cpp'
-  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all-cpp'
+  - watchfiles ; extra == 'all-cpp'
+  - smart-open ; extra == 'all-cpp'
+  - uvicorn[standard] ; extra == 'all-cpp'
+  - opentelemetry-proto ; extra == 'all-cpp'
   - aiohttp>=3.13.3 ; extra == 'all-cpp'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all-cpp'
-  - numpy>=1.20 ; extra == 'all-cpp'
-  - nixl>=0.6.1 ; extra == 'llm'
-  - fastapi ; extra == 'llm'
-  - hf-transfer ; extra == 'llm'
-  - opencensus ; extra == 'llm'
-  - opentelemetry-exporter-prometheus ; extra == 'llm'
-  - prometheus-client>=0.7.1 ; extra == 'llm'
-  - colorful ; extra == 'llm'
-  - pandas>=1.3 ; extra == 'llm'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all-cpp'
+  - opencensus ; extra == 'all-cpp'
   - pyarrow>=9.0.0 ; extra == 'llm'
-  - ninja ; extra == 'llm'
-  - grpcio>=1.42.0 ; extra == 'llm'
-  - aiohttp-cors ; extra == 'llm'
-  - opentelemetry-proto ; extra == 'llm'
-  - uvicorn[standard] ; extra == 'llm'
-  - smart-open ; extra == 'llm'
+  - fsspec ; extra == 'llm'
   - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'llm'
   - jsonref>=1.1.0 ; extra == 'llm'
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   - propcache>=0.2.1
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/7a/35/5a553687c5793df5429cd1db45909d4f3af7eee90014888c208d086a44f0/yarl-1.23.0-cp310-cp310-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/a8/8f/7b3ec212f1ea0683f55f978e3246bc313c38818664edfc97a9f349a4901e/yarl-1.24.2-cp310-cp310-macosx_11_0_arm64.whl
   name: yarl
-  version: 1.23.0
-  sha256: e4c53f8347cd4200f0d70a48ad059cabaf24f5adc6ba08622a23423bc7efa10d
+  version: 1.24.2
+  sha256: 15c0b5e49d3c44e2a0b93e6a49476c5edad0a7686b92c395765a7ea775572a75
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/3a/13/547360d81e6d88d58492968ffda9f9542854f11310ee556fef14260cc886/zipp-4.1.0-py3-none-any.whl
   name: zipp
-  version: 3.23.0
-  sha256: 071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e
+  version: 4.1.0
+  sha256: 25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f
   requires_dist:
   - pytest>=6,!=8.1.* ; extra == 'test'
   - jaraco-itertools ; extra == 'test'
@@ -7304,12 +7704,12 @@ packages:
   - furo ; extra == 'doc'
   - sphinx-lint ; extra == 'doc'
   - jaraco-tidelift>=1.4 ; extra == 'doc'
-  - pytest-checkdocs>=2.4 ; extra == 'check'
+  - pytest-checkdocs>=2.14 ; extra == 'check'
   - pytest-ruff>=0.2.1 ; sys_platform != 'cygwin' and extra == 'check'
   - pytest-cov ; extra == 'cover'
-  - pytest-enabler>=2.2 ; extra == 'enabler'
-  - pytest-mypy ; extra == 'type'
-  requires_python: '>=3.9'
+  - pytest-enabler>=3.4 ; extra == 'enabler'
+  - pytest-mypy>=1.0.1 ; platform_python_implementation != 'PyPy' and extra == 'type'
+  requires_python: '>=3.10'
 - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
   sha256: 68f0206ca6e98fea941e5717cec780ed2873ffabc0e1ed34428c061e2c6268c7
   md5: 4a13eeac0b5c8e5b8ab496e6c4ddd829
diff --git a/protos/feast/core/DataSource.proto b/protos/feast/core/DataSource.proto
index b91296dca31..2889fba042f 100644
--- a/protos/feast/core/DataSource.proto
+++ b/protos/feast/core/DataSource.proto
@@ -29,7 +29,7 @@ import "feast/types/Value.proto";
 import "feast/core/Feature.proto";
 
 // Defines a Data Source that can be used source Feature data
-// Next available id: 28
+// Next available id: 29
 message DataSource {
   // Field indexes should *not* be reused. Not sure if fields 6-10 were used previously or not,
   // but they are going to be reserved for backwards compatibility.
@@ -81,6 +81,10 @@ message DataSource {
   // Must specify creation timestamp column name
   string created_timestamp_column = 5;
 
+  // (Optional) Type of the timestamp_field column ("TIMESTAMP" or "DATE").
+  // When set to "DATE", SQL generation uses date-only comparisons.
+  string timestamp_field_type = 28;
+
   // This is an internal field that is represents the python class for the data source object a proto object represents.
   // This should be set by feast, and not by users.
   // The field is used primarily by custom data sources and is mandatory for them to set. Feast may set it for
diff --git a/protos/feast/core/FeatureView.proto b/protos/feast/core/FeatureView.proto
index 19ffe562dc8..e9fab625bb4 100644
--- a/protos/feast/core/FeatureView.proto
+++ b/protos/feast/core/FeatureView.proto
@@ -28,6 +28,26 @@ import "feast/core/DataSource.proto";
 import "feast/core/Feature.proto";
 import "feast/core/Transformation.proto";
 
+// Lifecycle state of a feature view.
+enum FeatureViewState {
+    // Default value for backward compatibility. Treated as AVAILABLE_ONLINE
+    // for existing feature views that predate the state machine.
+    STATE_UNSPECIFIED = 0;
+
+    // Feature view has been registered via feast apply but no data is available.
+    CREATED = 1;
+
+    // Feature engineering / offline data generation is complete.
+    // The feature view is ready to be materialized.
+    GENERATED = 2;
+
+    // Materialization is currently in progress.
+    MATERIALIZING = 3;
+
+    // Materialization completed. Features are available in the online store.
+    AVAILABLE_ONLINE = 4;
+}
+
 message FeatureView {
     // User-specified specifications of this feature view.
     FeatureViewSpec spec = 1;
@@ -36,7 +56,7 @@ message FeatureView {
     FeatureViewMeta meta = 2;
 }
 
-// Next available id: 19
+// Next available id: 20
 // TODO(adchia): refactor common fields from this and ODFV into separate metadata proto
 message FeatureViewSpec {
     // Name of the feature view. Must be unique. Not updated.
@@ -97,6 +117,14 @@ message FeatureViewSpec {
 
     // User-specified version pin (e.g. "latest", "v2", "version2")
     string version = 18;
+
+    // Organizational unit that owns this feature view (e.g. "ads", "search").
+    string org = 19;
+
+    // Whether this feature view is disabled for serving and materialization.
+    // When true, the feature view will not serve online features or be materialized.
+    // Defaults to false (enabled) for backward compatibility.
+    bool disabled = 20;
 }
 
 message FeatureViewMeta {
@@ -114,6 +142,9 @@ message FeatureViewMeta {
 
     // Auto-generated UUID identifying this specific version.
     string version_id = 5;
+
+    // Lifecycle state of this feature view.
+    FeatureViewState state = 6;
 }
 
 message MaterializationInterval {
diff --git a/protos/feast/core/OnDemandFeatureView.proto b/protos/feast/core/OnDemandFeatureView.proto
index d518f22c6cd..47372af15b2 100644
--- a/protos/feast/core/OnDemandFeatureView.proto
+++ b/protos/feast/core/OnDemandFeatureView.proto
@@ -36,7 +36,7 @@ message OnDemandFeatureView {
     OnDemandFeatureViewMeta meta = 2;
 }
 
-// Next available id: 18
+// Next available id: 19
 message OnDemandFeatureViewSpec {
     // Name of the feature view. Must be unique. Not updated.
     string name = 1;
@@ -77,6 +77,14 @@ message OnDemandFeatureViewSpec {
 
     // User-specified version pin (e.g. "latest", "v2", "version2")
     string version = 17;
+
+    // Organizational unit that owns this feature view (e.g. "ads", "search").
+    string org = 18;
+
+    // Whether this feature view is disabled for serving.
+    // When true, the feature view will not serve features.
+    // Defaults to false (enabled) for backward compatibility.
+    bool disabled = 19;
 }
 
 message OnDemandFeatureViewMeta {
@@ -91,6 +99,9 @@ message OnDemandFeatureViewMeta {
 
     // Auto-generated UUID identifying this specific version.
     string version_id = 4;
+
+    // Lifecycle state of this feature view.
+    FeatureViewState state = 5;
 }
 
 message OnDemandSource {
diff --git a/protos/feast/core/StreamFeatureView.proto b/protos/feast/core/StreamFeatureView.proto
index 05c829b70d3..8539e74bb6d 100644
--- a/protos/feast/core/StreamFeatureView.proto
+++ b/protos/feast/core/StreamFeatureView.proto
@@ -37,7 +37,7 @@ message StreamFeatureView {
     FeatureViewMeta meta = 2;
 }
 
-// Next available id: 22
+// Next available id: 23
 message StreamFeatureViewSpec {
     // Name of the feature view. Must be unique. Not updated.
     string name = 1;
@@ -105,5 +105,13 @@ message StreamFeatureViewSpec {
 
     // User-specified version pin (e.g. "latest", "v2", "version2")
     string version = 21;
+
+    // Organizational unit that owns this stream feature view (e.g. "ads", "search").
+    string org = 22;
+
+    // Whether this feature view is disabled for serving and materialization.
+    // When true, the feature view will not serve online features or be materialized.
+    // Defaults to false (enabled) for backward compatibility.
+    bool disabled = 23;
 }
 
diff --git a/protos/feast/types/Value.proto b/protos/feast/types/Value.proto
index 6c8082a43b9..086617ea66e 100644
--- a/protos/feast/types/Value.proto
+++ b/protos/feast/types/Value.proto
@@ -68,6 +68,7 @@ message ValueType {
     DECIMAL = 44;
     DECIMAL_LIST = 45;
     DECIMAL_SET = 46;
+    SCALAR_MAP = 47;
   }
 }
 
@@ -118,6 +119,7 @@ message Value {
     string decimal_val = 44;
     StringList decimal_list_val = 45;
     StringSet decimal_set_val = 46;
+    ScalarMap scalar_map_val = 47;
   }
 }
 
@@ -194,3 +196,30 @@ message MapList {
 message RepeatedValue {
   repeated Value val = 1;
 }
+
+// Map key for maps with non-string keys.
+// Excludes string (handled by Map) and all collection types (not valid as keys).
+message MapKey {
+  oneof key {
+    int32 int32_key = 1;
+    int64 int64_key = 2;
+    float float_key = 3;
+    double double_key = 4;
+    bool bool_key = 5;
+    int64 unix_timestamp_key = 6;
+    bytes bytes_key = 7;
+    string uuid_key = 8;
+    string time_uuid_key = 9;
+    string decimal_key = 10;
+  }
+}
+
+message ScalarMapEntry {
+  MapKey key = 1;
+  Value value = 2;
+}
+
+// Map with non-string keys. For string-keyed maps use Map.
+message ScalarMap {
+  repeated ScalarMapEntry val = 1;
+}
diff --git a/pyproject.toml b/pyproject.toml
index 2e45d1820e7..daaecc11659 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,7 +39,7 @@ dependencies = [
     "uvicorn-worker",
     "gunicorn; platform_system != 'Windows'",
     "dask[dataframe]>=2024.2.1",
-    "prometheus_client",
+    "prometheus_client>=0.20.0,<0.25.0",
     "psutil",
     "bigtree>=0.19.2",
     "pyjwt",
@@ -120,11 +120,12 @@ rag = [
 ]
 ray = [
 'ray>=2.47.0; python_version == "3.10"',
-'codeflare-sdk>=0.31.1; python_version > "3.10"'
+'codeflare-sdk>=0.31.1; python_version > "3.10"',
+"datasets>=3.6.0",
 ]
 redis = [
-    "redis>=4.2.2,<5",
-    "hiredis>=2.0.0,<3",
+    "redis>=4.2.2,<8",
+    "hiredis>=2.0.0,<4",
 ]
 singlestore = ["singlestoredb<1.8.0"]
 snowflake = [
@@ -132,6 +133,7 @@ snowflake = [
 ]
 sqlite_vec = ["sqlite-vec==v0.1.6"]
 mcp = ["fastapi_mcp"]
+mlflow = ["mlflow>=2.10.0"]
 
 dbt = ["dbt-artifacts-parser"]
 
@@ -146,14 +148,14 @@ test = [
     "pytest-benchmark>=3.4.1,<4",
     "pytest-asyncio<=0.24.0",
     "py>=1.11.0",
-    "testcontainers==4.9.0",
+    "testcontainers>=4.15.0rc2",
     "minio==7.2.11",
     "python-keycloak==4.2.2",
     "cryptography>=43.0",
 ]
 
 ci = [
-    "feast[test, aws, azure, cassandra, clickhouse, couchbase, delta, docling, duckdb, elasticsearch, faiss, gcp, ge, go, grpcio, hazelcast, hbase, ibis, image, k8s, mcp, milvus, mssql, mysql, openlineage, opentelemetry, oracle, spark, trino, postgres, pytorch, qdrant, rag, ray, redis, singlestore, snowflake, sqlite_vec]",
+    "feast[test, aws, azure, cassandra, clickhouse, couchbase, delta, docling, duckdb, elasticsearch, faiss, gcp, ge, go, grpcio, hazelcast, hbase, ibis, image, k8s, mcp, milvus, mlflow, mongodb, mssql, mysql, openlineage, opentelemetry, oracle, spark, trino, postgres, pytorch, qdrant, rag, ray, redis, singlestore, snowflake, sqlite_vec]",
     "build",
     "virtualenv==20.23.0",
     "dbt-artifacts-parser",
@@ -295,7 +297,8 @@ feast = { path = ".", editable = true, extras = ["ray", "grpcio", "test"] }
 [tool.pixi.feature.ray-tests.tasks]
 test-offline = { cmd = "python -m pytest -v --integration --ignore=sdk/python/tests/integration/offline_store/test_dqm_validation.py sdk/python/tests/integration/offline_store", env = { PYTHONPATH = ".", FULL_REPO_CONFIGS_MODULE = "sdk.python.tests.universal.feature_repos.ray_repo_configuration", FEAST_IS_LOCAL_TEST = "True" } }
 test-compute = { cmd = "python -m pytest -v --integration sdk/python/tests/component/ray", env = { PYTHONPATH = ".", FEAST_IS_LOCAL_TEST = "True" } }
-test = { depends-on = ["test-offline", "test-compute"] }
+test-unit-compute-ray = { cmd = "python -m pytest -v sdk/python/tests/component/ray", env = { PYTHONPATH = ".", FEAST_IS_LOCAL_TEST = "True" } }
+test = { depends-on = ["test-offline", "test-unit-compute-ray", "test-compute"] }
 
 [tool.pixi.feature.registration-tests.pypi-dependencies]
 feast = { path = ".", editable = true, extras = ["aws", "gcp", "grpcio", "postgres", "mysql", "redis", "snowflake", "spark", "test"] }
diff --git a/sdk/python/docs/source/feast.aggregation.rst b/sdk/python/docs/source/feast.aggregation.rst
new file mode 100644
index 00000000000..757f0976bac
--- /dev/null
+++ b/sdk/python/docs/source/feast.aggregation.rst
@@ -0,0 +1,17 @@
+feast.aggregation package
+=========================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   feast.aggregation.tiling
+
+Module contents
+---------------
+
+.. automodule:: feast.aggregation
+   :members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.aggregation.tiling.rst b/sdk/python/docs/source/feast.aggregation.tiling.rst
new file mode 100644
index 00000000000..d51ef22ed05
--- /dev/null
+++ b/sdk/python/docs/source/feast.aggregation.tiling.rst
@@ -0,0 +1,9 @@
+feast.aggregation.tiling package
+=================================
+
+Module contents
+---------------
+
+.. automodule:: feast.aggregation.tiling
+   :members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.dbt.rst b/sdk/python/docs/source/feast.dbt.rst
new file mode 100644
index 00000000000..3a7c28d620b
--- /dev/null
+++ b/sdk/python/docs/source/feast.dbt.rst
@@ -0,0 +1,37 @@
+feast.dbt package
+=================
+
+Submodules
+----------
+
+feast.dbt.codegen module
+------------------------
+
+.. automodule:: feast.dbt.codegen
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.dbt.mapper module
+-----------------------
+
+.. automodule:: feast.dbt.mapper
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.dbt.parser module
+-----------------------
+
+.. automodule:: feast.dbt.parser
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.dbt
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.diff.rst b/sdk/python/docs/source/feast.diff.rst
index e4142171711..f03ab5d8409 100644
--- a/sdk/python/docs/source/feast.diff.rst
+++ b/sdk/python/docs/source/feast.diff.rst
@@ -4,6 +4,14 @@ feast.diff package
 Submodules
 ----------
 
+feast.diff.apply\_progress module
+----------------------------------
+
+.. automodule:: feast.diff.apply_progress
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.diff.infra\_diff module
 -----------------------------
 
diff --git a/sdk/python/docs/source/feast.loaders.rst b/sdk/python/docs/source/feast.loaders.rst
deleted file mode 100644
index d4968a29999..00000000000
--- a/sdk/python/docs/source/feast.loaders.rst
+++ /dev/null
@@ -1,21 +0,0 @@
-feast.loaders package
-=====================
-
-Submodules
-----------
-
-feast.loaders.yaml module
--------------------------
-
-.. automodule:: feast.loaders.yaml
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-Module contents
----------------
-
-.. automodule:: feast.loaders
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.openlineage.rst b/sdk/python/docs/source/feast.openlineage.rst
new file mode 100644
index 00000000000..a861bcccf56
--- /dev/null
+++ b/sdk/python/docs/source/feast.openlineage.rst
@@ -0,0 +1,9 @@
+feast.openlineage package
+=========================
+
+Module contents
+---------------
+
+.. automodule:: feast.openlineage
+   :members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.rst b/sdk/python/docs/source/feast.rst
index ffb8a2eb580..304083138d2 100644
--- a/sdk/python/docs/source/feast.rst
+++ b/sdk/python/docs/source/feast.rst
@@ -7,14 +7,16 @@ Subpackages
 .. toctree::
    :maxdepth: 4
 
+   feast.aggregation
    feast.api
    feast.cli
+   feast.dbt
    feast.diff
    feast.dqm
    feast.embedded_go
    feast.infra
    feast.lineage
-   feast.loaders
+   feast.openlineage
    feast.permissions
    feast.protos
    feast.transformation
@@ -23,14 +25,6 @@ Subpackages
 Submodules
 ----------
 
-feast.aggregation module
-------------------------
-
-.. automodule:: feast.aggregation
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
 feast.arrow\_error\_handler module
 ----------------------------------
 
@@ -71,6 +65,14 @@ feast.data\_format module
    :undoc-members:
    :show-inheritance:
 
+feast.demos module
+------------------
+
+.. automodule:: feast.demos
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.data\_source module
 -------------------------
 
diff --git a/sdk/python/feast/__init__.py b/sdk/python/feast/__init__.py
index c91e6b4c3ec..0af86f30a6d 100644
--- a/sdk/python/feast/__init__.py
+++ b/sdk/python/feast/__init__.py
@@ -1,6 +1,7 @@
 from importlib.metadata import PackageNotFoundError
 from importlib.metadata import version as _version
 
+from feast.demos import copy_demo_notebooks
 from feast.infra.offline_stores.bigquery_source import BigQuerySource
 from feast.infra.offline_stores.contrib.athena_offline_store.athena_source import (
     AthenaSource,
@@ -17,13 +18,13 @@
 from .chunker import BaseChunker, ChunkingConfig, TextChunker
 from .data_source import KafkaSource, KinesisSource, PushSource, RequestSource
 from .dataframe import DataFrameEngine, FeastDataFrame
-from .doc_embedder import DocEmbedder, LogicalLayerFn
+from .doc_embedder import DocEmbedder, SchemaTransformFn
 from .embedder import BaseEmbedder, EmbeddingConfig, MultiModalEmbedder
 from .entity import Entity
 from .feature import Feature
 from .feature_service import FeatureService
 from .feature_store import FeatureStore
-from .feature_view import FeatureView
+from .feature_view import FeatureView, FeatureViewState
 from .field import Field
 from .on_demand_feature_view import OnDemandFeatureView
 from .project import Project
@@ -41,6 +42,7 @@
 __all__ = [
     "Aggregation",
     "BatchFeatureView",
+    "copy_demo_notebooks",
     "DataFrameEngine",
     "Entity",
     "KafkaSource",
@@ -51,6 +53,7 @@
     "FeatureService",
     "FeatureStore",
     "FeatureView",
+    "FeatureViewState",
     "OnDemandFeatureView",
     "RepoConfig",
     "StreamFeatureView",
@@ -66,7 +69,7 @@
     "Project",
     "FeastVectorStore",
     "DocEmbedder",
-    "LogicalLayerFn",
+    "SchemaTransformFn",
     "BaseChunker",
     "TextChunker",
     "ChunkingConfig",
diff --git a/sdk/python/feast/api/registry/rest/data_sources.py b/sdk/python/feast/api/registry/rest/data_sources.py
index bbc120707fc..4e522644ed3 100644
--- a/sdk/python/feast/api/registry/rest/data_sources.py
+++ b/sdk/python/feast/api/registry/rest/data_sources.py
@@ -1,7 +1,9 @@
 import logging
-from typing import Dict
+from typing import Dict, Optional
 
 from fastapi import APIRouter, Depends, Query
+from fastapi.responses import JSONResponse
+from pydantic import BaseModel
 
 from feast.api.registry.rest.codegen_utils import (
     render_data_source_code,
@@ -19,6 +21,7 @@
     grpc_call,
     parse_tags,
 )
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
 from feast.protos.feast.registry import RegistryServer_pb2
 from feast.type_map import _convert_value_type_str_to_value_type
 from feast.types import from_value_type
@@ -26,6 +29,54 @@
 logger = logging.getLogger(__name__)
 
 
+class FileOptionsModel(BaseModel):
+    uri: str = ""
+
+
+class BigQueryOptionsModel(BaseModel):
+    table: str = ""
+    query: str = ""
+
+
+class SnowflakeOptionsModel(BaseModel):
+    table: str = ""
+    database: str = ""
+    schema_: str = ""
+
+
+class RedshiftOptionsModel(BaseModel):
+    table: str = ""
+    database: str = ""
+    schema_: str = ""
+
+
+class KafkaOptionsModel(BaseModel):
+    kafka_bootstrap_servers: str = ""
+    topic: str = ""
+
+
+class SparkOptionsModel(BaseModel):
+    table: str = ""
+    path: str = ""
+
+
+class ApplyDataSourceRequestBody(BaseModel):
+    name: str
+    project: str
+    type: Optional[int] = None
+    timestamp_field: Optional[str] = ""
+    created_timestamp_column: Optional[str] = ""
+    description: Optional[str] = ""
+    tags: Optional[Dict[str, str]] = {}
+    owner: Optional[str] = ""
+    file_options: Optional[FileOptionsModel] = None
+    bigquery_options: Optional[BigQueryOptionsModel] = None
+    snowflake_options: Optional[SnowflakeOptionsModel] = None
+    redshift_options: Optional[RedshiftOptionsModel] = None
+    kafka_options: Optional[KafkaOptionsModel] = None
+    spark_options: Optional[SparkOptionsModel] = None
+
+
 def get_data_source_router(grpc_handler) -> APIRouter:
     router = APIRouter()
 
@@ -157,4 +208,69 @@ def get_data_source(
                 result["featureDefinition"] = render_data_source_code(context)
                 return result
 
+    @router.post("/data_sources", status_code=201)
+    def apply_data_source(body: ApplyDataSourceRequestBody):
+        ds_proto = DataSourceProto(
+            name=body.name,
+            timestamp_field=body.timestamp_field or "",
+            created_timestamp_column=body.created_timestamp_column or "",
+            description=body.description or "",
+            tags=body.tags or {},
+            owner=body.owner or "",
+        )
+        if body.type is not None:
+            ds_proto.type = body.type  # type: ignore[assignment]
+
+        if body.file_options:
+            ds_proto.file_options.uri = body.file_options.uri
+        elif body.bigquery_options:
+            ds_proto.bigquery_options.table = body.bigquery_options.table
+            ds_proto.bigquery_options.query = body.bigquery_options.query
+        elif body.snowflake_options:
+            ds_proto.snowflake_options.table = body.snowflake_options.table
+            ds_proto.snowflake_options.database = body.snowflake_options.database
+            ds_proto.snowflake_options.schema = body.snowflake_options.schema_
+        elif body.redshift_options:
+            ds_proto.redshift_options.table = body.redshift_options.table
+            ds_proto.redshift_options.database = body.redshift_options.database
+            ds_proto.redshift_options.schema = body.redshift_options.schema_
+        elif body.kafka_options:
+            ds_proto.kafka_options.kafka_bootstrap_servers = (
+                body.kafka_options.kafka_bootstrap_servers
+            )
+            ds_proto.kafka_options.topic = body.kafka_options.topic
+        elif body.spark_options:
+            ds_proto.spark_options.table = body.spark_options.table
+            ds_proto.spark_options.path = body.spark_options.path
+
+        req = RegistryServer_pb2.ApplyDataSourceRequest(
+            data_source=ds_proto,
+            project=body.project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.ApplyDataSource, req)
+
+        return JSONResponse(
+            status_code=201,
+            content={
+                "name": body.name,
+                "project": body.project,
+                "status": "applied",
+            },
+        )
+
+    @router.delete("/data_sources/{name}")
+    def delete_data_source(
+        name: str,
+        project: str = Query(...),
+    ):
+        req = RegistryServer_pb2.DeleteDataSourceRequest(
+            name=name,
+            project=project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.DeleteDataSource, req)
+
+        return {"name": name, "project": project, "status": "deleted"}
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/entities.py b/sdk/python/feast/api/registry/rest/entities.py
index d2943ea74c4..5326433c0aa 100644
--- a/sdk/python/feast/api/registry/rest/entities.py
+++ b/sdk/python/feast/api/registry/rest/entities.py
@@ -1,6 +1,9 @@
 import logging
+from typing import Dict, Optional
 
 from fastapi import APIRouter, Depends, Query
+from fastapi.responses import JSONResponse
+from pydantic import BaseModel
 
 from feast.api.registry.rest.codegen_utils import render_entity_code
 from feast.api.registry.rest.rest_utils import (
@@ -13,11 +16,23 @@
     get_sorting_params,
     grpc_call,
 )
+from feast.protos.feast.core.Entity_pb2 import Entity as EntityProto
+from feast.protos.feast.core.Entity_pb2 import EntitySpecV2 as EntitySpecProto
 from feast.protos.feast.registry import RegistryServer_pb2
 
 logger = logging.getLogger(__name__)
 
 
+class ApplyEntityRequestBody(BaseModel):
+    name: str
+    project: str
+    join_key: Optional[str] = None
+    value_type: Optional[int] = 2
+    description: Optional[str] = ""
+    tags: Optional[Dict[str, str]] = {}
+    owner: Optional[str] = ""
+
+
 def get_entity_router(grpc_handler) -> APIRouter:
     router = APIRouter()
 
@@ -136,4 +151,44 @@ def get_entity(
             result["featureDefinition"] = render_entity_code(context)
         return result
 
+    @router.post("/entities", status_code=201)
+    def apply_entity(body: ApplyEntityRequestBody):
+        join_key = body.join_key if body.join_key else body.name
+
+        spec = EntitySpecProto(
+            name=body.name,
+            value_type=body.value_type,
+            join_key=join_key,
+            description=body.description or "",
+            tags=body.tags or {},
+            owner=body.owner or "",
+        )
+        entity_proto = EntityProto(spec=spec)
+
+        req = RegistryServer_pb2.ApplyEntityRequest(
+            entity=entity_proto,
+            project=body.project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.ApplyEntity, req)
+
+        return JSONResponse(
+            status_code=201,
+            content={"name": body.name, "project": body.project, "status": "applied"},
+        )
+
+    @router.delete("/entities/{name}")
+    def delete_entity(
+        name: str,
+        project: str = Query(...),
+    ):
+        req = RegistryServer_pb2.DeleteEntityRequest(
+            name=name,
+            project=project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.DeleteEntity, req)
+
+        return {"name": name, "project": project, "status": "deleted"}
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/feature_views.py b/sdk/python/feast/api/registry/rest/feature_views.py
index 0c921a20870..04c1f42cefa 100644
--- a/sdk/python/feast/api/registry/rest/feature_views.py
+++ b/sdk/python/feast/api/registry/rest/feature_views.py
@@ -1,6 +1,10 @@
-from typing import Dict
+import logging
+from typing import Dict, List, Optional
 
 from fastapi import APIRouter, Depends, Query
+from fastapi.responses import JSONResponse
+from google.protobuf.duration_pb2 import Duration
+from pydantic import BaseModel
 
 from feast.api.registry.rest.codegen_utils import render_feature_view_code
 from feast.api.registry.rest.rest_utils import (
@@ -14,10 +18,34 @@
     paginate_and_sort,
     parse_tags,
 )
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
+from feast.protos.feast.core.Feature_pb2 import FeatureSpecV2
+from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
+from feast.protos.feast.core.FeatureView_pb2 import FeatureViewSpec
 from feast.registry_server import RegistryServer_pb2
 from feast.type_map import _convert_value_type_str_to_value_type
 from feast.types import from_value_type
 
+logger = logging.getLogger(__name__)
+
+
+class FeatureModel(BaseModel):
+    name: str
+    value_type: int = 2
+
+
+class ApplyFeatureViewRequestBody(BaseModel):
+    name: str
+    project: str
+    entities: Optional[List[str]] = []
+    features: Optional[List[FeatureModel]] = []
+    batch_source: Optional[str] = ""
+    ttl_seconds: Optional[int] = None
+    online: Optional[bool] = True
+    description: Optional[str] = ""
+    tags: Optional[Dict[str, str]] = {}
+    owner: Optional[str] = ""
+
 
 def _extract_feature_view_from_any(any_feature_view: dict) -> dict:
     """Extract the specific feature view type and data from an AnyFeatureView object.
@@ -275,4 +303,64 @@ def list_all_feature_views(
 
         return result
 
+    @router.post("/feature_views", status_code=201)
+    def apply_feature_view(body: ApplyFeatureViewRequestBody):
+        feature_specs = []
+        for f in body.features or []:
+            feature_specs.append(FeatureSpecV2(name=f.name, value_type=f.value_type))
+
+        batch_source_proto = (
+            DataSourceProto(name=body.batch_source) if body.batch_source else None
+        )
+
+        ttl = (
+            Duration(seconds=body.ttl_seconds) if body.ttl_seconds is not None else None
+        )
+
+        spec = FeatureViewSpec(
+            name=body.name,
+            entities=body.entities or [],
+            features=feature_specs,
+            tags=body.tags or {},
+            online=body.online if body.online is not None else True,
+            description=body.description or "",
+            owner=body.owner or "",
+        )
+        if ttl is not None:
+            spec.ttl.CopyFrom(ttl)
+        if batch_source_proto:
+            spec.batch_source.CopyFrom(batch_source_proto)
+
+        fv_proto = FeatureViewProto(spec=spec)
+
+        req = RegistryServer_pb2.ApplyFeatureViewRequest(
+            feature_view=fv_proto,
+            project=body.project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.ApplyFeatureView, req)
+
+        return JSONResponse(
+            status_code=201,
+            content={
+                "name": body.name,
+                "project": body.project,
+                "status": "applied",
+            },
+        )
+
+    @router.delete("/feature_views/{name}")
+    def delete_feature_view(
+        name: str,
+        project: str = Query(...),
+    ):
+        req = RegistryServer_pb2.DeleteFeatureViewRequest(
+            name=name,
+            project=project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.DeleteFeatureView, req)
+
+        return {"name": name, "project": project, "status": "deleted"}
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/metrics.py b/sdk/python/feast/api/registry/rest/metrics.py
index 3be43b5e4b4..87cb30ee4e2 100644
--- a/sdk/python/feast/api/registry/rest/metrics.py
+++ b/sdk/python/feast/api/registry/rest/metrics.py
@@ -75,11 +75,19 @@ async def resource_counts(
         """
 
         def get_registry_last_updated() -> Optional[str]:
+            """Read registry last_updated from in-process registry (not the Proto gRPC RPC)."""
             try:
-                from google.protobuf.empty_pb2 import Empty as EmptyProto
-
-                registry_proto = grpc_call(grpc_handler.Proto, EmptyProto())
-                return registry_proto.get("lastUpdated", None)
+                from google.protobuf.json_format import MessageToDict
+
+                registry = getattr(grpc_handler, "proxied_registry", None)
+                if registry is None:
+                    return None
+                registry_proto = registry.proto()
+                if registry_proto is None or not registry_proto.HasField(
+                    "last_updated"
+                ):
+                    return None
+                return MessageToDict(registry_proto).get("lastUpdated")
             except Exception:
                 return None
 
diff --git a/sdk/python/feast/api/registry/rest/rest_registry_server.py b/sdk/python/feast/api/registry/rest/rest_registry_server.py
index d67321abc48..0238776dbc0 100644
--- a/sdk/python/feast/api/registry/rest/rest_registry_server.py
+++ b/sdk/python/feast/api/registry/rest/rest_registry_server.py
@@ -76,6 +76,21 @@ def __init__(self, store: FeatureStore):
         self._init_auth()
         self._register_routes()
 
+        registry_cfg = getattr(store.config, "registry", None)
+        mcp_cfg = getattr(registry_cfg, "mcp", None)
+        if mcp_cfg and getattr(mcp_cfg, "enabled", False):
+            try:
+                from fastapi_mcp import FastApiMCP
+
+                mcp = FastApiMCP(self.app, name="feast-registry-mcp")
+                mcp.mount()
+                logger.info("MCP support enabled on REST registry server")
+            except ImportError:
+                logger.warning(
+                    "MCP support requested but fastapi_mcp is not installed. "
+                    "Install it with: pip install feast[mcp]"
+                )
+
     def _add_exception_handlers(self):
         """Add custom exception handlers to include HTTP status codes in JSON responses."""
 
diff --git a/sdk/python/feast/batch_feature_view.py b/sdk/python/feast/batch_feature_view.py
index c9c53dfef91..95385da1d91 100644
--- a/sdk/python/feast/batch_feature_view.py
+++ b/sdk/python/feast/batch_feature_view.py
@@ -93,6 +93,7 @@ def __init__(
         offline: bool = False,
         description: str = "",
         owner: str = "",
+        org: str = "",
         schema: Optional[List[Field]] = None,
         udf: Optional[Callable[[Any], Any]] = None,
         udf_string: Optional[str] = "",
@@ -151,6 +152,7 @@ def __init__(
             offline=offline,
             description=description,
             owner=owner,
+            org=org,
             schema=schema,
             source=source,  # type: ignore[arg-type]
             sink_source=sink_source,
@@ -189,6 +191,7 @@ def batch_feature_view(
     offline: bool = True,
     description: str = "",
     owner: str = "",
+    org: str = "",
     schema: Optional[List[Field]] = None,
     enable_validation: bool = False,
     version: str = "latest",
@@ -219,6 +222,7 @@ def decorator(user_function):
             offline=offline,
             description=description,
             owner=owner,
+            org=org,
             schema=schema,
             udf=user_function,
             udf_string=udf_string,
diff --git a/sdk/python/feast/cli/cli.py b/sdk/python/feast/cli/cli.py
index 1e461af4a28..886c91f69ae 100644
--- a/sdk/python/feast/cli/cli.py
+++ b/sdk/python/feast/cli/cli.py
@@ -598,6 +598,39 @@ def validate(
     exit(1)
 
 
+@cli.command("demo-notebooks")
+@click.option(
+    "--output-dir",
+    "-o",
+    default="./feast-demo-notebooks",
+    show_default=True,
+    help="Directory where the demo notebooks are written.",
+)
+@click.option(
+    "--overwrite",
+    is_flag=True,
+    default=False,
+    help="Overwrite existing notebooks if the output directory already exists.",
+)
+@click.pass_context
+def demo_notebooks_command(ctx: click.Context, output_dir: str, overwrite: bool):
+    """
+    Generate demo Jupyter notebooks tailored to the feature store configuration.
+
+    Searches for feature_store.yaml in the current directory and every file
+    inside feast-config/. Each file is treated as a separate project config.
+    For each project found, a sub-directory is created under OUTPUT_DIR.
+    """
+    from feast.demos import copy_demo_notebooks
+
+    repo = ctx.obj["CHDIR"]
+    copy_demo_notebooks(
+        output_dir=output_dir,
+        repo_path=str(repo),
+        overwrite=overwrite,
+    )
+
+
 cli.add_command(data_sources_cmd)
 cli.add_command(entities_cmd)
 cli.add_command(feature_services_cmd)
diff --git a/sdk/python/feast/cli/feature_views.py b/sdk/python/feast/cli/feature_views.py
index 99de5e70be7..44357b0c1c1 100644
--- a/sdk/python/feast/cli/feature_views.py
+++ b/sdk/python/feast/cli/feature_views.py
@@ -1,10 +1,16 @@
+import sys
+
 import click
 import yaml
 
 from feast import utils
 from feast.cli.cli_options import tagsOption
 from feast.errors import FeastObjectNotFoundException
-from feast.feature_view import FeatureView
+from feast.feature_view import (
+    _VALID_STATE_TRANSITIONS,
+    FeatureView,
+    FeatureViewState,
+)
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.repo_operations import create_feature_store
 
@@ -32,11 +38,13 @@ def feature_view_describe(ctx: click.Context, name: str):
         print(e)
         exit(1)
 
-    print(
-        yaml.dump(
-            yaml.safe_load(str(feature_view)), default_flow_style=False, sort_keys=False
-        )
-    )
+    data = yaml.safe_load(str(feature_view))
+    # Always show enabled and state even when they are at default values.
+    if hasattr(feature_view, "enabled"):
+        data["enabled"] = feature_view.enabled
+    if hasattr(feature_view, "state"):
+        data["state"] = feature_view.state.name
+    print(yaml.dump(data, default_flow_style=False, sort_keys=False))
 
 
 @feature_views_cmd.command(name="list")
@@ -59,17 +67,129 @@ def feature_view_list(ctx: click.Context, tags: list[str]):
         elif isinstance(feature_view, OnDemandFeatureView):
             for backing_fv in feature_view.source_feature_view_projections.values():
                 entities.update(store.get_feature_view(backing_fv.name).entities)
+        enabled = getattr(feature_view, "enabled", True)
+        state = getattr(feature_view, "state", FeatureViewState.STATE_UNSPECIFIED)
+        state_display = (
+            state.name if isinstance(state, FeatureViewState) else str(state)
+        )
         table.append(
             [
                 feature_view.name,
                 entities if len(entities) > 0 else "n/a",
                 type(feature_view).__name__,
+                "Yes" if enabled else "No",
+                state_display,
             ]
         )
 
     from tabulate import tabulate
 
-    print(tabulate(table, headers=["NAME", "ENTITIES", "TYPE"], tablefmt="plain"))
+    print(
+        tabulate(
+            table,
+            headers=["NAME", "ENTITIES", "TYPE", "ENABLED", "STATE"],
+            tablefmt="plain",
+        )
+    )
+
+
+@feature_views_cmd.command("enable")
+@click.argument("name", type=click.STRING)
+@click.pass_context
+def feature_view_enable(ctx: click.Context, name: str):
+    """
+    Enable a feature view for serving and materialization.
+    """
+    store = create_feature_store(ctx)
+    try:
+        fv = store.registry.get_any_feature_view(name, store.project)
+    except FeastObjectNotFoundException as e:
+        print(e)
+        sys.exit(1)
+
+    if not isinstance(fv, (FeatureView, OnDemandFeatureView)):
+        print(f"Feature view '{name}' does not support enable/disable.")
+        return
+
+    if fv.enabled:
+        print(f"Feature view '{name}' is already enabled.")
+        return
+
+    fv.enabled = True
+    store.registry.apply_feature_view(fv, store.project)
+    print(f"Feature view '{name}' has been enabled.")
+
+
+@feature_views_cmd.command("disable")
+@click.argument("name", type=click.STRING)
+@click.pass_context
+def feature_view_disable(ctx: click.Context, name: str):
+    """
+    Disable a feature view to prevent serving and materialization.
+    """
+    store = create_feature_store(ctx)
+    try:
+        fv = store.registry.get_any_feature_view(name, store.project)
+    except FeastObjectNotFoundException as e:
+        print(e)
+        sys.exit(1)
+
+    if not isinstance(fv, (FeatureView, OnDemandFeatureView)):
+        print(f"Feature view '{name}' does not support enable/disable.")
+        return
+
+    if not fv.enabled:
+        print(f"Feature view '{name}' is already disabled.")
+        return
+
+    fv.enabled = False
+    store.registry.apply_feature_view(fv, store.project)
+    print(f"Feature view '{name}' has been disabled.")
+
+
+@feature_views_cmd.command("set-state")
+@click.argument("name", type=click.STRING)
+@click.argument(
+    "state",
+    type=click.Choice(
+        ["CREATED", "GENERATED", "MATERIALIZING", "AVAILABLE_ONLINE"],
+        case_sensitive=False,
+    ),
+)
+@click.pass_context
+def feature_view_set_state(ctx: click.Context, name: str, state: str):
+    """
+    Set the lifecycle state of a feature view.
+    """
+    store = create_feature_store(ctx)
+    try:
+        fv = store.registry.get_any_feature_view(name, store.project)
+    except FeastObjectNotFoundException as e:
+        print(e)
+        sys.exit(1)
+
+    if not isinstance(fv, (FeatureView, OnDemandFeatureView)):
+        print(f"Feature view '{name}' does not support state management.")
+        return
+
+    new_state = FeatureViewState[state.upper()]
+    if fv.state == new_state:
+        print(f"Feature view '{name}' is already in state {new_state.name}.")
+        return
+
+    if not fv.state.can_transition_to(new_state):
+        current = fv.state.name
+        allowed = _VALID_STATE_TRANSITIONS.get(fv.state, set())
+        allowed_names = ", ".join(sorted(s.name for s in allowed)) or "none"
+        print(
+            f"Invalid state transition: {current} -> {new_state.name}. "
+            f"Allowed transitions from {current}: {allowed_names}."
+        )
+        return
+
+    fv.state = new_state
+    store.registry.apply_feature_view(fv, store.project)
+    print(f"Feature view '{name}' state set to {new_state.name}.")
 
 
 @feature_views_cmd.command("list-versions")
diff --git a/sdk/python/feast/cli/projects.py b/sdk/python/feast/cli/projects.py
index ea8d5b573a6..c552a058635 100644
--- a/sdk/python/feast/cli/projects.py
+++ b/sdk/python/feast/cli/projects.py
@@ -3,7 +3,7 @@
 
 from feast import utils
 from feast.cli.cli_options import tagsOption
-from feast.errors import FeastObjectNotFoundException
+from feast.errors import FeastObjectNotFoundException, ProjectNotFoundException
 from feast.repo_operations import create_feature_store
 
 
@@ -23,16 +23,16 @@ def project_describe(ctx: click.Context, name: str):
     Describe a project
     """
     store = create_feature_store(ctx)
-
     try:
         project = store.get_project(name)
     except FeastObjectNotFoundException as e:
         print(e)
         exit(1)
-
     print(
         yaml.dump(
-            yaml.safe_load(str(project)), default_flow_style=False, sort_keys=False
+            yaml.safe_load(str(project)),
+            default_flow_style=False,
+            sort_keys=False,
         )
     )
 
@@ -44,20 +44,52 @@ def project_current(ctx: click.Context):
     Returns the current project configured with FeatureStore object
     """
     store = create_feature_store(ctx)
-
     try:
         project = store.get_project(name=None)
     except FeastObjectNotFoundException as e:
         print(e)
         exit(1)
-
     print(
         yaml.dump(
-            yaml.safe_load(str(project)), default_flow_style=False, sort_keys=False
+            yaml.safe_load(str(project)),
+            default_flow_style=False,
+            sort_keys=False,
         )
     )
 
 
+@projects_cmd.command("delete")
+@click.argument("name", type=click.STRING)
+@click.option(
+    "-y",
+    "--yes",
+    is_flag=True,
+    default=False,
+    help="Skip confirmation prompt and delete immediately.",
+)
+@click.pass_context
+def project_delete(ctx: click.Context, name: str, yes: bool):
+    """
+    Delete a project and all its resources from the registry.
+    """
+    store = create_feature_store(ctx)
+
+    if not yes:
+        click.confirm(
+            f"Are you sure you want to delete project '{name}'? "
+            "This will remove all associated resources from the registry.",
+            abort=True,
+        )
+
+    try:
+        store.delete_project(name)
+    except (FeastObjectNotFoundException, ProjectNotFoundException) as e:
+        print(str(e))
+        raise SystemExit(1)
+
+    print(f"Project '{name}' deleted successfully.")
+
+
 @projects_cmd.command(name="list")
 @tagsOption
 @click.pass_context
@@ -70,11 +102,12 @@ def project_list(ctx: click.Context, tags: list[str]):
     tags_filter = utils.tags_list_to_dict(tags)
     for project in store.list_projects(tags=tags_filter):
         table.append([project.name, project.description, project.tags, project.owner])
-
     from tabulate import tabulate
 
     print(
         tabulate(
-            table, headers=["NAME", "DESCRIPTION", "TAGS", "OWNER"], tablefmt="plain"
+            table,
+            headers=["NAME", "DESCRIPTION", "TAGS", "OWNER"],
+            tablefmt="plain",
         )
     )
diff --git a/sdk/python/feast/cli/ui.py b/sdk/python/feast/cli/ui.py
index 9fd7b24b7cd..6962eea1e51 100644
--- a/sdk/python/feast/cli/ui.py
+++ b/sdk/python/feast/cli/ui.py
@@ -1,6 +1,6 @@
 import click
 
-from feast.repo_operations import create_feature_store, registry_dump
+from feast.repo_operations import create_feature_store
 
 
 @click.command()
@@ -20,14 +20,6 @@
     show_default=True,
     help="Specify a port for the server",
 )
-@click.option(
-    "--registry_ttl_sec",
-    "-r",
-    help="Number of seconds after which the registry is refreshed",
-    type=click.INT,
-    default=5,
-    show_default=True,
-)
 @click.option(
     "--root_path",
     help="Provide root path to make the UI working behind proxy",
@@ -57,7 +49,6 @@ def ui(
     ctx: click.Context,
     host: str,
     port: int,
-    registry_ttl_sec: int,
     root_path: str = "",
     tls_key_path: str = "",
     tls_cert_path: str = "",
@@ -70,12 +61,9 @@ def ui(
             "Please configure --key and --cert args to start the feature server in SSL mode."
         )
     store = create_feature_store(ctx)
-    # Pass in the registry_dump method to get around a circular dependency
     store.serve_ui(
         host=host,
         port=port,
-        get_registry_dump=registry_dump,
-        registry_ttl_sec=registry_ttl_sec,
         root_path=root_path,
         tls_key_path=tls_key_path,
         tls_cert_path=tls_cert_path,
diff --git a/sdk/python/feast/data_source.py b/sdk/python/feast/data_source.py
index 2d4997ae786..e14f2a49383 100644
--- a/sdk/python/feast/data_source.py
+++ b/sdk/python/feast/data_source.py
@@ -205,6 +205,7 @@ class DataSource(ABC):
     tags: Dict[str, str]
     owner: str
     date_partition_column: str
+    timestamp_field_type: str
     created_timestamp: Optional[datetime]
     last_updated_timestamp: Optional[datetime]
 
@@ -219,6 +220,7 @@ def __init__(
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
         date_partition_column: Optional[str] = None,
+        timestamp_field_type: Optional[str] = None,
     ):
         """
         Creates a DataSource object.
@@ -237,6 +239,9 @@ def __init__(
             owner (optional): The owner of the data source, typically the email of the primary
                 maintainer.
             date_partition_column (optional): Timestamp column used for partitioning. Not supported by all stores
+            timestamp_field_type (optional): Type of the timestamp_field column.
+                Defaults to "TIMESTAMP". Set to "DATE" when the event timestamp column
+                is a DATE type, so SQL generation uses date-only comparisons.
         """
         self.name = name
         self.timestamp_field = timestamp_field or ""
@@ -257,6 +262,7 @@ def __init__(
         self.date_partition_column = (
             date_partition_column if date_partition_column else ""
         )
+        self.timestamp_field_type = timestamp_field_type if timestamp_field_type else ""
         now = _utc_now()
         self.created_timestamp = now
         self.last_updated_timestamp = now
@@ -280,6 +286,7 @@ def __eq__(self, other):
             or self.created_timestamp_column != other.created_timestamp_column
             or self.field_mapping != other.field_mapping
             or self.date_partition_column != other.date_partition_column
+            or self.timestamp_field_type != other.timestamp_field_type
             or self.description != other.description
             or self.tags != other.tags
             or self.owner != other.owner
diff --git a/sdk/python/feast/dbt/parser.py b/sdk/python/feast/dbt/parser.py
index f7d3e587e54..676a5a76f11 100644
--- a/sdk/python/feast/dbt/parser.py
+++ b/sdk/python/feast/dbt/parser.py
@@ -107,6 +107,7 @@ def parse(self) -> None:
         try:
             from dbt_artifacts_parser.parser import parse_manifest
 
+            assert self._raw_manifest is not None
             self._parsed_manifest = parse_manifest(manifest=self._raw_manifest)
         except ImportError:
             raise ImportError(
diff --git a/sdk/python/feast/demos.py b/sdk/python/feast/demos.py
new file mode 100644
index 00000000000..9970f90316b
--- /dev/null
+++ b/sdk/python/feast/demos.py
@@ -0,0 +1,851 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Demo notebook generation for Feast projects.
+
+Usage::
+
+    from feast import copy_demo_notebooks
+    copy_demo_notebooks()
+
+This will search for ``feature_store.yaml`` in the current directory and every
+file inside the ``feast-config/`` directory, then write tailored Jupyter
+notebooks into a ``./feast-demo-notebooks/<project>/`` directory for each
+project found.
+"""
+
+import json
+import logging
+import os
+import pathlib
+from typing import Any, Optional
+
+import yaml
+
+_logger = logging.getLogger(__name__)
+
+
+# ---------------------------------------------------------------------------
+# Discovery helpers
+# ---------------------------------------------------------------------------
+
+
+def _find_feature_store_yamls(repo_path: pathlib.Path) -> list[pathlib.Path]:
+    """Return all feature-store config paths found under *repo_path*.
+
+    Searches:
+    1. ``repo_path/feature_store.yaml``
+    2. Every file directly inside ``repo_path/feast-config/``
+       — each file is treated as a separate project config.
+    """
+    found: list[pathlib.Path] = []
+
+    direct = repo_path / "feature_store.yaml"
+    if direct.exists():
+        found.append(direct)
+
+    feast_config_dir = repo_path / "feast-config"
+    if feast_config_dir.is_dir():
+        for entry in sorted(feast_config_dir.iterdir()):
+            if entry.is_file():
+                found.append(entry)
+
+    return found
+
+
+def _parse_yaml(yaml_path: pathlib.Path) -> dict[str, Any]:
+    with open(yaml_path) as fh:
+        return yaml.safe_load(os.path.expandvars(fh.read())) or {}
+
+
+def _extract_store_info(config: dict[str, Any]) -> dict[str, Any]:
+    """Summarise the key fields from a raw ``feature_store.yaml`` dict."""
+    info: dict[str, Any] = {
+        "project": config.get("project", "my_feast_project"),
+        "provider": config.get("provider", "local"),
+        "online_store_type": "sqlite",
+        "offline_store_type": "file",
+        "registry_type": "file",
+        "auth_type": "no_auth",
+        "vector_enabled": False,
+        "embedding_dim": None,
+    }
+
+    online = config.get("online_store", {})
+    if isinstance(online, dict):
+        info["online_store_type"] = online.get("type", "sqlite").lower()
+        info["vector_enabled"] = bool(online.get("vector_enabled", False))
+        if online.get("embedding_dim"):
+            info["embedding_dim"] = online["embedding_dim"]
+    elif isinstance(online, str):
+        info["online_store_type"] = online.lower()
+
+    offline = config.get("offline_store", {})
+    if isinstance(offline, dict):
+        info["offline_store_type"] = offline.get("type", "file").lower()
+    elif isinstance(offline, str):
+        info["offline_store_type"] = offline.lower()
+
+    registry = config.get("registry", {})
+    if isinstance(registry, dict):
+        # Operator client YAML uses "registry_type" key; standard Feast uses "type"
+        info["registry_type"] = (
+            registry.get("registry_type") or registry.get("type", "file")
+        ).lower()
+    # string registry value is a plain file path — keep default "file"
+
+    auth = config.get("auth", {})
+    if isinstance(auth, dict):
+        info["auth_type"] = auth.get("type", "no_auth").lower()
+
+    return info
+
+
+# ---------------------------------------------------------------------------
+# Notebook cell builders
+# ---------------------------------------------------------------------------
+
+
+def _md(source: str) -> dict[str, Any]:
+    return {
+        "cell_type": "markdown",
+        "metadata": {},
+        "source": source,
+    }
+
+
+def _code(source: str, tags: Optional[list[str]] = None) -> dict[str, Any]:
+    meta: dict[str, Any] = {}
+    if tags:
+        meta["tags"] = tags
+    return {
+        "cell_type": "code",
+        "execution_count": None,
+        "metadata": meta,
+        "outputs": [],
+        "source": source,
+    }
+
+
+def _notebook(cells: list[dict[str, Any]]) -> dict[str, Any]:
+    return {
+        "nbformat": 4,
+        "nbformat_minor": 5,
+        "metadata": {
+            "kernelspec": {
+                "display_name": "Python 3",
+                "language": "python",
+                "name": "python3",
+            },
+        },
+        "cells": cells,
+    }
+
+
+# ---------------------------------------------------------------------------
+# Per-store setup snippets
+# ---------------------------------------------------------------------------
+
+
+def _is_operator_client(info: dict[str, Any]) -> bool:
+    """Return True when the feature_store.yaml was generated by the Feast operator.
+
+    The operator sets provider=local with registry_type=remote, online_store.type=remote,
+    and offline_store.type=remote.
+    """
+    return (
+        info["registry_type"] == "remote"
+        and info["online_store_type"] == "remote"
+        and info["offline_store_type"] == "remote"
+    )
+
+
+# ---------------------------------------------------------------------------
+# Notebook generators
+# ---------------------------------------------------------------------------
+
+
+def _apply_md(info: dict[str, Any]) -> dict[str, Any]:
+    """Return the markdown cell that introduces the apply / registry-sync section."""
+    if info["registry_type"] == "remote":
+        return _md(
+            "## 4. Registry Sync\n\nRefresh the registry cache to load the latest feature definitions."
+        )
+    return _md(
+        "## 4. Apply Feature Definitions\n\n"
+        "Register entities, feature views, and services into the registry. "
+        "Skip if already applied."
+    )
+
+
+def _apply_code(info: dict[str, Any]) -> dict[str, Any]:
+    """Return the code cell that applies (local) or refreshes (remote) the registry."""
+    if info["registry_type"] == "remote":
+        return _code(
+            "store.refresh_registry()\n"
+            "fvs = store.list_feature_views()\n"
+            "print(f'Registry synced — {len(fvs)} feature view(s) available.')"
+        )
+    # Local file registry — auto-apply if empty, then refresh.
+    return _code(
+        "fvs      = store.list_feature_views()\n"
+        "entities = store.list_entities()\n"
+        "\n"
+        "if fvs or entities:\n"
+        "    print(f'Registry ready: {len(entities)} entity/entities, {len(fvs)} feature view(s)')\n"
+        "else:\n"
+        "    print('Registry is empty — running feast apply ...')\n"
+        "    !feast -f {FEAST_FS_YAML} apply\n"
+        "    store.refresh_registry()\n"
+        "    print('Apply complete.')"
+    )
+
+
+def _path_setup_cell(yaml_abs: str) -> dict[str, Any]:
+    """Return a code cell that sets ``FEAST_FS_YAML`` to the absolute path of
+    the feature-store config resolved at generation time."""
+    return _code(
+        "import os\n"
+        "\n"
+        f"FEAST_FS_YAML = r{repr(yaml_abs)}\n"
+        "\n"
+        "assert os.path.exists(FEAST_FS_YAML), (\n"
+        "    f'Config not found at {FEAST_FS_YAML!r}. '\n"
+        "    'Update FEAST_FS_YAML to the correct path.'\n"
+        ")\n"
+        "print(f'Using feature_store.yaml: {FEAST_FS_YAML}')",
+        tags=["parameters"],
+    )
+
+
+def _nb_overview(info: dict[str, Any], yaml_abs: str) -> dict[str, Any]:
+    project = info["project"]
+    ost = info["online_store_type"]
+    offst = info["offline_store_type"]
+    auth = info["auth_type"]
+    provider = info["provider"]
+    vector_enabled = info["vector_enabled"]
+
+    cells: list[dict[str, Any]] = [
+        _md(
+            f"# Feature Store Overview — `{project}`\n\n"
+            "Explore the entities, feature views, feature services, and data sources "
+            "registered in this project."
+        ),
+        _md("## 1. Prerequisites"),
+        _code(
+            "# Verify feast installation\nimport feast\nprint(f'Feast version: {feast.__version__}')"
+        ),
+        _md("## 2. Feature Store Path"),
+        _path_setup_cell(yaml_abs),
+        _md(
+            f"## 3. Connect to the Feature Store\n"
+            f"The feature store for project **`{project}`** is configured with:\n\n"
+            f"| Setting | Value |\n"
+            f"|---------|-------|\n"
+            f"| Provider | `{provider}` |\n"
+            f"| Online store | `{ost}` |\n"
+            f"| Offline store | `{offst}` |\n"
+            f"| Auth | `{auth}` |\n"
+            + (
+                f"| Vector search | enabled (embedding dim: {info['embedding_dim']}) |\n"
+                if vector_enabled
+                else ""
+            )
+        ),
+        _code(
+            "from feast import FeatureStore\n"
+            "\n"
+            "store = FeatureStore(fs_yaml_file=FEAST_FS_YAML)\n"
+            "print(f'Connected to project: {store.project}')"
+        ),
+        _apply_md(info),
+        _apply_code(info),
+        _md("## 5. List Entities"),
+        _code(
+            "entities = store.list_entities()\n"
+            "print(f'Found {len(entities)} entity/entities\\n')\n"
+            "for e in entities:\n"
+            "    print(f'  • {e.name}  (join_key={e.join_key}, type={e.value_type})')"
+        ),
+        _md("## 6. List Feature Views"),
+        _code(
+            "feature_views = store.list_feature_views()\n"
+            "print(f'Found {len(feature_views)} batch feature view(s)\\n')\n"
+            "for fv in feature_views:\n"
+            "    feature_names = [f.name for f in fv.features]\n"
+            "    print(f'  • {fv.name}')\n"
+            "    print(f'    Features : {feature_names}')\n"
+            "    print(f'    Entities : {fv.entities}')\n"
+            "    print(f'    TTL      : {fv.ttl}')\n"
+        ),
+        _md("## 7. List On-Demand Feature Views"),
+        _code(
+            "odfvs = store.list_on_demand_feature_views()\n"
+            "if odfvs:\n"
+            "    print(f'Found {len(odfvs)} on-demand feature view(s)\\n')\n"
+            "    for odfv in odfvs:\n"
+            "        print(f'  • {odfv.name}')\n"
+            "else:\n"
+            "    print('No on-demand feature views defined.')"
+        ),
+        _md("## 8. List Feature Services"),
+        _code(
+            "services = store.list_feature_services()\n"
+            "if services:\n"
+            "    print(f'Found {len(services)} feature service(s)\\n')\n"
+            "    for svc in services:\n"
+            "        views = [p.name for p in svc.feature_view_projections]\n"
+            "        print(f'  • {svc.name}  -> views: {views}')\n"
+            "else:\n"
+            "    print('No feature services defined.')"
+        ),
+        _md("## 9. List Data Sources"),
+        _code(
+            "sources = store.list_data_sources()\n"
+            "print(f'Found {len(sources)} data source(s)\\n')\n"
+            "for src in sources:\n"
+            "    print(f'  • {src.name}  ({type(src).__name__})')"
+        ),
+        _md(
+            "## Next Steps\n\n"
+            "- **`02_historical_features_training.ipynb`** — retrieve historical features for training.\n"
+            "- **`03_online_features_serving.ipynb`** — materialize and serve online features."
+        ),
+    ]
+    return _notebook(cells)
+
+
+def _nb_historical(info: dict[str, Any], yaml_abs: str) -> dict[str, Any]:
+    project = info["project"]
+
+    cells: list[dict[str, Any]] = [
+        _md(
+            f"# Historical Features & Training Datasets — `{project}`\n\n"
+            "Retrieve point-in-time correct feature values to build ML training datasets."
+        ),
+        _md("## 1. Feature Store Path"),
+        _path_setup_cell(yaml_abs),
+        _md("## 2. Connect to the Feature Store"),
+        _code(
+            "from feast import FeatureStore\n"
+            "\n"
+            "store = FeatureStore(fs_yaml_file=FEAST_FS_YAML)\n"
+            "print(f'Project : {store.project}')\n"
+            "print('Feature views:', [fv.name for fv in store.list_feature_views()])"
+        ),
+        _md(
+            "## 3. Discover Available Features\n\nList feature views and read a sample of entity data."
+        ),
+        _code(
+            "import pandas as pd\n"
+            "from datetime import datetime, timedelta, timezone\n"
+            "\n"
+            "fvs      = store.list_feature_views()\n"
+            "entities = store.list_entities()\n"
+            "\n"
+            "if not fvs:\n"
+            "    print('No feature views found — run `feast apply` first.')\n"
+            "else:\n"
+            "    first_fv = fvs[0]\n"
+            "\n"
+            "    # Identify the entity join key.\n"
+            "    entity_name = entities[0].join_key if entities else 'entity_id'\n"
+            "    if first_fv.entities:\n"
+            "        fv_entity = next(\n"
+            "            (e for e in entities if e.name in set(first_fv.entities)),\n"
+            "            entities[0] if entities else None,\n"
+            "        )\n"
+            "        if fv_entity:\n"
+            "            entity_name = fv_entity.join_key\n"
+            "\n"
+            "    # Read latest entity values from the offline store.\n"
+            "    # This uses the same mechanism Feast uses for materialization.\n"
+            "    source = first_fv.batch_source\n"
+            "    provider = store._get_provider()\n"
+            "    sample_df = provider.offline_store.pull_latest_from_table_or_query(\n"
+            "        config=store.config,\n"
+            "        data_source=source,\n"
+            "        join_key_columns=[entity_name],\n"
+            "        feature_name_columns=[f.name for f in first_fv.features],\n"
+            "        timestamp_field=source.timestamp_field,\n"
+            "        created_timestamp_column=source.created_timestamp_column or '',\n"
+            "        start_date=datetime(2000, 1, 1, tzinfo=timezone.utc),\n"
+            "        end_date=datetime.now(tz=timezone.utc),\n"
+            "    ).to_df()\n"
+            "\n"
+            "    print(f'Feature view    : {first_fv.name}')\n"
+            "    print(f'Entity join key : {entity_name!r}')\n"
+            "    print(f'Rows in source  : {len(sample_df):,}')\n"
+            "    print(f'Columns         : {list(sample_df.columns)}')\n"
+            "    if len(sample_df) > 0:\n"
+            "        display(sample_df.head())\n"
+            "    else:\n"
+            "        print('No data found — check that your data source has been populated.')"
+        ),
+        _md(
+            "## 4. Build an Entity DataFrame\n\n"
+            "Specify which entity IDs and at what timestamps you want features for."
+        ),
+        _code(
+            "if not fvs:\n"
+            "    raise SystemExit('No feature views — run feast apply first.')\n"
+            "\n"
+            "# Use real entity IDs and timestamps from the sample.\n"
+            "if entity_name in sample_df.columns and len(sample_df) > 0:\n"
+            "    entity_ids = sample_df[entity_name].dropna().unique()[:5].tolist()\n"
+            "    # Detect the timestamp column from the source's configuration.\n"
+            "    ts_col = source.timestamp_field if source.timestamp_field in sample_df.columns else None\n"
+            "    if not ts_col:\n"
+            "        ts_col = next((c for c in sample_df.columns if 'timestamp' in c.lower()), None)\n"
+            "    if ts_col:\n"
+            "        timestamps = (\n"
+            "            sample_df[sample_df[entity_name].isin(entity_ids)]\n"
+            "            .sort_values(ts_col, ascending=False)\n"
+            "            .drop_duplicates(subset=[entity_name])[ts_col]\n"
+            "            .tolist()\n"
+            "        )\n"
+            "    else:\n"
+            "        timestamps = [datetime.now() - timedelta(hours=i) for i in range(len(entity_ids))]\n"
+            "else:\n"
+            "    entity_ids = [1001, 1002, 1003]\n"
+            "    timestamps = [datetime.now() - timedelta(hours=i) for i in range(len(entity_ids))]\n"
+            "    print('Using placeholder entity IDs — replace with real values from your data.')\n"
+            "\n"
+            "entity_df = pd.DataFrame(\n"
+            "    {\n"
+            "        entity_name: entity_ids[:len(timestamps)],\n"
+            "        'event_timestamp': timestamps[:len(entity_ids)],\n"
+            "    }\n"
+            ")\n"
+            "print(f'Entity IDs      : {entity_ids}')\n"
+            "print(f'Rows            : {len(entity_df)}')\n"
+            "entity_df"
+        ),
+        _md("## 5. Choose Features to Retrieve"),
+        _code(
+            "# List all available feature views and their features.\n"
+            "print('Available feature views:')\n"
+            "for fv in fvs:\n"
+            "    features = [f.name for f in fv.features]\n"
+            "    print(f'  {fv.name}: {features}')\n"
+            "\n"
+            "# Select features from the first feature view.\n"
+            "# Using a single view avoids name collisions across views with identical column names.\n"
+            "feature_refs = [f'{first_fv.name}:{f.name}' for f in first_fv.features]\n"
+            "print('\\nWill retrieve:', feature_refs)"
+        ),
+        _md("## 6. Retrieve Historical Features"),
+        _code(
+            "if feature_refs:\n"
+            "    training_df = store.get_historical_features(\n"
+            "        entity_df=entity_df,\n"
+            "        features=feature_refs,\n"
+            "    ).to_df()\n"
+            "    print(f'Training dataset shape: {training_df.shape}')\n"
+            "    training_df.head()\n"
+            "else:\n"
+            "    print('No feature views found — run `feast apply` first.')"
+        ),
+        _md(
+            "## 7. (Optional) Retrieve via FeatureService\n\nRetrieve features using a versioned FeatureService instead of individual feature references."
+        ),
+        _code(
+            "services = store.list_feature_services()\n"
+            "if not services:\n"
+            "    print('No feature services found — define one in your feature repo.')\n"
+            "else:\n"
+            "    svc = services[0]\n"
+            "\n"
+            "    # Detect extra request-data columns required by ODFVs in this service.\n"
+            "    odfv_map = {v.name: v for v in store.list_on_demand_feature_views()}\n"
+            "    missing_cols = {\n"
+            "        field.name: field.dtype\n"
+            "        for proj in svc.feature_view_projections\n"
+            "        if proj.name in odfv_map\n"
+            "        for rs in odfv_map[proj.name].source_request_sources.values()\n"
+            "        for field in rs.schema\n"
+            "        if field.name not in entity_df.columns\n"
+            "    }\n"
+            "\n"
+            "    if missing_cols:\n"
+            "        print('This service requires the following extra columns in entity_df:')\n"
+            "        for col, dtype in missing_cols.items():\n"
+            "            print(f'  entity_df[{col!r}] = <your {dtype} values here>')\n"
+            "        print('Add them to entity_df above and re-run this cell.')\n"
+            "    else:\n"
+            "        # Check if service needs entity keys not already in entity_df.\n"
+            "        svc_entities = set()\n"
+            "        for proj in svc.feature_view_projections:\n"
+            "            fv_match = next((fv for fv in fvs if fv.name == proj.name), None)\n"
+            "            if fv_match:\n"
+            "                for ent_name in fv_match.entities:\n"
+            "                    ent_obj = next((e for e in entities if e.name == ent_name), None)\n"
+            "                    if ent_obj:\n"
+            "                        svc_entities.add(ent_obj.join_key)\n"
+            "        missing_keys = svc_entities - set(entity_df.columns)\n"
+            "        if missing_keys:\n"
+            "            print(f'This service requires additional entity columns: {missing_keys}')\n"
+            "            print('Add them to entity_df above and re-run this cell.')\n"
+            "        else:\n"
+            "            print(f'Using feature service: {svc.name}')\n"
+            "            training_df_svc = store.get_historical_features(\n"
+            "                entity_df=entity_df,\n"
+            "                features=svc,\n"
+            "                full_feature_names=True,\n"
+            "            ).to_df()\n"
+            "            print(f'Dataset shape: {training_df_svc.shape}')\n"
+            "            training_df_svc.head()"
+        ),
+        _md("## 8. Use the Training Dataset"),
+        _code(
+            "# Example: split into features (X) and labels (y)\n"
+            "# Adjust column names to match your actual feature names and label.\n"
+            "if feature_refs and 'training_df' in dir():\n"
+            "    label_col = 'label'  # TODO: replace with your label column\n"
+            "    feature_cols = [c for c in training_df.columns\n"
+            "                    if c not in ('event_timestamp', entity_name, label_col)]\n"
+            "    X = training_df[feature_cols]\n"
+            "    print('Feature matrix shape:', X.shape)\n"
+            "    print('Feature columns:', feature_cols)"
+        ),
+        _md(
+            "## Next Steps\n\n"
+            "- **`03_online_features_serving.ipynb`** — materialize and serve online features."
+        ),
+    ]
+    return _notebook(cells)
+
+
+def _nb_online(info: dict[str, Any], yaml_abs: str) -> dict[str, Any]:
+    project = info["project"]
+    auth = info["auth_type"]
+    vector_enabled = info["vector_enabled"]
+
+    cells: list[dict[str, Any]] = [
+        _md(
+            f"# Online Feature Serving — `{project}`\n\n"
+            "Materialize features and retrieve them at low latency for inference."
+        ),
+        _md("## 1. Feature Store Path"),
+        _path_setup_cell(yaml_abs),
+        _md("## 2. Connect to the Feature Store"),
+        _code(
+            "from feast import FeatureStore\n"
+            "\n"
+            "store = FeatureStore(fs_yaml_file=FEAST_FS_YAML)\n"
+            "print(f'Project : {store.project}')"
+        ),
+    ]
+
+    # Materialization section.
+    materialize_md = (
+        "## 3. Materialize Features\n\n"
+        + (
+            "> **Optional** — materialization is typically handled server-side.\n\n"
+            if _is_operator_client(info)
+            else ""
+        )
+        + "Load feature values into the online store for low-latency serving.\n\n"
+        "| Method | When to use |\n"
+        "|--------|-------------|\n"
+        "| `materialize_incremental` | Regular runs — only new data since last run |\n"
+        "| `materialize` | First run or full refresh of a time window |"
+    )
+    cells += [
+        _md(materialize_md),
+        _code(
+            "from datetime import datetime, timedelta, timezone\n"
+            "\n"
+            "fvs = store.list_feature_views()\n"
+            "\n"
+            "if not fvs:\n"
+            "    print('No feature views found — run feast apply first (see section 3).')\n"
+            "else:\n"
+            "    # Check last materialization watermarks across all feature views.\n"
+            "    last_written = [\n"
+            "        fv.materialization_intervals[-1][1]\n"
+            "        for fv in fvs\n"
+            "        if fv.materialization_intervals\n"
+            "    ]\n"
+            "\n"
+            "    if not last_written:\n"
+            "        # No materialization history — do a full initial load.\n"
+            "        end_date   = datetime.now(tz=timezone.utc)\n"
+            "        start_date = end_date - timedelta(days=30)\n"
+            "        print(f'First materialization: loading {start_date.date()} → {end_date.date()} ...')\n"
+            "        store.materialize(start_date=start_date, end_date=end_date)\n"
+            "    else:\n"
+            "        # Incremental: only pick up data since the last run.\n"
+            "        end_date = datetime.now(tz=timezone.utc)\n"
+            "        print(f'Incremental materialization up to {end_date} ...')\n"
+            "        store.materialize_incremental(end_date=end_date)\n"
+            "\n"
+            "    print('Materialization complete.')"
+        ),
+        _md("### 3b. Force a Full Refresh"),
+        _code(
+            "# from datetime import datetime, timedelta, timezone\n"
+            "# store.materialize(\n"
+            "#     start_date=datetime.now(tz=timezone.utc) - timedelta(days=7),\n"
+            "#     end_date=datetime.now(tz=timezone.utc),\n"
+            "# )"
+        ),
+    ]
+
+    cells += [
+        _md("## 4. Retrieve Online Features"),
+        _code(
+            "entities = store.list_entities()\n"
+            "fvs = store.list_feature_views()\n"
+            "\n"
+            "if not entities or not fvs:\n"
+            "    print('No entities or feature views — run `feast apply` first.')\n"
+            "else:\n"
+            "    first_fv = fvs[0]\n"
+            "    feature_refs = [f'{first_fv.name}:{f.name}' for f in first_fv.features[:3]]\n"
+            "\n"
+            "    # Resolve the correct entity join key for the first feature view.\n"
+            "    entity_name = entities[0].join_key\n"
+            "    if first_fv.entities:\n"
+            "        fv_entity = next(\n"
+            "            (e for e in entities if e.name in set(first_fv.entities)),\n"
+            "            entities[0],\n"
+            "        )\n"
+            "        entity_name = fv_entity.join_key\n"
+            "\n"
+            "    # Discover real entity IDs from the offline source.\n"
+            "    from datetime import timezone\n"
+            "    source = first_fv.batch_source\n"
+            "    provider = store._get_provider()\n"
+            "    sample_df = provider.offline_store.pull_latest_from_table_or_query(\n"
+            "        config=store.config,\n"
+            "        data_source=source,\n"
+            "        join_key_columns=[entity_name],\n"
+            "        feature_name_columns=[f.name for f in first_fv.features],\n"
+            "        timestamp_field=source.timestamp_field,\n"
+            "        created_timestamp_column=source.created_timestamp_column or '',\n"
+            "        start_date=datetime(2000, 1, 1, tzinfo=timezone.utc),\n"
+            "        end_date=datetime.now(tz=timezone.utc),\n"
+            "    ).to_df()\n"
+            "\n"
+            "    if len(sample_df) > 0 and entity_name in sample_df.columns:\n"
+            "        entity_ids = sample_df[entity_name].dropna().unique()[:5].tolist()\n"
+            "    else:\n"
+            "        entity_ids = [1001, 1002]\n"
+            "        print('Using placeholder IDs — replace with real values.')\n"
+            "\n"
+            "    entity_rows = [{entity_name: eid} for eid in entity_ids]\n"
+            "\n"
+            "    response = store.get_online_features(\n"
+            "        features=feature_refs,\n"
+            "        entity_rows=entity_rows,\n"
+            "    )\n"
+            "    import pandas as pd\n"
+            "    print(pd.DataFrame(response.to_dict()))"
+        ),
+        _md(
+            "## 5. Online Features via FeatureService\n\nRetrieve features using a versioned FeatureService."
+        ),
+        _code(
+            "services = store.list_feature_services()\n"
+            "if not services:\n"
+            "    print('No feature services defined.')\n"
+            "else:\n"
+            "    svc = services[0]\n"
+            "\n"
+            "    # Detect extra request-data fields required by ODFVs in this service.\n"
+            "    odfv_map = {v.name: v for v in store.list_on_demand_feature_views()}\n"
+            "    current_keys = set(entity_rows[0].keys()) if entity_rows else set()\n"
+            "    missing_fields = {\n"
+            "        field.name: field.dtype\n"
+            "        for proj in svc.feature_view_projections\n"
+            "        if proj.name in odfv_map\n"
+            "        for rs in odfv_map[proj.name].source_request_sources.values()\n"
+            "        for field in rs.schema\n"
+            "        if field.name not in current_keys\n"
+            "    }\n"
+            "\n"
+            "    if missing_fields:\n"
+            "        print('This service requires the following extra fields in each entity row:')\n"
+            "        for col, dtype in missing_fields.items():\n"
+            "            print(f'  {col!r}: <your {dtype} value here>')\n"
+            "        print('Add them to entity_rows above and re-run this cell.')\n"
+            "    else:\n"
+            "        # Check if service needs extra entity keys beyond what we have.\n"
+            "        svc_entities = set()\n"
+            "        for proj in svc.feature_view_projections:\n"
+            "            fv_match = next((fv for fv in fvs if fv.name == proj.name), None)\n"
+            "            if fv_match:\n"
+            "                for ent_name in fv_match.entities:\n"
+            "                    ent_obj = next((e for e in entities if e.name == ent_name), None)\n"
+            "                    if ent_obj:\n"
+            "                        svc_entities.add(ent_obj.join_key)\n"
+            "        missing_keys = svc_entities - current_keys\n"
+            "        if missing_keys:\n"
+            "            print(f'This service requires additional entity keys: {missing_keys}')\n"
+            "            print('Add them to entity_rows above and re-run this cell.')\n"
+            "        else:\n"
+            "            print(f'Using feature service: {svc.name}')\n"
+            "            response = store.get_online_features(\n"
+            "                features=svc,\n"
+            "                entity_rows=entity_rows,\n"
+            "                full_feature_names=True,\n"
+            "            )\n"
+            "            import pandas as pd\n"
+            "            print(pd.DataFrame(response.to_dict()))"
+        ),
+    ]
+
+    if auth in ("kubernetes", "oidc"):
+        cells.append(_md(f"## 6. Authentication (`{auth}`)"))
+        cells.append(_code("print(store.config.auth)"))
+
+    if vector_enabled:
+        dim = info.get("embedding_dim") or 384
+        section = 7 if auth in ("kubernetes", "oidc") else 6
+        cells.append(
+            _md(
+                f"## {section}. Vector / RAG Feature Retrieval\n\nSearch stored embeddings (dim: {dim})."
+            )
+        )
+        cells.append(
+            _code(
+                "import numpy as np\n"
+                "\n"
+                "# TODO: replace with a real query embedding from your encoder model\n"
+                f"query_embedding = np.random.rand({dim}).tolist()\n"
+                "\n"
+                "# List feature views with vector features\n"
+                "fvs = store.list_feature_views()\n"
+                "vec_fvs = [\n"
+                "    fv for fv in fvs\n"
+                "    if any(getattr(f, 'vector_index', False) for f in fv.features)\n"
+                "]\n"
+                "\n"
+                "if vec_fvs:\n"
+                "    fv = vec_fvs[0]\n"
+                "    results = store.retrieve_online_documents(\n"
+                "        feature=f'{fv.name}:{fv.features[0].name}',\n"
+                "        query=query_embedding,\n"
+                "        top_k=5,\n"
+                "    )\n"
+                "    import pandas as pd\n"
+                "    print(pd.DataFrame(results.to_dict()))\n"
+                "else:\n"
+                "    print('No vector feature views found.')"
+            )
+        )
+
+    cells.append(
+        _md(
+            "## Next Steps\n\n"
+            "- Schedule `materialize_incremental` to keep the online store fresh.\n"
+        )
+    )
+
+    return _notebook(cells)
+
+
+# ---------------------------------------------------------------------------
+# Public API
+# ---------------------------------------------------------------------------
+
+
+def copy_demo_notebooks(
+    output_dir: str = "./feast-demo-notebooks",
+    repo_path: str = ".",
+    overwrite: bool = False,
+) -> None:
+    """Generate tailored demo notebooks for each Feast project found nearby.
+
+    The function searches *repo_path* (default: current working directory) for
+    feature-store YAML files in:
+
+    * ``<repo_path>/feature_store.yaml``
+    * Every file inside ``<repo_path>/feast-config/``
+
+    For each project discovered a sub-directory is created under *output_dir*
+    and one or more notebooks are written (the exact set depends on the project
+    configuration and may grow in future releases).
+
+    Parameters
+    ----------
+    output_dir:
+        Root directory where notebooks are written.
+        Defaults to ``./feast-demo-notebooks``.
+    repo_path:
+        Directory to search for ``feature_store.yaml`` files.
+        Defaults to the current working directory.
+    overwrite:
+        When *False* (default) raise :class:`FileExistsError` if *output_dir*
+        already exists.  Set to *True* to update notebooks in place.
+    """
+    out = pathlib.Path(output_dir).resolve()
+
+    if not overwrite and out.exists():
+        raise FileExistsError(
+            f"Directory '{out}' already exists. "
+            "Remove it or pass overwrite=True to update notebooks in place."
+        )
+
+    root = pathlib.Path(repo_path).absolute()
+    yaml_paths = _find_feature_store_yamls(root)
+
+    if not yaml_paths:
+        _logger.warning(
+            "No feature_store.yaml found under '%s'. "
+            "Make sure you run this from a directory that contains feature_store.yaml "
+            "or a feast-config/ subdirectory.",
+            root,
+        )
+        return
+
+    out.mkdir(parents=True, exist_ok=True)
+    print(f"Writing demo notebooks to: {out}\n")
+
+    for yaml_path in yaml_paths:
+        raw = _parse_yaml(yaml_path)
+        info = _extract_store_info(raw)
+        project = info["project"]
+
+        project_dir = out / project
+        project_dir.mkdir(parents=True, exist_ok=True)
+
+        # Absolute path — use absolute() instead of resolve() to preserve
+        # Kubernetes ConfigMap/Secret symlinks.
+        yaml_abs_str = str(yaml_path.absolute())
+
+        notebooks = {
+            "01_feature_store_overview.ipynb": _nb_overview(info, yaml_abs_str),
+            "02_historical_features_training.ipynb": _nb_historical(info, yaml_abs_str),
+            "03_online_features_serving.ipynb": _nb_online(info, yaml_abs_str),
+        }
+
+        for nb_name, nb_content in notebooks.items():
+            nb_path = project_dir / nb_name
+            with open(nb_path, "w") as fh:
+                json.dump(nb_content, fh, indent=1)
+
+        print(
+            f"  [{project}]\n"
+            f"    feature_store.yaml : {yaml_abs_str}\n"
+            f"    online_store       : {info['online_store_type']}\n"
+            f"    offline_store      : {info['offline_store_type']}\n"
+            f"    auth               : {info['auth_type']}\n"
+            + ("    vector search      : enabled\n" if info["vector_enabled"] else "")
+            + f"    → {project_dir}/"
+        )
+        for nb_name in notebooks:
+            print(f"      ✓ {nb_name}")
+        print()
diff --git a/sdk/python/feast/doc_embedder.py b/sdk/python/feast/doc_embedder.py
index dca2fdef2d0..9ccd8ec461b 100644
--- a/sdk/python/feast/doc_embedder.py
+++ b/sdk/python/feast/doc_embedder.py
@@ -14,11 +14,11 @@
 
 
 @runtime_checkable
-class LogicalLayerFn(Protocol):
+class SchemaTransformFn(Protocol):
     """
-    Protocol defining the structure for logical layer functions.
+    Protocol defining the structure for schema transform functions.
 
-    The logical layer transforms the output of Chunker + Embedder
+    The schema transform converts the output of Chunker + Embedder
     into the format expected by the FeatureView schema.
     """
 
@@ -35,9 +35,9 @@ def __call__(self, df: pd.DataFrame) -> pd.DataFrame:
         ...
 
 
-def default_logical_layer_fn(df: pd.DataFrame) -> pd.DataFrame:
+def default_schema_transform_fn(df: pd.DataFrame) -> pd.DataFrame:
     """
-    Default logical layer function that transforms the output of Chunker + Embedder
+    Default schema transform function that transforms the output of Chunker + Embedder
     into the format expected by the FeatureView schema.
     """
     from datetime import datetime, timezone
@@ -156,7 +156,7 @@ class DocEmbedder:
         feature_view_name: Name of the feature view to create.
         chunker: Chunker to use for chunking the documents.
         embedder: Embedder to use for embedding the documents.
-        logical_layer_fn: Logical layer function to use for transforming the output of the chunker and embedder into the format expected by the FeatureView schema.
+        schema_transform_fn: Schema transform function to use for transforming the output of the chunker and embedder into the format expected by the FeatureView schema.
         create_feature_view: Whether to create a feature view in the feature repo. By default it will generate a Python file with the FeatureView definition.
         vector_length: Explicit embedding dimension for the generated FeatureView schema.
             If None (default), the dimension is auto-detected from the embedder
@@ -172,7 +172,7 @@ def __init__(
         feature_view_name: str = "text_feature_view",
         chunker: Optional[BaseChunker] = None,
         embedder: Optional[BaseEmbedder] = None,
-        logical_layer_fn: LogicalLayerFn = default_logical_layer_fn,
+        schema_transform_fn: SchemaTransformFn = default_schema_transform_fn,
         create_feature_view: bool = True,
         vector_length: Optional[int] = None,
         auto_apply_repo: bool = True,
@@ -184,7 +184,7 @@ def __init__(
         self.embedder = embedder or MultiModalEmbedder()
         self.store: Optional[FeatureStore] = None
 
-        sig = inspect.signature(logical_layer_fn)
+        sig = inspect.signature(schema_transform_fn)
         params = list(sig.parameters.values())
         if (
             len(params) != 1
@@ -192,9 +192,9 @@ def __init__(
             or sig.return_annotation != pd.DataFrame
         ):
             raise ValueError(
-                "logical_layer_fn must be a function that takes a DataFrame and returns a DataFrame"
+                "schema_transform_fn must be a function that takes a DataFrame and returns a DataFrame"
             )
-        self.logical_layer_fn = logical_layer_fn
+        self.schema_transform_fn = schema_transform_fn
         if create_feature_view:
             resolved_vector_length = self._resolve_vector_length(vector_length, "text")
             generate_repo_file(
@@ -287,7 +287,7 @@ def embed_documents(
         source_column: str,
         type_column: Optional[str] = None,
         column_mapping: Optional[tuple[str, str]] = None,
-        custom_logical_layer_fn: Optional[
+        custom_schema_transform_fn: Optional[
             Callable[[pd.DataFrame], pd.DataFrame]
         ] = None,
     ) -> pd.DataFrame:
@@ -300,7 +300,7 @@ def embed_documents(
             source_column: Column name containing the document sources.
             type_column: Column name containing the document types.
             column_mapping: Tuple mapping source columns to (modality, output column).
-            custom_logical_layer_fn: Custom logical layer function to use for transforming the output of the chunker and embedder into the format expected by the FeatureView schema.
+            custom_schema_transform_fn: Custom schema transform function to use for transforming the output of the chunker and embedder into the format expected by the FeatureView schema.
         Returns:
             DataFrame with the embedded documents.
 
@@ -315,8 +315,8 @@ def embed_documents(
             df = embed_documents(documents=documents, id_column="id", source_column="source", type_column="type", column_mapping=column_mapping)
 
         """
-        if custom_logical_layer_fn is not None:
-            sig = inspect.signature(custom_logical_layer_fn)
+        if custom_schema_transform_fn is not None:
+            sig = inspect.signature(custom_schema_transform_fn)
             params = list(sig.parameters.values())
             if (
                 len(params) != 1
@@ -324,27 +324,27 @@ def embed_documents(
                 or sig.return_annotation != pd.DataFrame
             ):
                 raise ValueError(
-                    "custom_logical_layer_fn must be a function that takes a DataFrame and returns a DataFrame"
+                    "custom_schema_transform_fn must be a function that takes a DataFrame and returns a DataFrame"
                 )
-        current_logical_layer_fn = (
-            custom_logical_layer_fn
-            if custom_logical_layer_fn is not None
-            else self.logical_layer_fn
+        current_schema_transform_fn = (
+            custom_schema_transform_fn
+            if custom_schema_transform_fn is not None
+            else self.schema_transform_fn
         )
 
         if column_mapping is None:
             column_mapping = ("text", "text_embedding")
 
         if (
-            current_logical_layer_fn is default_logical_layer_fn
+            current_schema_transform_fn is default_schema_transform_fn
             and column_mapping[0] == "text"
             and (source_column != "text" or column_mapping[1] != "text_embedding")
         ):
             raise ValueError(
                 f"source_column='{source_column}' with output column='{column_mapping[1]}' "
-                f"is not compatible with default_logical_layer_fn, which expects "
+                f"is not compatible with default_schema_transform_fn, which expects "
                 f"source_column='text' and column_mapping=('text', 'text_embedding'). "
-                f"Provide a custom logical_layer_fn."
+                f"Provide a custom schema_transform_fn."
             )
 
         if column_mapping[0] == "text":
@@ -363,15 +363,15 @@ def embed_documents(
 
         if (
             column_mapping[0] == "text"
-            or current_logical_layer_fn is not default_logical_layer_fn
+            or current_schema_transform_fn is not default_schema_transform_fn
         ):
-            df = current_logical_layer_fn(df)
+            df = current_schema_transform_fn(df)
         else:
             warnings.warn(
-                f"Modality '{column_mapping[0]}' is not supported by the default logical layer function. "
+                f"Modality '{column_mapping[0]}' is not supported by the default schema transform function. "
                 f"The output DataFrame will be passed directly to the online store. "
                 f"Ensure your FeatureView schema matches the output columns. "
-                f"You can provide a custom logical layer function to handle this.",
+                f"You can provide a custom schema transform function to handle this.",
                 UserWarning,
                 stacklevel=2,
             )
diff --git a/sdk/python/feast/entity.py b/sdk/python/feast/entity.py
index 7f4eadc6352..bcfa170a96d 100644
--- a/sdk/python/feast/entity.py
+++ b/sdk/python/feast/entity.py
@@ -203,7 +203,7 @@ def to_proto(self) -> EntityProto:
 
         spec = EntitySpecProto(
             name=self.name,
-            value_type=self.value_type.value,
+            value_type=self.value_type.value,  # type: ignore[arg-type]
             join_key=self.join_key,
             description=self.description,
             tags=self.tags,
diff --git a/sdk/python/feast/errors.py b/sdk/python/feast/errors.py
index fb35ff79de8..515a6c39b11 100644
--- a/sdk/python/feast/errors.py
+++ b/sdk/python/feast/errors.py
@@ -142,7 +142,7 @@ class VersionedOnlineReadNotSupported(FeastError):
     def __init__(self, store_name: str, version: int):
         super().__init__(
             f"Versioned feature reads (@v{version}) are not yet supported by {store_name}. "
-            f"Currently only SQLite, PostgreSQL, and MySQL support version-qualified feature references. "
+            f"Currently only SQLite, PostgreSQL, MySQL, FAISS, Redis, and DynamoDB support version-qualified feature references. "
         )
 
 
diff --git a/sdk/python/feast/feature_server.py b/sdk/python/feast/feature_server.py
index f60eeb9d87d..43fb8485316 100644
--- a/sdk/python/feast/feature_server.py
+++ b/sdk/python/feast/feature_server.py
@@ -288,7 +288,6 @@ def get_app(
     """
     proto_json.patch()
     # Asynchronously refresh registry, notifying shutdown and canceling the active timer if the app is shutting down
-    registry_proto = None
     shutting_down = False
     active_timer: Optional[threading.Timer] = None
     # --- Offline write batching config and batcher ---
@@ -338,8 +337,6 @@ def async_refresh():
             return
 
         store.refresh_registry()
-        nonlocal registry_proto
-        registry_proto = store.registry.proto()
 
         if registry_ttl_sec:
             nonlocal active_timer
@@ -569,11 +566,11 @@ async def write_to_online_store(request: WriteToFeatureStoreRequest) -> None:
 
     @app.get("/health")
     async def health():
-        return (
-            Response(status_code=status.HTTP_200_OK)
-            if registry_proto
-            else Response(status_code=status.HTTP_503_SERVICE_UNAVAILABLE)
-        )
+        try:
+            store.registry.list_projects(allow_cache=True)
+            return Response(status_code=status.HTTP_200_OK)
+        except Exception:
+            return Response(status_code=status.HTTP_503_SERVICE_UNAVAILABLE)
 
     @app.post("/chat")
     async def chat(request: ChatRequest):
diff --git a/sdk/python/feast/feature_store.py b/sdk/python/feast/feature_store.py
index f95bbf10c03..765e22898b0 100644
--- a/sdk/python/feast/feature_store.py
+++ b/sdk/python/feast/feature_store.py
@@ -14,6 +14,7 @@
 import asyncio
 import copy
 import itertools
+import logging
 import os
 import time
 import warnings
@@ -22,7 +23,6 @@
 from typing import (
     TYPE_CHECKING,
     Any,
-    Callable,
     Dict,
     Iterable,
     List,
@@ -68,7 +68,12 @@
 )
 from feast.feast_object import FeastObject
 from feast.feature_service import FeatureService
-from feast.feature_view import DUMMY_ENTITY, DUMMY_ENTITY_NAME, FeatureView
+from feast.feature_view import (
+    DUMMY_ENTITY,
+    DUMMY_ENTITY_NAME,
+    FeatureView,
+    FeatureViewState,
+)
 from feast.inference import (
     update_data_sources_with_inferred_event_timestamp_col,
     update_feature_views_with_inferred_features_and_entities,
@@ -105,6 +110,8 @@
 _track_materialization = None  # Lazy-loaded on first materialization call
 _track_materialization_loaded = False
 
+_logger = logging.getLogger(__name__)
+
 
 def _get_track_materialization():
     """Lazy-import feast.metrics only when materialization tracking is needed.
@@ -127,6 +134,8 @@ def _get_track_materialization():
 
 warnings.simplefilter("once", DeprecationWarning)
 
+_UNSET = object()
+
 
 class FeatureStore:
     """
@@ -194,6 +203,132 @@ def __init__(
         # Initialize feature service cache for performance optimization
         self._feature_service_cache = {}
 
+        # Cache for _resolve_feature_service_name lookups
+        self._fs_name_cache: Dict[frozenset, Optional[str]] = {}
+        self._fs_name_index: Dict[frozenset, str] = {}
+        self._fs_name_index_ts: float = -self._FS_NAME_INDEX_TTL_SECONDS
+
+        self._mlflow_client: Any = _UNSET
+
+    def _init_mlflow(self) -> Optional[Any]:
+        """Bootstrap MLflow integration on first access.
+
+        Checks the config, imports the module, and creates the integration
+        client.  Returns the client or ``None`` if MLflow is disabled or
+        unavailable.
+        """
+        try:
+            mlflow_cfg = getattr(self.config, "mlflow", None)
+            if mlflow_cfg is None or not mlflow_cfg.enabled:
+                return None
+            from feast.mlflow import _register_store
+
+            _register_store(self)
+
+            from feast.mlflow_integration.client import FeastMlflowClient
+
+            return FeastMlflowClient(self)
+        except ImportError:
+            return None
+        except Exception as e:
+            warnings.warn(f"Failed to configure MLflow tracking: {e}")
+            return None
+
+    @property
+    def mlflow(self) -> Any:
+        """Access the Feast–MLflow integration client.
+
+        Lazily initializes on first access.  Returns ``None`` when MLflow
+        integration is not enabled, allowing callers to guard with
+        ``if store.mlflow:``.
+        """
+        if self._mlflow_client is _UNSET:
+            self._mlflow_client = self._init_mlflow()
+        return self._mlflow_client
+
+    @staticmethod
+    def _count_entities(entity_rows: Any) -> int:
+        """Count entities from either a list or columnar mapping."""
+        if isinstance(entity_rows, list):
+            return len(entity_rows)
+        if isinstance(entity_rows, Mapping):
+            try:
+                _first_col = next(iter(entity_rows.values()))
+                if isinstance(_first_col, RepeatedValue):
+                    return len(_first_col.val)
+                return len(_first_col)
+            except Exception:
+                return 0
+        return 0
+
+    _FS_NAME_INDEX_TTL_SECONDS = 300
+
+    def _rebuild_fs_name_index(self) -> None:
+        """Rebuild the {frozenset(refs) → service_name} index from the registry."""
+        index: Dict[frozenset, str] = {}
+        for fs in self.registry.list_feature_services(self.project, allow_cache=True):
+            fs_refs = frozenset(
+                f"{p.name_to_use()}:{f.name}"
+                for p in fs.feature_view_projections
+                for f in p.features
+            )
+            index[fs_refs] = fs.name
+        self._fs_name_index = index
+        self._fs_name_cache = {}
+        self._fs_name_index_ts = time.monotonic()
+
+    def _resolve_feature_service_name(self, feature_refs: List[str]) -> Optional[str]:
+        """Find the best-matching feature service for the given feature refs.
+
+        Resolution: exact match wins immediately; otherwise the smallest
+        superset (fewest extra features) is returned.  The full index is
+        rebuilt from the registry every _FS_NAME_INDEX_TTL_SECONDS and
+        per-query results are cached for O(1) repeated lookups.
+        """
+        try:
+            now = time.monotonic()
+            if (now - self._fs_name_index_ts) >= self._FS_NAME_INDEX_TTL_SECONDS:
+                self._rebuild_fs_name_index()
+
+            ref_key = frozenset(feature_refs)
+            if ref_key in self._fs_name_cache:
+                return self._fs_name_cache[ref_key]
+
+            if ref_key in self._fs_name_index:
+                self._fs_name_cache[ref_key] = self._fs_name_index[ref_key]
+                return self._fs_name_index[ref_key]
+
+            best_match = None
+            best_extra = float("inf")
+            for fs_refs, fs_name in self._fs_name_index.items():
+                if ref_key.issubset(fs_refs):
+                    extra = len(fs_refs) - len(ref_key)
+                    if extra < best_extra:
+                        best_match = fs_name
+                        best_extra = extra
+
+            self._fs_name_cache[ref_key] = best_match
+            return best_match
+        except Exception as e:
+            _logger.debug("Failed to resolve feature service name: %s", e)
+            return None
+
+    def _log_entity_df_metadata(self, entity_df, start_date=None, end_date=None):
+        """Log lightweight entity_df metadata to MLflow."""
+        try:
+            if self.mlflow is not None:
+                self.mlflow.log_entity_df_metadata(entity_df, start_date, end_date)
+        except Exception as e:
+            _logger.debug("Failed to log entity_df metadata to MLflow: %s", e)
+
+    def _log_entity_df_artifact(self, entity_df):
+        """Upload entity DataFrame as a parquet artifact to MLflow."""
+        try:
+            if self.mlflow is not None:
+                self.mlflow.log_entity_df_artifact(entity_df)
+        except Exception as e:
+            _logger.debug("Failed to log entity_df artifact to MLflow: %s", e)
+
     def _init_openlineage_emitter(self) -> Optional[Any]:
         """Initialize OpenLineage emitter if configured and enabled."""
         try:
@@ -295,6 +430,9 @@ def _clear_feature_service_cache(self):
         self._feature_service_cache.clear()
         if hasattr(self.registry, "_feature_service_cache"):
             getattr(self.registry, "_feature_service_cache").clear()
+        self._fs_name_cache.clear()
+        self._fs_name_index.clear()
+        self._fs_name_index_ts = -self._FS_NAME_INDEX_TTL_SECONDS
 
     def refresh_registry(self):
         """Fetches and caches a copy of the feature registry in memory.
@@ -660,6 +798,44 @@ def delete_feature_view(self, name: str):
         """
         return self.registry.delete_feature_view(name, self.project)
 
+    def enable_feature_view(self, name: str):
+        """
+        Enable a feature view for serving and materialization.
+
+        Args:
+            name: Name of feature view.
+        """
+        fv = self.registry.get_any_feature_view(name, self.project)
+        fv.enabled = True  # type: ignore[attr-defined]
+        self.registry.apply_feature_view(fv, self.project)
+
+    def disable_feature_view(self, name: str):
+        """
+        Disable a feature view to prevent serving and materialization.
+
+        Args:
+            name: Name of feature view.
+        """
+        fv = self.registry.get_any_feature_view(name, self.project)
+        fv.enabled = False  # type: ignore[attr-defined]
+        self.registry.apply_feature_view(fv, self.project)
+
+    def set_feature_view_state(self, name: str, state: FeatureViewState):
+        """
+        Set the lifecycle state of a feature view.
+
+        Args:
+            name: Name of feature view.
+            state: Target state.
+        """
+        fv = self.registry.get_any_feature_view(name, self.project)
+        if not fv.state.can_transition_to(state):  # type: ignore[attr-defined]
+            raise ValueError(
+                f"Invalid state transition: {fv.state.name} -> {state.name}."  # type: ignore[attr-defined]
+            )
+        fv.state = state  # type: ignore[attr-defined]
+        self.registry.apply_feature_view(fv, self.project)
+
     def delete_feature_service(self, name: str):
         """
         Deletes a feature service.
@@ -828,20 +1004,24 @@ def _get_feature_views_to_materialize(
                 self.registry, self.project, hide_dummy_entity=False
             )
             feature_views_to_materialize.extend(
-                [fv for fv in regular_feature_views if fv.online]
+                [fv for fv in regular_feature_views if fv.online and fv.enabled]
             )
             stream_feature_views_to_materialize = self._list_stream_feature_views(
                 hide_dummy_entity=False
             )
             feature_views_to_materialize.extend(
-                [sfv for sfv in stream_feature_views_to_materialize if sfv.online]
+                [
+                    sfv
+                    for sfv in stream_feature_views_to_materialize
+                    if sfv.online and sfv.enabled
+                ]
             )
             on_demand_feature_views_to_materialize = self.list_on_demand_feature_views()
             feature_views_to_materialize.extend(
                 [
                     odfv
                     for odfv in on_demand_feature_views_to_materialize
-                    if odfv.write_to_online_store
+                    if odfv.write_to_online_store and odfv.enabled
                 ]
             )
         else:
@@ -867,6 +1047,11 @@ def _get_feature_views_to_materialize(
                         except FeatureViewNotFoundException:
                             feature_view = self.get_on_demand_feature_view(name)
 
+                if hasattr(feature_view, "enabled") and not feature_view.enabled:
+                    raise ValueError(
+                        f"FeatureView {feature_view.name} is disabled. "
+                        f"Enable it before materializing."
+                    )
                 if hasattr(feature_view, "online") and not feature_view.online:
                     raise ValueError(
                         f"FeatureView {feature_view.name} is not configured to be served online."
@@ -1022,6 +1207,35 @@ def _apply_diffs(
         # Emit OpenLineage events for applied objects
         self._emit_openlineage_apply_diffs(registry_diff)
 
+        # Emit MLflow events for applied objects (Phase 7)
+        self._mlflow_log_apply_diffs(registry_diff)
+
+    def _mlflow_log_apply_diffs(self, registry_diff: RegistryDiff):
+        """Log apply operation to MLflow ops experiment."""
+        try:
+            if self.mlflow is None or not self.config.mlflow.log_operations:
+                return
+            from feast.diff.property_diff import TransitionType
+
+            objects: List[Any] = []
+            transition_types: Dict[str, str] = {}
+            for feast_object_diff in registry_diff.feast_object_diffs:
+                obj = (
+                    feast_object_diff.new_feast_object
+                    or feast_object_diff.current_feast_object
+                )
+                if obj is None:
+                    continue
+                tt = feast_object_diff.transition_type
+                if tt == TransitionType.UNCHANGED:
+                    continue
+                objects.append(obj)
+                transition_types[feast_object_diff.name] = tt.name
+            if objects:
+                self._mlflow_log_apply(objects, transition_types=transition_types)
+        except Exception as e:
+            _logger.debug("MLflow apply logging failed: %s", e)
+
     def _emit_openlineage_apply_diffs(self, registry_diff: RegistryDiff):
         """Emit OpenLineage events for objects applied via diffs."""
         if self.openlineage_emitter is None:
@@ -1317,6 +1531,25 @@ def apply(
         # Emit OpenLineage events for applied objects
         self._emit_openlineage_apply(objects)
 
+        # Emit MLflow events for applied objects (Phase 7)
+        self._mlflow_log_apply(objects)
+
+    def _mlflow_log_apply(
+        self,
+        objects: List[Any],
+        transition_types: Optional[Dict[str, str]] = None,
+    ):
+        """Log applied objects to MLflow ops experiment."""
+        try:
+            if self.mlflow is None or not self.config.mlflow.log_operations:
+                return
+            self.mlflow.log_apply(
+                changed_objects=objects,
+                transition_types=transition_types,
+            )
+        except Exception as e:
+            _logger.debug("MLflow apply logging failed: %s", e)
+
     def _emit_openlineage_apply(self, objects: List[Any]):
         """Emit OpenLineage events for applied objects."""
         if self.openlineage_emitter is None:
@@ -1483,6 +1716,8 @@ def get_historical_features(
         if end_date is not None:
             kwargs["end_date"] = end_date
 
+        _retrieval_start = time.monotonic()
+
         job = provider.get_historical_features(
             self.config,
             feature_views,
@@ -1494,6 +1729,40 @@ def get_historical_features(
             **kwargs,
         )
 
+        # Auto-log to MLflow if configured
+        try:
+            if self.mlflow is not None and self.config.mlflow.auto_log:
+                _duration = time.monotonic() - _retrieval_start
+                if isinstance(entity_df, pd.DataFrame):
+                    _entity_count = len(entity_df)
+                elif isinstance(entity_df, str):
+                    _entity_count = -1
+                else:
+                    _entity_count = 0
+                _fs = features if isinstance(features, FeatureService) else None
+                _fs_name = (
+                    features.name
+                    if isinstance(features, FeatureService)
+                    else self._resolve_feature_service_name(_feature_refs)
+                )
+                self.mlflow.log_feature_retrieval(
+                    feature_refs=_feature_refs,
+                    entity_count=_entity_count,
+                    duration_seconds=_duration,
+                    retrieval_type="historical",
+                    feature_service=_fs,
+                    feature_service_name=_fs_name,
+                )
+
+                self._log_entity_df_metadata(
+                    entity_df, start_date=start_date, end_date=end_date
+                )
+
+                if self.config.mlflow.auto_log_entity_df:
+                    self._log_entity_df_artifact(entity_df)
+        except Exception as e:
+            _logger.debug("MLflow auto-log failed for historical retrieval: %s", e)
+
         return job
 
     def create_saved_dataset(
@@ -1760,6 +2029,7 @@ def materialize_incremental(
             feature_views_to_materialize, None, end_date
         )
 
+        _mat_start = time.monotonic()
         try:
             # TODO paging large loads
             for feature_view in feature_views_to_materialize:
@@ -1820,6 +2090,25 @@ def tqdm_builder(length):
                 start_date = utils.make_tzaware(start_date)
                 end_date = utils.make_tzaware(end_date) or _utc_now()
 
+                # Transition state to MATERIALIZING before starting.
+                # Only enforce when the state machine is active (not STATE_UNSPECIFIED).
+                previous_state = getattr(feature_view, "state", None)
+                if (
+                    hasattr(feature_view, "state")
+                    and feature_view.state != FeatureViewState.STATE_UNSPECIFIED
+                ):
+                    if not feature_view.state.can_transition_to(
+                        FeatureViewState.MATERIALIZING
+                    ):
+                        raise ValueError(
+                            f"FeatureView {feature_view.name} cannot transition "
+                            f"from {feature_view.state.name} to MATERIALIZING."
+                        )
+                    feature_view.state = FeatureViewState.MATERIALIZING
+                    self.registry.apply_feature_view(
+                        feature_view, self.project, commit=True
+                    )
+
                 fv_start = time.monotonic()
                 fv_success = True
                 try:
@@ -1834,6 +2123,16 @@ def tqdm_builder(length):
                     )
                 except Exception:
                     fv_success = False
+                    # Roll back state to previous value on failure.
+                    if (
+                        hasattr(feature_view, "state")
+                        and previous_state is not None
+                        and previous_state != FeatureViewState.STATE_UNSPECIFIED
+                    ):
+                        feature_view.state = previous_state
+                        self.registry.apply_feature_view(
+                            feature_view, self.project, commit=True
+                        )
                     raise
                 finally:
                     _tracker = _get_track_materialization()
@@ -1843,6 +2142,7 @@ def tqdm_builder(length):
                             fv_success,
                             time.monotonic() - fv_start,
                         )
+
                 if not isinstance(feature_view, OnDemandFeatureView):
                     self.registry.apply_materialization(
                         feature_view,
@@ -1855,6 +2155,16 @@ def tqdm_builder(length):
             self._emit_openlineage_materialize_complete(
                 ol_run_id, feature_views_to_materialize
             )
+
+            # Emit MLflow event for materialization (Phase 7)
+            _mat_duration = time.monotonic() - _mat_start
+            self._mlflow_log_materialize(
+                feature_views_to_materialize,
+                None,
+                end_date,
+                _mat_duration,
+                incremental=True,
+            )
         except Exception as e:
             # Emit OpenLineage FAIL event
             self._emit_openlineage_materialize_fail(ol_run_id, str(e))
@@ -1921,6 +2231,7 @@ def materialize(
             feature_views_to_materialize, start_date, end_date
         )
 
+        _mat_start = time.monotonic()
         try:
             # TODO paging large loads
             for feature_view in feature_views_to_materialize:
@@ -1947,6 +2258,25 @@ def tqdm_builder(length):
                 start_date = utils.make_tzaware(start_date)
                 end_date = utils.make_tzaware(end_date)
 
+                # Transition state to MATERIALIZING before starting.
+                # Only enforce when the state machine is active (not STATE_UNSPECIFIED).
+                previous_state = getattr(feature_view, "state", None)
+                if (
+                    hasattr(feature_view, "state")
+                    and feature_view.state != FeatureViewState.STATE_UNSPECIFIED
+                ):
+                    if not feature_view.state.can_transition_to(
+                        FeatureViewState.MATERIALIZING
+                    ):
+                        raise ValueError(
+                            f"FeatureView {feature_view.name} cannot transition "
+                            f"from {feature_view.state.name} to MATERIALIZING."
+                        )
+                    feature_view.state = FeatureViewState.MATERIALIZING
+                    self.registry.apply_feature_view(
+                        feature_view, self.project, commit=True
+                    )
+
                 fv_start = time.monotonic()
                 fv_success = True
                 try:
@@ -1962,6 +2292,16 @@ def tqdm_builder(length):
                     )
                 except Exception:
                     fv_success = False
+                    # Roll back state to previous value on failure.
+                    if (
+                        hasattr(feature_view, "state")
+                        and previous_state is not None
+                        and previous_state != FeatureViewState.STATE_UNSPECIFIED
+                    ):
+                        feature_view.state = previous_state
+                        self.registry.apply_feature_view(
+                            feature_view, self.project, commit=True
+                        )
                     raise
                 finally:
                     _tracker = _get_track_materialization()
@@ -1983,11 +2323,44 @@ def tqdm_builder(length):
             self._emit_openlineage_materialize_complete(
                 ol_run_id, feature_views_to_materialize
             )
+
+            # Emit MLflow event for materialization (Phase 7)
+            _mat_duration = time.monotonic() - _mat_start
+            self._mlflow_log_materialize(
+                feature_views_to_materialize,
+                start_date,
+                end_date,
+                _mat_duration,
+                incremental=False,
+            )
         except Exception as e:
             # Emit OpenLineage FAIL event
             self._emit_openlineage_materialize_fail(ol_run_id, str(e))
             raise
 
+    def _mlflow_log_materialize(
+        self,
+        feature_views: List[Any],
+        start_date: Optional[datetime],
+        end_date: datetime,
+        duration_seconds: float,
+        incremental: bool = False,
+    ):
+        """Log materialization to MLflow ops experiment."""
+        try:
+            if self.mlflow is None or not self.config.mlflow.log_operations:
+                return
+            fv_names = [getattr(fv, "name", str(fv)) for fv in feature_views]
+            self.mlflow.log_materialize(
+                feature_view_names=fv_names,
+                start_date=start_date,
+                end_date=end_date,
+                duration_seconds=duration_seconds,
+                incremental=incremental,
+            )
+        except Exception as e:
+            _logger.debug("MLflow materialize logging failed: %s", e)
+
     def _emit_openlineage_materialize_start(
         self,
         feature_views: List[Any],
@@ -2621,6 +2994,8 @@ def get_online_features(
         """
         provider = self._get_provider()
 
+        _retrieval_start = time.monotonic()
+
         response = provider.get_online_features(
             config=self.config,
             features=features,
@@ -2631,6 +3006,31 @@ def get_online_features(
             include_feature_view_version_metadata=include_feature_view_version_metadata,
         )
 
+        # Auto-log to MLflow if configured
+        try:
+            if self.mlflow is not None and self.config.mlflow.auto_log:
+                _duration = time.monotonic() - _retrieval_start
+                _feature_refs = utils._get_features(
+                    self.registry, self.project, features, allow_cache=True
+                )
+                _entity_count = self._count_entities(entity_rows)
+                _fs = features if isinstance(features, FeatureService) else None
+                _fs_name = (
+                    features.name
+                    if isinstance(features, FeatureService)
+                    else self._resolve_feature_service_name(_feature_refs)
+                )
+                self.mlflow.log_feature_retrieval(
+                    feature_refs=_feature_refs,
+                    entity_count=_entity_count,
+                    duration_seconds=_duration,
+                    retrieval_type="online",
+                    feature_service=_fs,
+                    feature_service_name=_fs_name,
+                )
+        except Exception as e:
+            _logger.debug("MLflow auto-log failed for online retrieval: %s", e)
+
         return response
 
     async def get_online_features_async(
@@ -2671,7 +3071,9 @@ async def get_online_features_async(
         """
         provider = self._get_provider()
 
-        return await provider.get_online_features_async(
+        _retrieval_start = time.monotonic()
+
+        response = await provider.get_online_features_async(
             config=self.config,
             features=features,
             entity_rows=entity_rows,
@@ -2681,6 +3083,53 @@ async def get_online_features_async(
             include_feature_view_version_metadata=include_feature_view_version_metadata,
         )
 
+        try:
+            if self.mlflow is not None and self.config.mlflow.auto_log:
+                _duration = time.monotonic() - _retrieval_start
+                _mlflow_client = self.mlflow
+                _registry = self.registry
+                _project = self.project
+
+                def _log_sync():
+                    try:
+                        _feature_refs = utils._get_features(
+                            _registry, _project, features, allow_cache=True
+                        )
+                        _entity_count = self._count_entities(entity_rows)
+                        _fs = features if isinstance(features, FeatureService) else None
+                        _fs_name = (
+                            features.name
+                            if isinstance(features, FeatureService)
+                            else self._resolve_feature_service_name(_feature_refs)
+                        )
+                        _mlflow_client.log_feature_retrieval(
+                            feature_refs=_feature_refs,
+                            entity_count=_entity_count,
+                            duration_seconds=_duration,
+                            retrieval_type="online",
+                            feature_service=_fs,
+                            feature_service_name=_fs_name,
+                        )
+                    except Exception as exc:
+                        _logger.debug(
+                            "MLflow auto-log failed for async online retrieval: %s",
+                            exc,
+                        )
+
+                def _on_done(fut):
+                    if not fut.cancelled() and fut.exception() is not None:
+                        _logger.debug(
+                            "MLflow auto-log executor failed: %s", fut.exception()
+                        )
+
+                loop = asyncio.get_running_loop()
+                fut = loop.run_in_executor(None, _log_sync)
+                fut.add_done_callback(_on_done)
+        except Exception as e:
+            _logger.debug("MLflow auto-log failed for online retrieval: %s", e)
+
+        return response
+
     def retrieve_online_documents(
         self,
         query: Union[str, List[float]],
@@ -3148,8 +3597,6 @@ def serve_ui(
         self,
         host: str,
         port: int,
-        get_registry_dump: Callable,
-        registry_ttl_sec: int,
         root_path: str = "",
         tls_key_path: str = "",
         tls_cert_path: str = "",
@@ -3165,9 +3612,7 @@ def serve_ui(
             self,
             host=host,
             port=port,
-            get_registry_dump=get_registry_dump,
             project_id=self.config.project,
-            registry_ttl_sec=registry_ttl_sec,
             root_path=root_path,
             tls_key_path=tls_key_path,
             tls_cert_path=tls_cert_path,
@@ -3401,6 +3846,19 @@ def get_project(self, name: Optional[str]) -> Project:
         """
         return self.registry.get_project(name or self.project)
 
+    def delete_project(self, name: str, commit: bool = True) -> None:
+        """
+        Deletes a project from the registry.
+
+        Args:
+            name: Name of the project to delete.
+            commit: Whether the change should be persisted immediately.
+
+        Raises:
+            ProjectNotFoundException: The project could not be found.
+        """
+        return self.registry.delete_project(name, commit=commit)
+
     def list_saved_datasets(
         self, allow_cache: bool = False, tags: Optional[dict[str, str]] = None
     ) -> List[SavedDataset]:
diff --git a/sdk/python/feast/feature_view.py b/sdk/python/feast/feature_view.py
index 3863634ac80..a5d3c8d9537 100644
--- a/sdk/python/feast/feature_view.py
+++ b/sdk/python/feast/feature_view.py
@@ -12,6 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 import copy
+import enum
 import warnings
 from datetime import datetime, timedelta
 from typing import Dict, List, Optional, Tuple, Type, Union
@@ -48,6 +49,49 @@
 
 warnings.simplefilter("once", DeprecationWarning)
 
+
+class FeatureViewState(enum.IntEnum):
+    """Lifecycle state of a feature view.
+
+    Maps to the ``FeatureViewState`` proto enum defined in
+    ``protos/feast/core/FeatureView.proto``.
+    """
+
+    STATE_UNSPECIFIED = 0
+    CREATED = 1
+    GENERATED = 2
+    MATERIALIZING = 3
+    AVAILABLE_ONLINE = 4
+
+    def can_transition_to(self, target: "FeatureViewState") -> bool:
+        """Return True if transitioning from this state to *target* is allowed."""
+        allowed = _VALID_STATE_TRANSITIONS.get(self, set())
+        return target in allowed
+
+    @classmethod
+    def from_proto(cls, proto_val: int) -> "FeatureViewState":
+        try:
+            return cls(proto_val)
+        except ValueError:
+            return cls.STATE_UNSPECIFIED
+
+    def to_proto(self) -> int:
+        return self.value
+
+
+# Valid state transitions: maps each state to the set of states it can move to.
+_VALID_STATE_TRANSITIONS: dict[FeatureViewState, set[FeatureViewState]] = {
+    FeatureViewState.STATE_UNSPECIFIED: {FeatureViewState.CREATED},
+    FeatureViewState.CREATED: {FeatureViewState.GENERATED},
+    FeatureViewState.GENERATED: {FeatureViewState.MATERIALIZING},
+    FeatureViewState.MATERIALIZING: {
+        FeatureViewState.AVAILABLE_ONLINE,
+        FeatureViewState.GENERATED,
+    },
+    FeatureViewState.AVAILABLE_ONLINE: {FeatureViewState.MATERIALIZING},
+}
+
+
 # DUMMY_ENTITY is a placeholder entity used in entityless FeatureViews
 DUMMY_ENTITY_ID = "__dummy_id"
 DUMMY_ENTITY_NAME = "__dummy"
@@ -89,6 +133,8 @@ class FeatureView(BaseFeatureView):
         tags: A dictionary of key-value pairs to store arbitrary metadata.
         owner: The owner of the feature view, typically the email of the primary
             maintainer.
+        org: The organizational unit that owns this feature view (e.g. "ads", "search").
+            Defaults to empty string.
         mode: The transformation mode for feature transformations. Only meaningful when
             transformations are applied. Choose from TransformationMode enum values
             (e.g., PYTHON, PANDAS, RAY, SQL, SPARK, SUBSTRAIT).
@@ -107,9 +153,13 @@ class FeatureView(BaseFeatureView):
     description: str
     tags: Dict[str, str]
     owner: str
+    org: str
     materialization_intervals: List[Tuple[datetime, datetime]]
     mode: Optional[Union["TransformationMode", str]]
     enable_validation: bool
+    enabled: bool
+    state: FeatureViewState
+    _raw_feature_transformation_proto: Optional[Message] = None
 
     def __init__(
         self,
@@ -125,9 +175,11 @@ def __init__(
         description: str = "",
         tags: Optional[Dict[str, str]] = None,
         owner: str = "",
+        org: str = "",
         mode: Optional[Union["TransformationMode", str]] = None,
         enable_validation: bool = False,
         version: str = "latest",
+        enabled: bool = True,
     ):
         """
         Creates a FeatureView object.
@@ -152,6 +204,8 @@ def __init__(
             tags (optional): A dictionary of key-value pairs to store arbitrary metadata.
             owner (optional): The owner of the feature view, typically the email of the
                 primary maintainer.
+            org (optional): The organizational unit that owns this feature view
+                (e.g. "ads", "search").
             mode (optional): The transformation mode for feature transformations. Only meaningful
                 when transformations are applied. Choose from TransformationMode enum values.
             enable_validation (optional): If True, enables schema validation during materialization
@@ -278,10 +332,13 @@ def __init__(
             owner=owner,
             source=self.batch_source,
         )
+        self.org = org
         self.online = online
         self.offline = offline
         self.mode = mode
         self.materialization_intervals = []
+        self.enabled = enabled
+        self.state = FeatureViewState.STATE_UNSPECIFIED
 
     def __hash__(self):
         return super().__hash__()
@@ -302,6 +359,8 @@ def __copy__(self):
             version=self.version,
             description=self.description,
             owner=self.owner,
+            org=self.org,
+            enabled=self.enabled,
         )
 
         # This is deliberately set outside of the FV initialization as we do not have the Entity objects.
@@ -309,6 +368,7 @@ def __copy__(self):
         fv.features = copy.copy(self.features)
         fv.entity_columns = copy.copy(self.entity_columns)
         fv.projection = copy.copy(self.projection)
+        fv.state = self.state
         return fv
 
     def _schema_or_udf_changed(self, other: "BaseFeatureView") -> bool:
@@ -355,6 +415,7 @@ def __eq__(self, other):
             or self.enable_validation != other.enable_validation
             or normalize_version_string(self.version)
             != normalize_version_string(other.version)
+            or self.org != other.org
         ):
             return False
 
@@ -472,7 +533,9 @@ def to_proto_spec(
             ]
 
         feature_transformation_proto = None
-        if hasattr(self, "feature_transformation") and self.feature_transformation:
+        if getattr(self, "_raw_feature_transformation_proto", None) is not None:
+            feature_transformation_proto = self._raw_feature_transformation_proto
+        elif hasattr(self, "feature_transformation") and self.feature_transformation:
             feature_transformation_proto = transformation_to_proto(
                 self.feature_transformation
             )
@@ -485,6 +548,7 @@ def to_proto_spec(
             description=self.description,
             tags=self.tags,
             owner=self.owner,
+            org=self.org,
             ttl=(ttl_duration if ttl_duration is not None else None),
             online=self.online,
             offline=self.offline,
@@ -495,6 +559,7 @@ def to_proto_spec(
             mode=mode_to_string(self.mode),
             enable_validation=self.enable_validation,
             version=self.version,
+            disabled=not self.enabled,
         )
 
     def to_proto_meta(self):
@@ -510,6 +575,8 @@ def to_proto_meta(self):
             meta.materialization_intervals.append(interval_proto)
         if self.current_version_number is not None:
             meta.current_version_number = self.current_version_number
+        if self.state != FeatureViewState.STATE_UNSPECIFIED:
+            meta.state = self.state.to_proto()
         return meta
 
     def get_ttl_duration(self):
@@ -520,14 +587,17 @@ def get_ttl_duration(self):
         return ttl_duration
 
     @classmethod
-    def from_proto(cls, feature_view_proto: FeatureViewProto) -> "FeatureView":
-        return cls._from_proto_internal(feature_view_proto, seen={})
+    def from_proto(
+        cls, feature_view_proto: FeatureViewProto, skip_udf: bool = False
+    ) -> "FeatureView":
+        return cls._from_proto_internal(feature_view_proto, seen={}, skip_udf=skip_udf)
 
     @classmethod
     def _from_proto_internal(
         cls,
         feature_view_proto: FeatureViewProto,
         seen: Dict[str, Union[None, "FeatureView"]],
+        skip_udf: bool = False,
     ) -> "FeatureView":
         """
         Creates a feature view from a protobuf representation of a feature view.
@@ -561,7 +631,7 @@ def _from_proto_internal(
         )
         source_views = [
             FeatureView._from_proto_internal(
-                FeatureViewProto(spec=view_spec, meta=None), seen
+                FeatureViewProto(spec=view_spec, meta=None), seen, skip_udf=skip_udf
             )
             for view_spec in feature_view_proto.spec.source_views
         ]
@@ -581,22 +651,23 @@ def _from_proto_internal(
             )
             transformation = None
 
-            if feature_transformation_proto.HasField("user_defined_function"):
-                udf_proto = feature_transformation_proto.user_defined_function
-                if udf_proto.mode:
-                    try:
-                        transformation_class = get_transformation_class_from_type(
-                            udf_proto.mode
-                        )
-                        transformation = transformation_class.from_proto(udf_proto)
-                    except (ValueError, KeyError):
+            if not skip_udf:
+                if feature_transformation_proto.HasField("user_defined_function"):
+                    udf_proto = feature_transformation_proto.user_defined_function
+                    if udf_proto.mode:
+                        try:
+                            transformation_class = get_transformation_class_from_type(
+                                udf_proto.mode
+                            )
+                            transformation = transformation_class.from_proto(udf_proto)
+                        except (ValueError, KeyError):
+                            transformation = PythonTransformation.from_proto(udf_proto)
+                    else:
                         transformation = PythonTransformation.from_proto(udf_proto)
-                else:
-                    transformation = PythonTransformation.from_proto(udf_proto)
-            elif feature_transformation_proto.HasField("substrait_transformation"):
-                transformation = SubstraitTransformation.from_proto(
-                    feature_transformation_proto.substrait_transformation
-                )
+                elif feature_transformation_proto.HasField("substrait_transformation"):
+                    transformation = SubstraitTransformation.from_proto(
+                        feature_transformation_proto.substrait_transformation
+                    )
 
             mode: Union[TransformationMode, str]
             if feature_view_proto.spec.mode:
@@ -611,6 +682,7 @@ def _from_proto_internal(
                 description=feature_view_proto.spec.description,
                 tags=dict(feature_view_proto.spec.tags),
                 owner=feature_view_proto.spec.owner,
+                org=feature_view_proto.spec.org,
                 online=feature_view_proto.spec.online,
                 offline=feature_view_proto.spec.offline,
                 ttl=(
@@ -621,8 +693,14 @@ def _from_proto_internal(
                 source=source_views if source_views else batch_source,  # type: ignore[arg-type]
                 sink_source=batch_source if source_views else None,
                 mode=mode,
-                feature_transformation=transformation,
+                feature_transformation=transformation
+                if not skip_udf
+                else feature_transformation_proto,  # type: ignore[arg-type]
             )
+            if skip_udf:
+                feature_view._raw_feature_transformation_proto = (
+                    feature_transformation_proto
+                )
         else:
             mode_from_spec = (
                 feature_view_proto.spec.mode if feature_view_proto.spec.mode else None
@@ -633,6 +711,7 @@ def _from_proto_internal(
                 description=feature_view_proto.spec.description,
                 tags=dict(feature_view_proto.spec.tags),
                 owner=feature_view_proto.spec.owner,
+                org=feature_view_proto.spec.org,
                 online=feature_view_proto.spec.online,
                 offline=feature_view_proto.spec.offline,
                 ttl=(
@@ -669,6 +748,14 @@ def _from_proto_internal(
         # Restore enable_validation from proto field.
         feature_view.enable_validation = feature_view_proto.spec.enable_validation
 
+        # Restore enabled from proto's inverted 'disabled' field.
+        # Proto bool defaults to False, so old protos without this field
+        # will correctly default to enabled=True.
+        feature_view.enabled = not feature_view_proto.spec.disabled
+
+        # Restore lifecycle state from meta.
+        feature_view.state = FeatureViewState.from_proto(feature_view_proto.meta.state)
+
         # Restore version fields.
         spec_version = feature_view_proto.spec.version
         feature_view.version = spec_version or "latest"
diff --git a/sdk/python/feast/field.py b/sdk/python/feast/field.py
index e155836467b..3055bd70830 100644
--- a/sdk/python/feast/field.py
+++ b/sdk/python/feast/field.py
@@ -136,7 +136,7 @@ def to_proto(self) -> FieldProto:
             tags[NESTED_COLLECTION_INNER_TYPE_TAG] = _feast_type_to_str(self.dtype)
         return FieldProto(
             name=self.name,
-            value_type=value_type.value,
+            value_type=value_type.value,  # type: ignore[arg-type]
             description=self.description,
             tags=tags,
             vector_index=self.vector_index,
diff --git a/sdk/python/feast/infra/common/serde.py b/sdk/python/feast/infra/common/serde.py
index 90e1be9234e..572b3db0bec 100644
--- a/sdk/python/feast/infra/common/serde.py
+++ b/sdk/python/feast/infra/common/serde.py
@@ -30,7 +30,8 @@ def unserialize(self):
         # unserialize
         proto = FeatureViewProto()
         proto.ParseFromString(self.feature_view_proto)
-        feature_view = FeatureView.from_proto(proto)
+        # skip_udf=True: the write node only needs schema / entity metadata.
+        feature_view = FeatureView.from_proto(proto, skip_udf=True)
 
         # load
         repo_config = dill.loads(self.repo_config_byte)
diff --git a/sdk/python/feast/infra/compute_engines/dag/context.py b/sdk/python/feast/infra/compute_engines/dag/context.py
index 46eda356223..38b9a788872 100644
--- a/sdk/python/feast/infra/compute_engines/dag/context.py
+++ b/sdk/python/feast/infra/compute_engines/dag/context.py
@@ -42,6 +42,18 @@ def created_timestamp_column(self) -> Optional[str]:
         """
         return self._get_mapped_column(self.created_ts_col)
 
+    @property
+    def join_keys_columns(self) -> List[str]:
+        """
+        Get the join keys, mapped through field_mapping to their post-rename
+        column names. Use this when looking up columns on a DataFrame that has
+        already had its source columns renamed (e.g. inside DAG nodes that
+        consume the output of a source-read node).
+        """
+        if not self.field_mapping:
+            return list(self.join_keys)
+        return [self.field_mapping.get(key, key) for key in self.join_keys]
+
     def _get_mapped_column(self, column: Optional[str]) -> Optional[str]:
         """
         Helper method to get the mapped column name if it exists in field_mapping.
diff --git a/sdk/python/feast/infra/compute_engines/feature_builder.py b/sdk/python/feast/infra/compute_engines/feature_builder.py
index 8510b676c07..43f17ee2986 100644
--- a/sdk/python/feast/infra/compute_engines/feature_builder.py
+++ b/sdk/python/feast/infra/compute_engines/feature_builder.py
@@ -158,9 +158,14 @@ def get_column_info(
         # we need to read ALL source columns, not just the output feature columns.
         # This is specifically for transformations that create new columns or need raw data.
         mode = getattr(getattr(view, "feature_transformation", None), "mode", None)
-        if mode == "ray" or getattr(mode, "value", None) == "ray":
-            # Signal to read all columns by passing empty list for feature_cols
-            # The transformation will produce the output columns defined in the schema
+        if mode in ("ray", "pandas", "python") or getattr(mode, "value", None) in (
+            "ray",
+            "pandas",
+            "python",
+        ):
+            # Signal to read all columns by passing empty list for feature_cols.
+            # "python" (BatchFeatureView) transformations need all raw source columns — the
+            # UDF computes output features from raw input, not from pre-existing feature cols.
             feature_cols = []
 
         return ColumnInfo(
diff --git a/sdk/python/feast/infra/compute_engines/local/nodes.py b/sdk/python/feast/infra/compute_engines/local/nodes.py
index db65761a5e2..3274568671b 100644
--- a/sdk/python/feast/infra/compute_engines/local/nodes.py
+++ b/sdk/python/feast/infra/compute_engines/local/nodes.py
@@ -79,6 +79,10 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
         for val in input_values:
             val.assert_format(DAGFormat.ARROW)
 
+        # The upstream source-read node has already renamed columns via
+        # field_mapping, so use the mapped join keys for joining (see #5942).
+        join_keys = self.column_info.join_keys_columns
+
         # Convert all upstream ArrowTables to backend DataFrames
         joined_df = self.backend.from_arrow(input_values[0].data)
         for val in input_values[1:]:
@@ -86,7 +90,7 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
             joined_df = self.backend.join(
                 joined_df,
                 next_df,
-                on=self.column_info.join_keys,
+                on=join_keys,
                 how=self.how,
             )
 
@@ -105,7 +109,7 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
             joined_df = self.backend.join(
                 entity_df,
                 joined_df,
-                on=self.column_info.join_keys,
+                on=join_keys,
                 how="left",
             )
 
@@ -193,8 +197,10 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
 
         # Extract join_keys, timestamp, and created_ts from context
 
-        # Dedup strategy: sort and drop_duplicates
-        dedup_keys = self.column_info.join_keys
+        # Dedup strategy: sort and drop_duplicates. Use the mapped join key
+        # names so we look up the columns that the source-read node has
+        # already renamed (see issue #5942).
+        dedup_keys = self.column_info.join_keys_columns
         if dedup_keys:
             sort_keys = [self.column_info.timestamp_column]
             if (
@@ -361,10 +367,11 @@ def __init__(
 
     def execute(self, context: ExecutionContext) -> ArrowTableValue:
         input_table = self.get_single_table(context).data
-        context.node_outputs[self.name] = input_table
+        output = ArrowTableValue(data=input_table)
+        context.node_outputs[self.name] = output
 
         if input_table.num_rows == 0:
-            return input_table
+            return output
 
         if self.feature_view.online:
             online_store = context.online_store
@@ -374,16 +381,25 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
                 for entity in self.feature_view.entity_columns
             }
 
-            rows_to_write = _convert_arrow_to_proto(
-                input_table, self.feature_view, join_key_to_value_type
+            batch_size = (
+                context.repo_config.materialization_config.online_write_batch_size
             )
-
-            online_store.online_write_batch(
-                config=context.repo_config,
-                table=self.feature_view,
-                data=rows_to_write,
-                progress=lambda x: None,
+            # Single batch if None (backward compatible), otherwise use configured batch_size
+            batches = (
+                [input_table]
+                if batch_size is None
+                else input_table.to_batches(max_chunksize=batch_size)
             )
+            for batch in batches:
+                rows_to_write = _convert_arrow_to_proto(
+                    batch, self.feature_view, join_key_to_value_type
+                )
+                online_store.online_write_batch(
+                    config=context.repo_config,
+                    table=self.feature_view,
+                    data=rows_to_write,
+                    progress=lambda x: None,
+                )
 
         if self.feature_view.offline:
             offline_store = context.offline_store
@@ -394,4 +410,4 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
                 progress=lambda x: None,
             )
 
-        return input_table
+        return output
diff --git a/sdk/python/feast/infra/compute_engines/ray/compute.py b/sdk/python/feast/infra/compute_engines/ray/compute.py
index fa8f9747f3b..fb870f9c308 100644
--- a/sdk/python/feast/infra/compute_engines/ray/compute.py
+++ b/sdk/python/feast/infra/compute_engines/ray/compute.py
@@ -22,7 +22,10 @@
     RayDAGRetrievalJob,
     RayMaterializationJob,
 )
-from feast.infra.compute_engines.ray.utils import write_to_online_store
+from feast.infra.compute_engines.ray.utils import (
+    write_to_online_store,
+    write_to_online_store_from_ray_ds,
+)
 from feast.infra.offline_stores.offline_store import RetrievalJob
 from feast.infra.ray_initializer import (
     ensure_ray_initialized,
@@ -172,43 +175,93 @@ def _materialize_from_offline_store(
                 end_date=end_date,
             )
 
-            # Convert to Arrow Table and write to online/offline stores
-            arrow_table = retrieval_job.to_arrow()
-
-            # Write to online store if enabled
-            write_to_online_store(
-                arrow_table=arrow_table,
-                feature_view=feature_view,
-                online_store=self.online_store,
-                repo_config=self.repo_config,
+            # Prefer the distributed Ray path: keep data on the cluster and
+            # write each partition in parallel.  Fall back to the Arrow driver
+            # path for non-Ray retrieval jobs (e.g. Dask, DuckDB offline stores).
+            from feast.infra.offline_stores.contrib.ray_offline_store.ray import (
+                RayRetrievalJob,
             )
 
-            # Write to offline store if enabled (this handles sink_source automatically for derived views)
-            if getattr(feature_view, "offline", False):
-                self.offline_store.offline_write_batch(
-                    config=self.repo_config,
+            if isinstance(retrieval_job, RayRetrievalJob):
+                ray_ds = retrieval_job.to_ray_dataset()
+
+                needs_offline = getattr(feature_view, "offline", False)
+                sink_source = getattr(feature_view, "sink_source", None)
+
+                # Materialise the lazy pipeline ONCE into Ray object-store memory
+                # when more than one write target will consume it.
+                # Without this, each use of ray_ds (online write via map_batches,
+                # to_arrow_refs for offline_write_batch, write_parquet for
+                # sink_source) independently re-executes the full source-read
+                # pipeline, producing up to three separate data snapshots that can
+                # diverge when the source changes between executions.
+                if needs_offline or sink_source is not None:
+                    ray_ds = ray_ds.materialize()
+
+                # Distributed online store write — each Ray worker writes its shard
+                write_to_online_store_from_ray_ds(
+                    ray_ds=ray_ds,
                     feature_view=feature_view,
-                    table=arrow_table,
-                    progress=lambda x: None,
+                    online_store=self.online_store,
+                    repo_config=self.repo_config,
                 )
 
-            # For derived views, also ensure data is written to sink_source if it exists
-            # This is critical for feature view chaining to work properly
-            sink_source = getattr(feature_view, "sink_source", None)
-            if sink_source is not None:
-                logger.debug(
-                    f"Writing derived view {feature_view.name} to sink_source: {sink_source.path}"
+                # offline_write_batch and sink_source are independent — both can
+                # apply when a feature view has offline=True AND a sink_source.
+                if needs_offline:
+                    import pyarrow as pa
+                    import ray as _ray
+
+                    arrow_table = pa.concat_tables(_ray.get(ray_ds.to_arrow_refs()))
+                    self.offline_store.offline_write_batch(
+                        config=self.repo_config,
+                        feature_view=feature_view,
+                        table=arrow_table,
+                        progress=lambda x: None,
+                    )
+
+                if sink_source is not None:
+                    logger.debug(
+                        f"Writing derived view {feature_view.name} to sink_source: {sink_source.path}"
+                    )
+                    try:
+                        ray_ds.write_parquet(sink_source.path)
+                    except Exception as e:
+                        logger.error(
+                            f"Failed to write to sink_source {sink_source.path}: {e}"
+                        )
+            else:
+                # Non-Ray offline store: collect on driver and write sequentially
+                arrow_table = retrieval_job.to_arrow()
+
+                write_to_online_store(
+                    arrow_table=arrow_table,
+                    feature_view=feature_view,
+                    online_store=self.online_store,
+                    repo_config=self.repo_config,
                 )
 
-                # Write to sink_source using Ray data
-                try:
-                    ray_wrapper = get_ray_wrapper()
-                    ray_dataset = ray_wrapper.from_arrow(arrow_table)
-                    ray_dataset.write_parquet(sink_source.path)
-                except Exception as e:
-                    logger.error(
-                        f"Failed to write to sink_source {sink_source.path}: {e}"
+                if getattr(feature_view, "offline", False):
+                    self.offline_store.offline_write_batch(
+                        config=self.repo_config,
+                        feature_view=feature_view,
+                        table=arrow_table,
+                        progress=lambda x: None,
+                    )
+
+                sink_source = getattr(feature_view, "sink_source", None)
+                if sink_source is not None:
+                    logger.debug(
+                        f"Writing derived view {feature_view.name} to sink_source: {sink_source.path}"
                     )
+                    try:
+                        ray_wrapper = get_ray_wrapper()
+                        ray_dataset = ray_wrapper.from_arrow(arrow_table)
+                        ray_dataset.write_parquet(sink_source.path)
+                    except Exception as e:
+                        logger.error(
+                            f"Failed to write to sink_source {sink_source.path}: {e}"
+                        )
             return RayMaterializationJob(
                 job_id=job_id,
                 status=MaterializationJobStatus.SUCCEEDED,
diff --git a/sdk/python/feast/infra/compute_engines/ray/config.py b/sdk/python/feast/infra/compute_engines/ray/config.py
index bb6b63a05c5..3e231f576ad 100644
--- a/sdk/python/feast/infra/compute_engines/ray/config.py
+++ b/sdk/python/feast/infra/compute_engines/ray/config.py
@@ -41,11 +41,69 @@ class RayComputeEngineConfig(FeastConfigBaseModel):
 
     # Additional configuration options
     max_workers: Optional[int] = None
-    """Maximum number of Ray workers. If None, uses all available cores."""
+    """Maximum number of Ray workers for transformation and join nodes.
+    If None, Ray uses all available cores."""
+
+    write_concurrency: Optional[int] = None
+    """Concurrency for the RayWriteNode's map_batches call (online-store writes).
+    If None, falls back to max_workers, then 1 (safe default
+    for single-file stores).
+
+    Example - SQLite online store (default for local deployments):
+      write_concurrency: 1
+
+    Example - Redis / DynamoDB online store (supports parallel writes):
+      write_concurrency: 8
+    """
 
     enable_optimization: bool = True
     """Enable automatic performance optimizations."""
 
+    # Worker task resource configuration
+    num_gpus: Optional[float] = None
+    """Number of GPUs to request per worker task. Requires GPU nodes in the
+    Ray cluster. Fractional values (e.g. 0.5) are supported by Ray for GPU
+    sharing. Supported in all modes: local, remote, and KubeRay."""
+
+    gpu_batch_format: str = "pandas"
+    """Batch format for map_batches when num_gpus is set. Use 'numpy' or
+    'pyarrow' for GPU-native libraries (e.g. cuDF, PyTorch). Defaults to
+    'pandas'."""
+
+    worker_task_options: Optional[Dict[str, Any]] = None
+    """Arbitrary Ray task options passed verbatim to @ray.remote .options()
+    and map_batches for every worker task Feast dispatches. This is the
+    escape hatch for any Ray or CodeFlare SDK scheduling parameter not
+    covered by the dedicated fields above.
+
+    Pairs with ray_conf (which configures ray.init) — worker_task_options
+    targets the individual worker tasks rather than the cluster connection.
+
+    Common keys (see https://docs.ray.io/en/latest/ray-core/api/doc/ray.remote_function.RemoteFunction.options.html):
+      num_cpus          (float)  – CPUs per task (default: 1)
+      memory            (int)    – Heap memory in bytes (e.g. 8 * 1024**3 for 8 GB)
+      accelerator_type  (str)    – Specific GPU model, e.g. 'A100', 'T4', 'V100'.
+                                   Pins tasks to nodes advertising that type. Useful
+                                   on KubeRay clusters with mixed GPU pools.
+      resources         (dict)   – Custom/extended resource labels, e.g.
+                                   {'intel.com/gpu': 1} for Kubernetes extended resources.
+      runtime_env       (dict)   – Per-task runtime environment (pip, conda, env_vars,
+                                   working_dir, …). For KubeRay use this to install
+                                   extra packages on workers without rebuilding images.
+      max_retries       (int)    – Task retry count on worker failure (default: 3).
+      scheduling_strategy (str)  – 'DEFAULT', 'SPREAD', or a placement group strategy.
+
+    Example:
+      worker_task_options:
+        num_cpus: 4
+        memory: 8589934592       # 8 GB
+        accelerator_type: "A100"
+        max_retries: 5
+        runtime_env:
+          pip: ["cudf-cu12==24.10.0"]
+          env_vars: {CUDA_VISIBLE_DEVICES: "0"}
+    """
+
     @property
     def window_size_timedelta(self) -> timedelta:
         """Convert window size string to timedelta."""
diff --git a/sdk/python/feast/infra/compute_engines/ray/feature_builder.py b/sdk/python/feast/infra/compute_engines/ray/feature_builder.py
index a9830162c1e..f0a26df263b 100644
--- a/sdk/python/feast/infra/compute_engines/ray/feature_builder.py
+++ b/sdk/python/feast/infra/compute_engines/ray/feature_builder.py
@@ -136,6 +136,7 @@ def build_dedup_node(self, view, input_node):
             name="dedup",
             column_info=column_info,
             config=self.config,
+            is_materialization=self.is_materialization,
         )
         node.add_input(input_node)
 
diff --git a/sdk/python/feast/infra/compute_engines/ray/nodes.py b/sdk/python/feast/infra/compute_engines/ray/nodes.py
index 5b16f3edd05..026c46d4233 100644
--- a/sdk/python/feast/infra/compute_engines/ray/nodes.py
+++ b/sdk/python/feast/infra/compute_engines/ray/nodes.py
@@ -1,7 +1,7 @@
 import json
 import logging
 from datetime import datetime, timedelta, timezone
-from typing import Dict, List, Optional, Set, Union
+from typing import Any, Dict, List, Optional, Set, Union
 
 import dill
 import pandas as pd
@@ -559,6 +559,20 @@ def _fallback_pandas_aggregation(self, dataset: Dataset, agg_dict: dict) -> Data
 class RayDedupNode(DAGNode):
     """
     Ray node for deduplicating records.
+
+    Two dedup strategies are provided:
+
+    * **Materialization** (``is_materialization=True``): per-block
+      ``drop_duplicates``.  This is streaming-friendly because it never needs
+      to see all blocks at once.  Any cross-block duplicates are resolved by
+      the online store, which does an UPSERT and therefore naturally keeps the
+      last-written value.  This avoids the ``groupby().map_groups()`` full
+      shuffle that would otherwise block until every single block was produced.
+
+    * **Historical retrieval** (``is_materialization=False``): global
+      ``groupby().map_groups()``.  Correctness is required here because the
+      entity-timestamp join must return exactly one feature row per
+      (entity, query-timestamp) pair.
     """
 
     def __init__(
@@ -566,10 +580,12 @@ def __init__(
         name: str,
         column_info,
         config: RayComputeEngineConfig,
+        is_materialization: bool = False,
     ):
         super().__init__(name)
         self.column_info = column_info
         self.config = config
+        self.is_materialization = is_materialization
 
     def execute(self, context: ExecutionContext) -> DAGValue:
         """Execute the deduplication operation."""
@@ -577,39 +593,59 @@ def execute(self, context: ExecutionContext) -> DAGValue:
         input_value.assert_format(DAGFormat.RAY)
         dataset: Dataset = input_value.data
 
-        @safe_batch_processor
-        def deduplicate_batch(batch: pd.DataFrame) -> pd.DataFrame:
-            """Remove duplicates from the batch."""
-            # Get deduplication keys
-            join_keys = self.column_info.join_keys
-            timestamp_col = self.column_info.timestamp_column
-
-            if join_keys:
-                # Sort by join keys and timestamp (most recent first)
-                sort_columns = join_keys + [timestamp_col]
-                available_columns = [
-                    col for col in sort_columns if col in batch.columns
-                ]
+        join_keys = self.column_info.join_keys
+        timestamp_col = self.column_info.timestamp_column
 
-                if available_columns:
-                    # Sort and deduplicate
-                    sorted_batch = batch.sort_values(
-                        available_columns,
-                        ascending=[True] * len(join_keys)
-                        + [False],  # Recent timestamps first
-                    )
+        if join_keys:
+            if self.is_materialization:
+                # Per-block dedup: streaming-safe, no full shuffle required.
+                # Cross-block duplicates are handled by the online-store UPSERT.
+                #
+                # IMPORTANT: do NOT call dataset.schema() here.  For streaming
+                # datasets backed by slow map_batches actors, .schema() triggers
+                # eager block execution to
+                # infer the output type.  Those blocks are consumed and LOST —
+                # they never reach the write stage.  We therefore defer the
+                # column-existence check to inside _dedup_block, which runs in
+                # a worker per block without interfering with streaming.
+                _join_keys = list(join_keys)
+                _ts_col = timestamp_col
+
+                def _dedup_block(block: pd.DataFrame) -> pd.DataFrame:
+                    available = [k for k in _join_keys if k in block.columns]
+                    if not available:
+                        return block
+                    if _ts_col and _ts_col in block.columns:
+                        block = block.sort_values(_ts_col, ascending=False)
+                    return block.drop_duplicates(subset=available)
+
+                dataset = dataset.map_batches(_dedup_block, batch_format="pandas")
+            else:
+                # Global dedup via groupby: required for historical retrieval
+                # where the entity–timestamp join must return exactly one row
+                # per (entity, query-timestamp) pair.
+                # NOTE: groupby().map_groups() is a full shuffle and blocks
+                # until ALL upstream blocks are produced.  Use only when
+                # correctness across partition boundaries is mandatory.
+                available_join_keys = [
+                    k for k in join_keys if k in dataset.schema().names
+                ]
+                available_ts_col = (
+                    timestamp_col if timestamp_col in dataset.schema().names else None
+                )
 
-                    # Keep first occurrence (most recent) for each join key combination
-                    deduped_batch = sorted_batch.drop_duplicates(
-                        subset=join_keys,
-                        keep="first",
-                    )
+                if available_join_keys:
 
-                    return deduped_batch
+                    def _keep_latest_in_group(group: pd.DataFrame) -> pd.DataFrame:
+                        if available_ts_col and available_ts_col in group.columns:
+                            group = group.sort_values(available_ts_col, ascending=False)
+                        return group.head(1)
 
-            return batch
+                    dataset = dataset.groupby(available_join_keys).map_groups(
+                        _keep_latest_in_group, batch_format="pandas"
+                    )
 
-        deduped_dataset = dataset.map_batches(deduplicate_batch, batch_format="pandas")
+        deduped_dataset = dataset
 
         return DAGValue(
             data=deduped_dataset,
@@ -688,10 +724,36 @@ def apply_transformation_with_serialized_udf(
 
                 return transformed_batch
 
+            num_gpus = getattr(self.config, "num_gpus", None) or None
+            task_options: Dict[str, Any] = dict(
+                getattr(self.config, "worker_task_options", None) or {}
+            )
+            if num_gpus:
+                task_options["num_gpus"] = num_gpus
+            batch_format = (
+                getattr(self.config, "gpu_batch_format", "pandas")
+                if num_gpus
+                else "pandas"
+            )
+            # Only the scheduling-relevant subset flows into map_batches
+            _MAP_BATCHES_RESOURCE_KEYS = {
+                "num_gpus",
+                "num_cpus",
+                "accelerator_type",
+                "resources",
+            }
+            map_kwargs: Dict[str, Any] = {
+                "batch_format": batch_format,
+                "concurrency": self.config.max_workers or 12,
+                **{
+                    k: v
+                    for k, v in task_options.items()
+                    if k in _MAP_BATCHES_RESOURCE_KEYS
+                },
+            }
             transformed_dataset = dataset.map_batches(
                 apply_transformation_with_serialized_udf,
-                batch_format="pandas",
-                concurrency=self.config.max_workers or 12,
+                **map_kwargs,
             )
 
         return DAGValue(
@@ -830,10 +892,19 @@ def write_batch_with_serialized_artifacts(batch: pd.DataFrame) -> pd.DataFrame:
 
             return batch
 
+        # Resolve write concurrency from config.
+        # write_concurrency takes precedence; falls back to max_workers, then 1.
+        if self.config is not None and self.config.write_concurrency is not None:
+            _write_concurrency = self.config.write_concurrency
+        elif self.config is not None and self.config.max_workers is not None:
+            _write_concurrency = self.config.max_workers
+        else:
+            _write_concurrency = 1
+
         written_dataset = dataset.map_batches(
             write_batch_with_serialized_artifacts,
             batch_format="pandas",
-            concurrency=self.config.max_workers if self.config else 12,
+            concurrency=_write_concurrency,
         )
         written_dataset = written_dataset.materialize()
 
diff --git a/sdk/python/feast/infra/compute_engines/ray/utils.py b/sdk/python/feast/infra/compute_engines/ray/utils.py
index 94ebbe2c643..9727f010ca4 100644
--- a/sdk/python/feast/infra/compute_engines/ray/utils.py
+++ b/sdk/python/feast/infra/compute_engines/ray/utils.py
@@ -3,8 +3,9 @@
 """
 
 import logging
-from typing import Callable, Dict, Union
+from typing import TYPE_CHECKING, Any, Callable, Dict, Union
 
+import numpy as np
 import pandas as pd
 import pyarrow as pa
 
@@ -16,6 +17,9 @@
 from feast.utils import _convert_arrow_to_proto
 from feast.value_type import ValueType
 
+if TYPE_CHECKING:
+    import ray.data
+
 logger = logging.getLogger(__name__)
 
 
@@ -45,10 +49,107 @@ def write_to_online_store(
                 for entity in feature_view.entity_columns
             }
 
-        rows_to_write = _convert_arrow_to_proto(
-            arrow_table, feature_view, join_key_to_value_type
+        batch_size = repo_config.materialization_config.online_write_batch_size
+        # Single batch if None (backward compatible), otherwise use configured batch_size
+        batches = (
+            [arrow_table]
+            if batch_size is None
+            else arrow_table.to_batches(max_chunksize=batch_size)
         )
 
+        total_rows = 0
+        for batch in batches:
+            rows_to_write = _convert_arrow_to_proto(
+                batch, feature_view, join_key_to_value_type
+            )
+
+            if rows_to_write:
+                online_store.online_write_batch(
+                    config=repo_config,
+                    table=feature_view,
+                    data=rows_to_write,
+                    progress=lambda x: None,
+                )
+                total_rows += len(rows_to_write)
+
+        if total_rows > 0:
+            logger.debug(
+                f"Successfully wrote {total_rows} rows to online store for {feature_view.name}"
+            )
+        else:
+            logger.warning(f"No rows to write for {feature_view.name}")
+
+    except Exception as e:
+        logger.error(f"Failed to write to online store for {feature_view.name}: {e}")
+
+
+# Ray Data batch type: pandas DataFrame, numpy dict, or pyarrow Table
+BatchType = Union[pd.DataFrame, Dict[str, np.ndarray], pa.Table]
+
+
+def _is_empty_batch(batch: BatchType) -> bool:
+    """Return True if the batch contains no rows, regardless of Ray Data batch format.
+
+    Ray Data delivers batches in three formats depending on the batch_format
+    argument passed to map_batches:
+      - "pandas"  → pd.DataFrame   (.empty attribute)
+      - "numpy"   → Dict[str, np.ndarray]  (check length of first array)
+      - "pyarrow" → pa.Table       (.num_rows attribute)
+    """
+    if isinstance(batch, pd.DataFrame):
+        return batch.empty
+    if isinstance(batch, dict):
+        if not batch:
+            return True
+        first = next(iter(batch.values()))
+        return len(first) == 0
+    if isinstance(batch, pa.Table):
+        return batch.num_rows == 0
+    return False
+
+
+def write_to_online_store_from_ray_ds(
+    ray_ds: "ray.data.Dataset",
+    feature_view: Union[BatchFeatureView, StreamFeatureView, FeatureView],
+    online_store: OnlineStore,
+    repo_config: RepoConfig,
+) -> None:
+    """Write a Ray Dataset to the online store in a distributed fashion.
+
+    Instead of collecting the entire dataset onto the driver (as
+    :func:`write_to_online_store` does via ``to_arrow()``), this function uses
+    ``ray_ds.map_batches`` so that each Ray worker writes its own partition
+    independently.  This avoids driver memory pressure for large datasets and
+    fully exploits the parallelism of the Ray cluster.
+
+    The ``online_store`` and ``repo_config`` objects must be serialisable
+    (picklable) because Ray ships them to remote workers.  All built-in Feast
+    online stores satisfy this requirement.
+
+    Args:
+        ray_ds: The Ray Dataset produced by
+            :meth:`RayRetrievalJob.to_ray_dataset`.
+        feature_view: Feature view being materialised.
+        online_store: Online store instance to write to.
+        repo_config: Repository configuration forwarded to the online store.
+    """
+    if not getattr(feature_view, "online", False):
+        return
+
+    join_key_to_value_type: Dict[str, ValueType] = {}
+    if hasattr(feature_view, "entity_columns") and feature_view.entity_columns:
+        join_key_to_value_type = {
+            entity.name: entity.dtype.to_value_type()
+            for entity in feature_view.entity_columns
+        }
+
+    batch_size = repo_config.materialization_config.online_write_batch_size
+
+    def _write_batch(batch: pa.Table) -> pa.Table:
+        """Write a single Arrow batch to the online store and pass it through."""
+        rows_to_write = _convert_arrow_to_proto(
+            batch, feature_view, join_key_to_value_type
+        )
         if rows_to_write:
             online_store.online_write_batch(
                 config=repo_config,
@@ -56,32 +157,52 @@ def write_to_online_store(
                 data=rows_to_write,
                 progress=lambda x: None,
             )
-            logger.debug(
-                f"Successfully wrote {len(rows_to_write)} rows to online store for {feature_view.name}"
-            )
-        else:
-            logger.warning(f"No rows to write for {feature_view.name}")
+        return batch
+
+    # Ray's map_batches requires a positive integer or "default" for batch_size;
+    # None is not accepted.  When no explicit batch size is configured, omit the
+    # argument entirely so Ray uses its own default partitioning heuristic.
+    map_batches_kwargs: dict[str, Any] = {
+        "batch_format": "pyarrow",
+        "zero_copy_batch": True,
+    }
+    if batch_size is not None:
+        map_batches_kwargs["batch_size"] = batch_size
 
+    try:
+        ray_ds.map_batches(_write_batch, **map_batches_kwargs).materialize()
+        logger.debug(
+            f"Distributed online store write completed for {feature_view.name}"
+        )
     except Exception as e:
-        logger.error(f"Failed to write to online store for {feature_view.name}: {e}")
+        logger.error(
+            f"Distributed write to online store failed for {feature_view.name}: {e}"
+        )
 
 
 def safe_batch_processor(
-    func: Callable[[pd.DataFrame], pd.DataFrame],
-) -> Callable[[pd.DataFrame], pd.DataFrame]:
+    func: Callable[[BatchType], BatchType],
+) -> Callable[[BatchType], BatchType]:
     """
-    Decorator for batch processing functions that handles empty batches and errors gracefully.
+    Decorator for batch processing functions that handles empty batches and
+    exceptions gracefully across all Ray Data batch formats.
+
+    Ray Data can deliver batches as a pandas DataFrame (batch_format="pandas"),
+    a Dict[str, np.ndarray] (batch_format="numpy"), or a pa.Table
+    (batch_format="pyarrow"). The decorator handles all three so that callers
+    using gpu_batch_format="numpy" or "pyarrow" do not crash on the empty-batch
+    check.
 
     Args:
-        func: Function that processes a pandas DataFrame batch
+        func: Batch processing function. Receives and returns the same batch
+            type that Ray Data passes (pandas, numpy dict, or pyarrow Table).
 
     Returns:
-        Wrapped function that handles empty batches and exceptions
+        Wrapped function that skips empty batches and swallows exceptions.
     """
 
-    def wrapper(batch: pd.DataFrame) -> pd.DataFrame:
-        # Handle empty batches
-        if batch.empty:
+    def wrapper(batch: BatchType) -> BatchType:
+        if _is_empty_batch(batch):
             return batch
 
         try:
diff --git a/sdk/python/feast/infra/compute_engines/spark/utils.py b/sdk/python/feast/infra/compute_engines/spark/utils.py
index 4e429f8e075..8c84c9f17a6 100644
--- a/sdk/python/feast/infra/compute_engines/spark/utils.py
+++ b/sdk/python/feast/infra/compute_engines/spark/utils.py
@@ -1,3 +1,5 @@
+import logging
+import os
 from typing import Dict, Iterable, Literal, Optional
 
 import pandas as pd
@@ -9,6 +11,102 @@
 from feast.infra.common.serde import SerializedArtifacts
 from feast.utils import _convert_arrow_to_proto, _run_pyarrow_field_mapping
 
+try:
+    import boto3
+    from botocore.client import Config as BotoConfig
+except ImportError:
+    boto3 = None  # type: ignore[assignment]
+    BotoConfig = None  # type: ignore[assignment,misc]
+
+logger = logging.getLogger(__name__)
+
+
+def _ensure_s3a_event_log_dir(spark_config: Dict[str, str]) -> None:
+    """Pre-create the S3A event log prefix before SparkContext initialisation.
+
+    Spark's EventLogFileWriter.requireLogBaseDirAsDirectory() is called inside
+    SparkContext.__init__ and crashes if the S3A path doesn't exist yet (S3 has no
+    real directories, so an empty prefix returns a 404). This function writes a
+    zero-byte placeholder so the prefix exists before SparkContext is built.
+
+    This is only attempted when:
+      - spark.eventLog.enabled == "true"
+      - spark.eventLog.dir starts with "s3a://"
+    Failures are non-fatal: Spark will surface its own error if the dir is still missing.
+    """
+    if spark_config.get("spark.eventLog.enabled", "false").lower() != "true":
+        return
+    event_dir = spark_config.get("spark.eventLog.dir", "")
+    if not event_dir.startswith("s3a://"):
+        return
+
+    path = event_dir[len("s3a://") :]
+    bucket, _, prefix = path.partition("/")
+    prefix = prefix.rstrip("/")
+    prefix = (prefix + "/") if prefix else prefix
+    placeholder_key = prefix + ".keep"
+
+    endpoint = spark_config.get(
+        "spark.hadoop.fs.s3a.endpoint",
+        os.environ.get("AWS_ENDPOINT_URL", ""),
+    )
+    access_key = spark_config.get(
+        "spark.hadoop.fs.s3a.access.key",
+        os.environ.get("AWS_ACCESS_KEY_ID", ""),
+    )
+    secret_key = spark_config.get(
+        "spark.hadoop.fs.s3a.secret.key",
+        os.environ.get("AWS_SECRET_ACCESS_KEY", ""),
+    )
+    session_token = (
+        spark_config.get(
+            "spark.hadoop.fs.s3a.session.token",
+            os.environ.get("AWS_SESSION_TOKEN", ""),
+        )
+        or None
+    )
+
+    try:
+        if boto3 is None:
+            raise ImportError("boto3 is not installed")
+
+        addressing_style = (
+            "path"
+            if spark_config.get(
+                "spark.hadoop.fs.s3a.path.style.access", "false"
+            ).lower()
+            == "true"
+            else "auto"
+        )
+
+        s3 = boto3.client(
+            "s3",
+            endpoint_url=endpoint if endpoint else None,
+            aws_access_key_id=access_key or None,
+            aws_secret_access_key=secret_key or None,
+            aws_session_token=session_token,
+            config=BotoConfig(
+                signature_version="s3v4",
+                s3={"addressing_style": addressing_style},
+            ),
+        )
+        resp = s3.list_objects_v2(Bucket=bucket, Prefix=prefix, MaxKeys=1)
+        if resp.get("KeyCount", 0) == 0:
+            s3.put_object(Bucket=bucket, Key=placeholder_key, Body=b"")
+            logger.debug(
+                "Created S3A event log dir placeholder: s3a://%s/%s",
+                bucket,
+                placeholder_key,
+            )
+    except Exception as exc:
+        logger.warning(
+            "Could not pre-create S3A event log dir s3a://%s/%s — "
+            "SparkContext may fail if the path still doesn't exist: %s",
+            bucket,
+            prefix,
+            exc,
+        )
+
 
 def get_or_create_new_spark_session(
     spark_config: Optional[Dict[str, str]] = None,
@@ -17,6 +115,7 @@ def get_or_create_new_spark_session(
     if not spark_session:
         spark_builder = SparkSession.builder
         if spark_config:
+            _ensure_s3a_event_log_dir(spark_config)
             spark_builder = spark_builder.config(
                 conf=SparkConf().setAll([(k, v) for k, v in spark_config.items()])
             )
@@ -47,16 +146,24 @@ def map_in_arrow(
                 for entity in feature_view.entity_columns
             }
 
-            rows_to_write = _convert_arrow_to_proto(
-                table, feature_view, join_key_to_value_type
-            )
-
-            online_store.online_write_batch(
-                config=repo_config,
-                table=feature_view,
-                data=rows_to_write,
-                progress=lambda x: None,
+            batch_size = repo_config.materialization_config.online_write_batch_size
+            # Single batch if None (backward compatible), otherwise use configured batch_size
+            sub_batches = (
+                [table]
+                if batch_size is None
+                else table.to_batches(max_chunksize=batch_size)
             )
+            for sub_batch in sub_batches:
+                rows_to_write = _convert_arrow_to_proto(
+                    sub_batch, feature_view, join_key_to_value_type
+                )
+
+                online_store.online_write_batch(
+                    config=repo_config,
+                    table=feature_view,
+                    data=rows_to_write,
+                    progress=lambda x: None,
+                )
         if mode == "offline":
             offline_store.offline_write_batch(
                 config=repo_config,
@@ -95,15 +202,23 @@ def map_in_pandas(iterator, serialized_artifacts: SerializedArtifacts):
             for entity in feature_view.entity_columns
         }
 
-        rows_to_write = _convert_arrow_to_proto(
-            table, feature_view, join_key_to_value_type
-        )
-        online_store.online_write_batch(
-            repo_config,
-            feature_view,
-            rows_to_write,
-            lambda x: None,
+        batch_size = repo_config.materialization_config.online_write_batch_size
+        # Single batch if None (backward compatible), otherwise use configured batch_size
+        sub_batches = (
+            [table]
+            if batch_size is None
+            else table.to_batches(max_chunksize=batch_size)
         )
+        for sub_batch in sub_batches:
+            rows_to_write = _convert_arrow_to_proto(
+                sub_batch, feature_view, join_key_to_value_type
+            )
+            online_store.online_write_batch(
+                repo_config,
+                feature_view,
+                rows_to_write,
+                lambda x: None,
+            )
 
     yield pd.DataFrame(
         [pd.Series(range(1, 2))]
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile b/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile
index 2834f98ca10..6eb4cc96418 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile
+++ b/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile
@@ -1,7 +1,7 @@
-FROM registry.access.redhat.com/ubi9/python-312-minimal:1
+FROM registry.access.redhat.com/ubi9/python-312-minimal:latest
 
 USER 0
-RUN microdnf install -y gcc libpq-devel python3.12-devel && microdnf clean all
+RUN microdnf install -y git gcc libpq-devel python3.12-devel && microdnf clean all
 USER 1001
 
 COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev b/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev
index 4d85b621192..faf49c20903 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev
+++ b/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev
@@ -1,4 +1,4 @@
-FROM registry.access.redhat.com/ubi9/python-312-minimal:1
+FROM registry.access.redhat.com/ubi9/python-312-minimal:latest
 
 USER 0
 RUN microdnf install -y npm git gcc libpq-devel python3.12-devel && microdnf clean all
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/requirements.txt b/sdk/python/feast/infra/feature_servers/multicloud/requirements.txt
index 18fc3a66969..6c97dbd7f0a 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/requirements.txt
+++ b/sdk/python/feast/infra/feature_servers/multicloud/requirements.txt
@@ -1,2 +1,2 @@
 # keep VERSION on line #2, this is critical to release CI
-feast[minimal] == 0.62.0
+feast[minimal] == 0.63.0
diff --git a/sdk/python/feast/infra/offline_stores/bigquery.py b/sdk/python/feast/infra/offline_stores/bigquery.py
index 948cfcf1ff0..3d0f84bb3a5 100644
--- a/sdk/python/feast/infra/offline_stores/bigquery.py
+++ b/sdk/python/feast/infra/offline_stores/bigquery.py
@@ -161,13 +161,18 @@ def pull_latest_from_table_or_query(
             project=project_id,
             location=config.offline_store.location,
         )
+        cast_style: Literal["date_func", "timestamp_func"] = (
+            "date_func"
+            if data_source.timestamp_field_type == "DATE"
+            else "timestamp_func"
+        )
         timestamp_filter = get_timestamp_filter_sql(
             start_date,
             end_date,
             timestamp_field,
             date_partition_column=data_source.date_partition_column,
             quote_fields=False,
-            cast_style="timestamp_func",
+            cast_style=cast_style,
         )
         query = f"""
             SELECT
@@ -220,13 +225,18 @@ def pull_all_from_table_or_query(
             + BigQueryOfflineStore._escape_query_columns(feature_name_columns)
             + timestamp_fields
         )
+        cast_style: Literal["date_func", "timestamp_func"] = (
+            "date_func"
+            if data_source.timestamp_field_type == "DATE"
+            else "timestamp_func"
+        )
         timestamp_filter = get_timestamp_filter_sql(
             start_date,
             end_date,
             timestamp_field,
             date_partition_column=data_source.date_partition_column,
             quote_fields=False,
-            cast_style="timestamp_func",
+            cast_style=cast_style,
         )
         query = f"""
             SELECT {field_string}
@@ -434,11 +444,15 @@ def offline_write_batch(
             location=config.offline_store.location,
         )
 
+        parquet_options = bigquery.ParquetOptions()
+        parquet_options.enable_list_inference = True
+
         job_config = bigquery.LoadJobConfig(
             source_format=bigquery.SourceFormat.PARQUET,
             schema=arrow_schema_to_bq_schema(pa_schema),
             create_disposition=config.offline_store.table_create_disposition,
             write_disposition="WRITE_APPEND",  # Default but included for clarity
+            parquet_options=parquet_options,
         )
 
         with tempfile.TemporaryFile() as parquet_temp_file:
@@ -934,10 +948,17 @@ def arrow_schema_to_bq_schema(arrow_schema: pyarrow.Schema) -> List[SchemaField]
                 {% if loop.last %}{% else %}, {% endif %}
             {% endfor %}
         FROM {{ featureview.table_subquery }}
+        {% if featureview.timestamp_field_type == "DATE" %}
+        WHERE {{ featureview.timestamp_field }} <= DATE('{{ featureview.max_event_timestamp[:10] }}')
+        {% if featureview.ttl == 0 %}{% else %}
+        AND {{ featureview.timestamp_field }} >= DATE('{{ featureview.min_event_timestamp[:10] }}')
+        {% endif %}
+        {% else %}
         WHERE {{ featureview.timestamp_field }} <= '{{ featureview.max_event_timestamp }}'
         {% if featureview.ttl == 0 %}{% else %}
         AND {{ featureview.timestamp_field }} >= '{{ featureview.min_event_timestamp }}'
         {% endif %}
+        {% endif %}
         {% if featureview.date_partition_column %}
         AND {{ featureview.date_partition_column | backticks }} <= '{{ featureview.max_event_timestamp[:10] }}'
         {% if featureview.min_event_timestamp %}
diff --git a/sdk/python/feast/infra/offline_stores/bigquery_source.py b/sdk/python/feast/infra/offline_stores/bigquery_source.py
index 69e42e3fd09..5fdc29a19fb 100644
--- a/sdk/python/feast/infra/offline_stores/bigquery_source.py
+++ b/sdk/python/feast/infra/offline_stores/bigquery_source.py
@@ -35,6 +35,7 @@ def __init__(
         created_timestamp_column: Optional[str] = "",
         field_mapping: Optional[Dict[str, str]] = None,
         date_partition_column: Optional[str] = None,
+        timestamp_field_type: Optional[str] = None,
         query: Optional[str] = None,
         description: Optional[str] = "",
         tags: Optional[Dict[str, str]] = None,
@@ -47,15 +48,18 @@ def __init__(
                 case the table must be specified.
             timestamp_field (optional): Event timestamp field used for point in time
                 joins of feature values.
-            table (optional): BigQuery table where the features are stored. Exactly one of 'table'
-                and 'query' must be specified.
-            table (optional): The BigQuery table where features can be found.
+            table (optional): BigQuery table where the features are stored. At least one of 'table'
+                and 'query' must be specified. When both are set, 'query' is used for reads and
+                'table' is used as the write destination.
             created_timestamp_column (optional): Timestamp column when row was created, used for deduplicating rows.
             field_mapping (optional): A dictionary mapping of column names in this data source to feature names in a feature table
                 or view. Only used for feature columns, not entities or timestamp columns.
             date_partition_column (optional): Timestamp column used for partitioning.
-            query (optional): The query to be executed to obtain the features. Exactly one of 'table'
-                and 'query' must be specified.
+            timestamp_field_type (optional): Type of the timestamp_field column.
+                Set to "DATE" when the event timestamp column is a DATE type,
+                so SQL generation uses date-only comparisons instead of TIMESTAMP().
+            query (optional): The query to be executed to obtain the features. When both 'table'
+                and 'query' are provided, 'query' takes priority for reads.
             description (optional): A human-readable description.
             tags (optional): A dictionary of key-value pairs to store arbitrary metadata.
             owner (optional): The owner of the bigquery source, typically the email of the primary
@@ -81,6 +85,7 @@ def __init__(
             created_timestamp_column=created_timestamp_column,
             field_mapping=field_mapping,
             date_partition_column=date_partition_column,
+            timestamp_field_type=timestamp_field_type,
             description=description,
             tags=tags,
             owner=owner,
@@ -121,6 +126,7 @@ def from_proto(data_source: DataSourceProto):
             timestamp_field=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             date_partition_column=data_source.date_partition_column,
+            timestamp_field_type=data_source.timestamp_field_type or None,
             query=data_source.bigquery_options.query,
             description=data_source.description,
             tags=dict(data_source.tags),
@@ -139,6 +145,7 @@ def _to_proto_impl(self) -> DataSourceProto:
             timestamp_field=self.timestamp_field,
             created_timestamp_column=self.created_timestamp_column,
             date_partition_column=self.date_partition_column,
+            timestamp_field_type=self.timestamp_field_type,
         )
 
         return data_source_proto
@@ -156,10 +163,10 @@ def validate(self, config: RepoConfig):
 
     def get_table_query_string(self) -> str:
         """Returns a string that can directly be used to reference this table in SQL"""
-        if self.table:
-            return f"`{self.table}`"
-        else:
+        if self.query:
             return f"({self.query})"
+        else:
+            return f"`{self.table}`"
 
     @staticmethod
     def source_datatype_to_feast_value_type() -> Callable[[str], ValueType]:
@@ -185,14 +192,14 @@ def get_table_column_names_and_types(
             location=config.offline_store.location,
             client_info=http_client_info.ClientInfo(user_agent=get_user_agent()),
         )
-        if self.table:
-            schema = client.get_table(self.table).schema
-            if not isinstance(schema[0], bigquery.schema.SchemaField):
-                raise TypeError("Could not parse BigQuery table schema.")
-        else:
+        if self.query:
             bq_columns_query = f"SELECT * FROM ({self.query}) LIMIT 0"
             query_res = client.query(bq_columns_query).result()
             schema = query_res.schema
+        else:
+            schema = client.get_table(self.table).schema
+            if not isinstance(schema[0], bigquery.schema.SchemaField):
+                raise TypeError("Could not parse BigQuery table schema.")
 
         name_type_pairs: List[Tuple[str, str]] = []
         for field in schema:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/README.md b/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/README.md
new file mode 100644
index 00000000000..24446f8c003
--- /dev/null
+++ b/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/README.md
@@ -0,0 +1,71 @@
+# MongoDB Offline Store
+
+This offline store lets you train models and run batch scoring directly from it.
+All feature views share a single collection. Reads use
+MongoDB aggregation pipelines with a compound index, so per-entity cost is
+O(log n_observations) regardless of collection size.
+
+## Schema
+
+All feature views share one collection (default: `feature_history`), discriminated by the `feature_view` field.
+
+```javascript
+// Collection: feature_history
+{
+  "entity_id":       Binary("..."),           // Serialized entity key (bytes)
+  "feature_view":    "driver_stats",          // Discriminator
+  "features": {                               // Nested subdocument
+    "trips_today":   5,
+    "rating":        4.8
+  },
+  "event_timestamp": ISODate("2024-01-15T10:00:00Z"),
+  "created_at":      ISODate("2024-01-15T10:00:01Z")
+}
+```
+## Index
+
+The store creates one compound index lazily on first use. This index supports every query issued..
+
+```javascript
+db.feature_history.createIndex({
+  "entity_id":       1,
+  "feature_view":    1,
+  "event_timestamp": -1,
+  "created_at":      -1
+})
+
+```
+## Configuration
+
+```yaml
+offline_store:
+  type: feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb.MongoDBOfflineStore
+  connection_string: mongodb://localhost:27017
+  database: feast
+  collection: feature_history  # optional, default: feature_history
+```
+
+## Key Features
+
+**Query-collapse** — Feature views that share the same join key set are grouped into a single MongoDB aggregation round-trip instead of one per feature view. Reduces round-trips from K to the number of unique join key signatures, often one.
+
+**Scoring path** — When `entity_df` contains unique entity IDs, a `$match + $sort + $group` pipeline performs server-side deduplication returning at most one document per `(entity_id, feature_view)`. The compound index makes per-entity cost O(log n_obs).
+
+**Training path** — When `entity_df` contains repeated entity IDs at different timestamps, the `$group` stage is omitted and `pandas.merge_asof` performs per-row point-in-time joins optimized in C.
+
+**`strict_pit`** — `get_historical_features` accepts a `strict_pit` keyword argument (default `True`). With `strict_pit=True` (default, safe for training), documents whose timestamp is strictly after the entity request timestamp are returned as `NULL`. Set `strict_pit=False` for real-time inference where you always want the most recent observation.
+
+
+## Writing Data
+
+Use `offline_write_batch` (called automatically by `feast materialize`) to write feature observations:
+
+```python
+store.write_to_offline_store(feature_view_name, df)
+```
+
+Documents are appended; `pull_latest` and the scoring path select the highest `created_at` at read time.
+
+## Memory Behaviour
+
+The store filters by entity key in `$match` rather than loading the entire collection. Memory usage is bounded by the number of unique entity IDs × documents per entity, not the total collection size.
diff --git a/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/__init__.py b/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/__init__.py
new file mode 100644
index 00000000000..535583bc38d
--- /dev/null
+++ b/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/__init__.py
@@ -0,0 +1,8 @@
+import feast.version
+
+try:
+    from pymongo.driver_info import DriverInfo
+
+    DRIVER_METADATA = DriverInfo(name="Feast", version=feast.version.get_version())
+except ImportError:
+    DRIVER_METADATA = None  # type: ignore[assignment]
diff --git a/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/mongodb.py b/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/mongodb.py
new file mode 100644
index 00000000000..76aa173cb95
--- /dev/null
+++ b/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/mongodb.py
@@ -0,0 +1,1067 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+MongoDB Offline Store.
+
+Single-collection schema.  Key optimizations:
+
+1. Server-side deduplication (scoring path): when entity_df has unique
+   entity IDs the aggregation adds a ``$group`` stage that returns at most
+   one document per (entity_id, feature_view) pair — O(N×K) transfer
+   instead of O(N×P×K).  The compound index backs the entire pipeline,
+   making per-entity cost O(log P) rather than O(P).
+
+   For training data (repeated entity IDs at different timestamps) the
+   ``$group`` optimisation is skipped and ``merge_asof`` is used instead,
+
+
+Index (created lazily on first use)::
+
+    (entity_id ASC, feature_view ASC, event_timestamp DESC, created_at DESC)
+"""
+
+from collections import defaultdict
+from datetime import datetime, timezone
+from typing import (
+    Any,
+    Callable,
+    Dict,
+    Generator,
+    List,
+    Optional,
+    Set,
+    Tuple,
+    Union,
+)
+
+import pandas as pd
+import pyarrow
+
+try:
+    from pymongo import ASCENDING, DESCENDING, MongoClient
+except ImportError:
+    MongoClient = None  # type: ignore[assignment,misc]
+
+from pydantic import StrictStr
+
+from feast.data_source import DataSource
+from feast.errors import (
+    DataSourceNoNameException,
+    FeastExtrasDependencyImportError,
+    SavedDatasetLocationAlreadyExists,
+)
+from feast.feature_view import FeatureView
+from feast.infra.key_encoding_utils import deserialize_entity_key, serialize_entity_key
+from feast.infra.offline_stores.offline_store import (
+    OfflineStore,
+    RetrievalJob,
+    RetrievalMetadata,
+)
+from feast.infra.offline_stores.offline_utils import (
+    get_expected_join_keys,
+    infer_event_timestamp_from_entity_df,
+)
+from feast.infra.registry.base_registry import BaseRegistry
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import FeastConfigBaseModel, RepoConfig
+from feast.saved_dataset import SavedDatasetStorage
+from feast.type_map import mongodb_to_feast_value_type
+from feast.value_type import ValueType
+
+from . import DRIVER_METADATA
+
+# Cache: avoid re-creating the compound index on every call
+_indexes_ensured: Set[str] = set()
+
+# Chunk sizes — exposed at module level so tests can patch them.
+_CHUNK_SIZE = 50_000
+_MONGO_BATCH_SIZE = 10_000
+
+
+# ---------------------------------------------------------------------------
+# Config
+# ---------------------------------------------------------------------------
+
+
+class MongoDBOfflineStoreConfig(FeastConfigBaseModel):
+    """Configuration for the MongoDB offline store (single shared collection)."""
+
+    type: StrictStr = "feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb.MongoDBOfflineStore"
+
+    connection_string: StrictStr = "mongodb://localhost:27017"
+    """MongoDB connection URI"""
+
+    database: StrictStr = "feast"
+    """MongoDB database name"""
+
+    collection: StrictStr = "feature_history"
+    """Single collection shared by all feature views"""
+
+
+# ---------------------------------------------------------------------------
+# Data source
+# ---------------------------------------------------------------------------
+
+
+class MongoDBSource(DataSource):
+    """Data source for the MongoDB offline store.
+
+    The ``name`` field is used as the ``feature_view`` discriminator inside
+    the single shared collection.
+    """
+
+    def __init__(
+        self,
+        name: Optional[str] = None,
+        timestamp_field: str = "event_timestamp",
+        created_timestamp_column: str = "created_at",
+        field_mapping: Optional[Dict[str, str]] = None,
+        description: Optional[str] = "",
+        tags: Optional[Dict[str, str]] = None,
+        owner: Optional[str] = "",
+    ):
+        if name is None:
+            raise DataSourceNoNameException()
+        super().__init__(
+            name=name,
+            timestamp_field=timestamp_field,
+            created_timestamp_column=created_timestamp_column,
+            field_mapping=field_mapping or {},
+            description=description,
+            tags=tags or {},
+            owner=owner,
+        )
+
+    @property
+    def feature_view_name(self) -> str:
+        return self.name
+
+    def source_type(self) -> DataSourceProto.SourceType.ValueType:
+        return DataSourceProto.CUSTOM_SOURCE
+
+    def validate(self, config: RepoConfig) -> None:
+        pass
+
+    @staticmethod
+    def from_proto(data_source: DataSourceProto) -> "MongoDBSource":
+        assert data_source.HasField("custom_options")
+        return MongoDBSource(
+            name=data_source.name,
+            timestamp_field=data_source.timestamp_field,
+            created_timestamp_column=data_source.created_timestamp_column,
+            field_mapping=dict(data_source.field_mapping),
+            description=data_source.description,
+            tags=dict(data_source.tags),
+            owner=data_source.owner,
+        )
+
+    def _to_proto_impl(self) -> DataSourceProto:
+        import json
+
+        return DataSourceProto(
+            name=self.name,
+            type=DataSourceProto.CUSTOM_SOURCE,
+            data_source_class_type="feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb.MongoDBSource",
+            field_mapping=self.field_mapping,
+            custom_options=DataSourceProto.CustomSourceOptions(
+                configuration=json.dumps({"feature_view": self.name}).encode()
+            ),
+            description=self.description,
+            tags=self.tags,
+            owner=self.owner,
+            timestamp_field=self.timestamp_field,
+            created_timestamp_column=self.created_timestamp_column,
+        )
+
+    def get_table_query_string(self) -> str:
+        return self.name
+
+    def get_table_column_names_and_types(
+        self, config: RepoConfig
+    ) -> List[Tuple[str, str]]:
+        """Infer column names and types by reading a sample document from MongoDB."""
+        if MongoClient is None:
+            raise FeastExtrasDependencyImportError("pymongo", "mongodb")
+        client: Any = MongoClient(
+            config.offline_store.connection_string, driver=DRIVER_METADATA
+        )
+        try:
+            coll = client[config.offline_store.database][
+                config.offline_store.collection
+            ]
+            doc = coll.find_one({"feature_view": self.feature_view_name})
+            if doc is None:
+                return []
+            result: List[Tuple[str, str]] = []
+            # Entity key is binary — join keys are inferred from the FeatureView,
+            # not from the document.  Expose event_timestamp and created_at.
+            if "event_timestamp" in doc:
+                result.append(("event_timestamp", "datetime"))
+            if "created_at" in doc:
+                result.append(("created_at", "datetime"))
+            features = doc.get("features", {})
+            if isinstance(features, dict):
+                for k, v in features.items():
+                    if isinstance(v, bool):
+                        result.append((k, "bool"))
+                    elif isinstance(v, int):
+                        result.append((k, "int64"))
+                    elif isinstance(v, float):
+                        result.append((k, "float64"))
+                    elif isinstance(v, str):
+                        result.append((k, "string"))
+                    elif isinstance(v, list):
+                        result.append((k, "list"))
+                    elif isinstance(v, dict):
+                        result.append((k, "dict"))
+                    else:
+                        result.append((k, "object"))
+            return result
+        finally:
+            client.close()
+
+    @staticmethod
+    def source_datatype_to_feast_value_type() -> Callable[[str], ValueType]:
+        return mongodb_to_feast_value_type
+
+
+# ---------------------------------------------------------------------------
+# Retrieval job
+# ---------------------------------------------------------------------------
+
+
+class MongoDBRetrievalJob(RetrievalJob):
+    def __init__(
+        self,
+        query_fn: Callable[[], pyarrow.Table],
+        full_feature_names: bool,
+        config: RepoConfig,
+        metadata: Optional[RetrievalMetadata] = None,
+    ):
+        self._query_fn = query_fn
+        self._full_feature_names = full_feature_names
+        self._config = config
+        self._metadata = metadata
+
+    @property
+    def full_feature_names(self) -> bool:
+        return self._full_feature_names
+
+    @property
+    def on_demand_feature_views(self) -> List[Any]:
+        return []
+
+    @property
+    def metadata(self) -> Optional[RetrievalMetadata]:
+        return self._metadata
+
+    def _to_arrow_internal(self, timeout: Optional[int] = None) -> pyarrow.Table:
+        return self._query_fn()
+
+    def persist(
+        self,
+        storage: SavedDatasetStorage,
+        allow_overwrite: bool = False,
+        timeout: Optional[int] = None,
+    ) -> None:
+        import os
+
+        from feast.infra.offline_stores.file_source import SavedDatasetFileStorage
+
+        if isinstance(storage, SavedDatasetFileStorage):
+            path = storage.file_options.uri
+        elif hasattr(storage, "path"):
+            path = storage.path  # type: ignore[union-attr]
+        else:
+            raise ValueError(
+                f"MongoDBRetrievalJob.persist does not support "
+                f"{type(storage).__name__!r}. Use SavedDatasetFileStorage."
+            )
+
+        if not allow_overwrite and os.path.exists(path):
+            raise SavedDatasetLocationAlreadyExists(location=path)
+        self.to_df().to_parquet(path)
+
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+
+def _fetch_documents(
+    client: Any, db_name: str, collection_name: str, pipeline: List[Dict]
+) -> List[Dict]:
+    db = client[db_name]
+    return list(db[collection_name].aggregate(pipeline))
+
+
+def _serialize_entity_key_from_row(
+    row: pd.Series,
+    join_keys: List[str],
+    entity_key_version: int,
+    join_key_types: Dict[str, ValueType],
+) -> bytes:
+    entity_key = EntityKeyProto()
+    for jk in sorted(join_keys):
+        val = row[jk]
+        entity_key.join_keys.append(jk)
+        proto_val = ValueProto()
+        vtype = join_key_types.get(jk, ValueType.UNKNOWN)
+        if vtype == ValueType.INT32:
+            proto_val.int32_val = int(val)
+        elif vtype == ValueType.INT64 or isinstance(val, int):
+            proto_val.int64_val = int(val)
+        elif vtype == ValueType.STRING or isinstance(val, str):
+            proto_val.string_val = str(val)
+        elif isinstance(val, float):
+            proto_val.double_val = float(val)
+        else:
+            proto_val.int64_val = int(val)
+        entity_key.entity_values.append(proto_val)
+    return serialize_entity_key(entity_key, entity_key_version)
+
+
+def _expand_entity_id_column(
+    df: pd.DataFrame,
+    join_key_columns: List[str],
+    entity_key_version: int,
+) -> pd.DataFrame:
+    """Deserialize ``entity_id`` bytes into individual join key columns.
+
+    Each ``entity_id`` value is deserialized via ``deserialize_entity_key``
+    and the resulting join key names/values are added as new columns.
+    The ``entity_id`` column is then dropped.
+    """
+    if "entity_id" not in df.columns or df.empty:
+        return df
+
+    def _extract(eid_bytes: bytes) -> Dict[str, Any]:
+        ek = deserialize_entity_key(eid_bytes, entity_key_version)
+        row: Dict[str, Any] = {}
+        for key, val in zip(ek.join_keys, ek.entity_values):
+            which = val.WhichOneof("val")
+            row[key] = getattr(val, which) if which else None
+        return row
+
+    expanded = pd.DataFrame([_extract(eid) for eid in df["entity_id"]])
+    # Only keep the columns the caller asked for (in case the serialized
+    # key contains more keys than expected).
+    for col in join_key_columns:
+        if col in expanded.columns:
+            df[col] = expanded[col].values
+    df = df.drop(columns=["entity_id"], errors="ignore")
+    return df
+
+
+# ---------------------------------------------------------------------------
+# Offline store
+# ---------------------------------------------------------------------------
+
+
+class MongoDBOfflineStore(OfflineStore):
+    """MongoDB offline store using a single collection and grouped aggregation.
+
+    Key optimizations:
+    - Collapsing K feature-view queries into one aggregation per join-key group
+    - Using server-side ``$group`` (O(log P) with index) for the scoring path
+    """
+
+    @staticmethod
+    def _ensure_indexes(client: Any, db_name: str, collection_name: str) -> None:
+        """Create the compound index that enables O(log P) per-entity lookups."""
+        collection = client[db_name][collection_name]
+        target_key = [
+            ("entity_id", ASCENDING),
+            ("feature_view", ASCENDING),
+            ("event_timestamp", DESCENDING),
+            ("created_at", DESCENDING),
+        ]
+        existing = collection.index_information()
+        for idx_info in existing.values():
+            if idx_info.get("key") == target_key:
+                return
+        collection.create_index(target_key, name="entity_fv_ts_idx", background=True)
+
+    @staticmethod
+    def _get_client_and_ensure_indexes(config: RepoConfig) -> Any:
+        if MongoClient is None:
+            raise FeastExtrasDependencyImportError("pymongo", "mongodb")
+        conn_str = config.offline_store.connection_string
+        db_name = config.offline_store.database
+        collection = config.offline_store.collection
+        cache_key = f"{conn_str}/{db_name}/{collection}"
+        client: Any = MongoClient(conn_str, driver=DRIVER_METADATA)
+        if cache_key not in _indexes_ensured:
+            MongoDBOfflineStore._ensure_indexes(client, db_name, collection)
+            _indexes_ensured.add(cache_key)
+        return client
+
+    @staticmethod
+    def pull_latest_from_table_or_query(
+        config: RepoConfig,
+        data_source: DataSource,
+        join_key_columns: List[str],
+        feature_name_columns: List[str],
+        timestamp_field: str,
+        created_timestamp_column: Optional[str],
+        start_date: datetime,
+        end_date: datetime,
+    ) -> RetrievalJob:
+        if not isinstance(data_source, MongoDBSource):
+            raise ValueError(
+                f"MongoDBOfflineStore expected MongoDBSource, "
+                f"got {type(data_source).__name__!r}."
+            )
+        db_name = config.offline_store.database
+        collection = config.offline_store.collection
+        feature_view_name = data_source.feature_view_name
+        start_utc = start_date.astimezone(tz=timezone.utc)
+        end_utc = end_date.astimezone(tz=timezone.utc)
+
+        project_stage: Dict[str, Any] = {
+            "_id": 0,
+            "entity_id": "$doc.entity_id",
+            "event_timestamp": "$doc.event_timestamp",
+        }
+        if created_timestamp_column:
+            project_stage["created_at"] = "$doc.created_at"
+        for feat in feature_name_columns:
+            project_stage[feat] = f"$doc.features.{feat}"
+
+        pipeline: List[Dict[str, Any]] = [
+            {
+                "$match": {
+                    "feature_view": feature_view_name,
+                    "event_timestamp": {"$gte": start_utc, "$lte": end_utc},
+                }
+            },
+            {"$sort": {"entity_id": 1, "event_timestamp": -1, "created_at": -1}},
+            {"$group": {"_id": "$entity_id", "doc": {"$first": "$$ROOT"}}},
+            {"$project": project_stage},
+        ]
+
+        entity_key_version = config.entity_key_serialization_version
+
+        def _run() -> pyarrow.Table:
+            client = MongoDBOfflineStore._get_client_and_ensure_indexes(config)
+            try:
+                docs = _fetch_documents(client, db_name, collection, pipeline)
+                if not docs:
+                    return pyarrow.Table.from_pydict({})
+                df = pd.DataFrame(docs)
+                df = _expand_entity_id_column(df, join_key_columns, entity_key_version)
+                if not df.empty and "event_timestamp" in df.columns:
+                    if df["event_timestamp"].dt.tz is None:
+                        df["event_timestamp"] = pd.to_datetime(
+                            df["event_timestamp"], utc=True
+                        )
+                return pyarrow.Table.from_pandas(df, preserve_index=False)
+            finally:
+                client.close()
+
+        return MongoDBRetrievalJob(
+            query_fn=_run, full_feature_names=False, config=config
+        )
+
+    @staticmethod
+    def pull_all_from_table_or_query(
+        config: RepoConfig,
+        data_source: DataSource,
+        join_key_columns: List[str],
+        feature_name_columns: List[str],
+        timestamp_field: str,
+        created_timestamp_column: Optional[str] = None,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+    ) -> RetrievalJob:
+        if not isinstance(data_source, MongoDBSource):
+            raise ValueError(
+                f"MongoDBOfflineStore expected MongoDBSource, "
+                f"got {type(data_source).__name__!r}."
+            )
+        db_name = config.offline_store.database
+        collection = config.offline_store.collection
+        feature_view_name = data_source.feature_view_name
+        match_filter: Dict[str, Any] = {"feature_view": feature_view_name}
+        if start_date or end_date:
+            ts_filter: Dict[str, Any] = {}
+            if start_date:
+                ts_filter["$gte"] = start_date.astimezone(tz=timezone.utc)
+            if end_date:
+                ts_filter["$lte"] = end_date.astimezone(tz=timezone.utc)
+            match_filter["event_timestamp"] = ts_filter
+        project_stage: Dict[str, Any] = {"_id": 0, "entity_id": 1, "event_timestamp": 1}
+        if created_timestamp_column:
+            project_stage["created_at"] = 1
+        for feat in feature_name_columns:
+            project_stage[feat] = f"$features.{feat}"
+        pipeline = [{"$match": match_filter}, {"$project": project_stage}]
+        entity_key_version = config.entity_key_serialization_version
+
+        def _run() -> pyarrow.Table:
+            client = MongoDBOfflineStore._get_client_and_ensure_indexes(config)
+            try:
+                docs = _fetch_documents(client, db_name, collection, pipeline)
+                if not docs:
+                    return pyarrow.Table.from_pydict({})
+                df = pd.DataFrame(docs)
+                df = _expand_entity_id_column(df, join_key_columns, entity_key_version)
+                if not df.empty and "event_timestamp" in df.columns:
+                    if df["event_timestamp"].dt.tz is None:
+                        df["event_timestamp"] = pd.to_datetime(
+                            df["event_timestamp"], utc=True
+                        )
+                return pyarrow.Table.from_pandas(df, preserve_index=False)
+            finally:
+                client.close()
+
+        return MongoDBRetrievalJob(
+            query_fn=_run, full_feature_names=False, config=config
+        )
+
+    @staticmethod
+    def get_historical_features(
+        config: RepoConfig,
+        feature_views: List[FeatureView],
+        feature_refs: List[str],
+        entity_df: Union[pd.DataFrame, str],
+        registry: BaseRegistry,
+        project: str,
+        full_feature_names: bool = False,
+        strict_pit: bool = True,
+    ) -> RetrievalJob:
+        """Fetch historical features using grouped aggregation.
+
+        Groups feature views by join key signature so that FVs sharing the
+        same entity key are handled in a single MongoDB aggregation instead
+        of K separate queries.
+
+        Scoring path (unique entity IDs in entity_df):
+            Uses ``$match + $sort + $group`` — server returns at most one
+            document per (entity_id, feature_view).  The compound index
+            makes per-entity cost O(log P).  Python post-filters the result.
+
+        Training path (repeated entity IDs at different timestamps):
+            Omits ``$group`` and uses ``merge_asof`` in Python, matching
+            standard PIT behaviour.
+
+        Args:
+            strict_pit: When True (default) features whose document timestamp
+                is strictly after the entity request timestamp are returned as
+                NULL — this is the safe training/evaluation default.  Set to
+                False for real-time scoring where you want the most recent
+                observation even if it post-dates the nominal request time.
+        """
+        if isinstance(entity_df, str):
+            raise ValueError(
+                "MongoDBOfflineStore does not support SQL entity_df strings."
+            )
+
+        db_name = config.offline_store.database
+        feature_collection = config.offline_store.collection
+        entity_key_version = config.entity_key_serialization_version
+
+        entity_schema = dict(zip(entity_df.columns, entity_df.dtypes))
+        event_timestamp_col = infer_event_timestamp_from_entity_df(entity_schema)
+
+        # Feature refs use projection names (e.g. "origin:temperature")
+        fv_to_features: Dict[str, List[str]] = defaultdict(list)
+        for ref in feature_refs:
+            fv_name, feat_name = ref.split(":", 1)
+            fv_to_features[fv_name].append(feat_name)
+
+        # All dicts keyed by projection name (name_to_use), not fv.name,
+        # because entity mapping creates multiple projections of the same FV.
+        fv_by_proj: Dict[str, FeatureView] = {
+            fv.projection.name_to_use(): fv for fv in feature_views
+        }
+
+        # projection_name → MongoDB feature_view discriminator value
+        # (the data source name, NOT the FeatureView name)
+        fv_mongo_name: Dict[str, str] = {}
+        for fv in feature_views:
+            proj = fv.projection.name_to_use()
+            src = fv.batch_source
+            fv_mongo_name[proj] = (
+                src.feature_view_name
+                if isinstance(src, MongoDBSource)
+                else getattr(src, "name", fv.name)
+            )
+
+        # projection_name → mapped join keys (as in entity_df columns)
+        fv_mapped_join_keys: Dict[str, List[str]] = {
+            fv.projection.name_to_use(): list(
+                get_expected_join_keys(project, [fv], registry)
+            )
+            for fv in feature_views
+        }
+
+        # projection_name → {mapped_key → original_key}
+        fv_reverse_jk: Dict[str, Dict[str, str]] = {
+            fv.projection.name_to_use(): {
+                v: k for k, v in fv.projection.join_key_map.items()
+            }
+            for fv in feature_views
+        }
+
+        # projection_name → original join key types (keyed by original name)
+        fv_jk_types_original: Dict[str, Dict[str, ValueType]] = {
+            fv.projection.name_to_use(): {
+                ec.name: ec.dtype.to_value_type() for ec in fv.entity_columns
+            }
+            for fv in feature_views
+        }
+
+        # projection_name → reverse field_mapping (feast_name → source_col_name)
+        fv_reverse_fm: Dict[str, Dict[str, str]] = {}
+        for fv in feature_views:
+            proj = fv.projection.name_to_use()
+            fm = fv.batch_source.field_mapping if fv.batch_source else {}
+            fv_reverse_fm[proj] = {v: k for k, v in fm.items()} if fm else {}
+
+        CHUNK_SIZE = _CHUNK_SIZE
+        MONGO_BATCH_SIZE = _MONGO_BATCH_SIZE
+
+        def _chunk_dataframe(
+            df: pd.DataFrame, size: int
+        ) -> Generator[pd.DataFrame, None, None]:
+            for i in range(0, len(df), size):
+                yield df.iloc[i : i + size]
+
+        def _run_single(entity_subset_df: pd.DataFrame, coll: Any) -> pd.DataFrame:
+            result = entity_subset_df.copy()
+            if not pd.api.types.is_datetime64_any_dtype(result[event_timestamp_col]):
+                result[event_timestamp_col] = pd.to_datetime(
+                    result[event_timestamp_col], utc=True
+                )
+            elif result[event_timestamp_col].dt.tz is None:
+                result[event_timestamp_col] = pd.to_datetime(
+                    result[event_timestamp_col], utc=True
+                )
+
+            max_ts = result[event_timestamp_col].max()
+            min_ts = result[event_timestamp_col].min()
+
+            # Process each feature view projection independently.
+            # (Different projections of the same FV have different
+            #  entity key mappings and must be handled separately.)
+            for proj_name, features in fv_to_features.items():
+                fv = fv_by_proj.get(proj_name)
+                if fv is None:
+                    for feat in features:
+                        col = f"{proj_name}__{feat}" if full_feature_names else feat
+                        result[col] = None
+                    continue
+
+                mongo_fv_name = fv_mongo_name[proj_name]
+                mapped_keys = fv_mapped_join_keys[proj_name]
+                reverse_jk = fv_reverse_jk[proj_name]
+                orig_key_types = fv_jk_types_original[proj_name]
+                reverse_fm = fv_reverse_fm[proj_name]
+
+                # Serialize entity keys: read values from MAPPED columns in
+                # entity_df, but serialize with ORIGINAL join key names to
+                # match the bytes stored in MongoDB.
+                _mk = mapped_keys
+                _rjk = reverse_jk
+                _okt = orig_key_types
+
+                def _ser(row, __mk=_mk, __rjk=_rjk, __okt=_okt):
+                    ek = EntityKeyProto()
+                    orig_keys = sorted([__rjk.get(m, m) for m in __mk])
+                    o2m = {__rjk.get(m, m): m for m in __mk}
+                    for ok in orig_keys:
+                        mk = o2m[ok]
+                        val = row[mk]
+                        ek.join_keys.append(ok)
+                        pv = ValueProto()
+                        vt = __okt.get(ok, ValueType.UNKNOWN)
+                        if vt == ValueType.INT32:
+                            pv.int32_val = int(val)
+                        elif vt == ValueType.INT64 or isinstance(val, int):
+                            pv.int64_val = int(val)
+                        elif vt == ValueType.STRING or isinstance(val, str):
+                            pv.string_val = str(val)
+                        elif isinstance(val, float):
+                            pv.double_val = float(val)
+                        else:
+                            pv.int64_val = int(val)
+                        ek.entity_values.append(pv)
+                    return serialize_entity_key(ek, entity_key_version)
+
+                eid_col = f"_eid_{proj_name}"
+                result[eid_col] = result.apply(_ser, axis=1)
+                unique_eids = result[eid_col].unique().tolist()
+
+                # Detect scoring vs training path per-FV.
+                #
+                # The scoring path ($group $first) requires unique entity
+                # IDs for THIS FV — otherwise $group discards rows that
+                # share an entity_id.
+                #
+                # When strict_pit=True, there is an additional constraint:
+                # all entity request timestamps must be identical.  The
+                # $match uses $lte: max_ts which is correct only when
+                # every entity shares the same request time.  When
+                # timestamps differ, $group may pick a doc that is after
+                # a specific entity's request time; the Python future_mask
+                # would null it, but the valid older doc was already
+                # discarded by $group.
+                #
+                # When strict_pit=False, there is no $lte filter and no
+                # future_mask — we want the globally latest doc per entity
+                # regardless of request time, so $group $first is always
+                # correct.
+                unique_entities = result[eid_col].nunique() == len(result)
+                scoring_path = unique_entities and (
+                    not strict_pit or result[event_timestamp_col].nunique() == 1
+                )
+
+                # TTL filter — use min_ts for the lower bound so that
+                # documents needed for early entity rows are included.
+                # Per-row TTL enforcement happens in the merge_asof path.
+                fv_ttl = fv.ttl if fv else None
+                ts_filter: Dict[str, Any] = {"$lte": max_ts} if strict_pit else {}
+                if fv_ttl:
+                    lower_ref = min_ts if strict_pit else datetime.now(tz=timezone.utc)
+                    ts_filter["$gte"] = lower_ref - fv_ttl
+
+                # Query MongoDB
+                all_docs: List[Dict] = []
+                for i in range(0, len(unique_eids), MONGO_BATCH_SIZE):
+                    batch_ids = unique_eids[i : i + MONGO_BATCH_SIZE]
+                    match_q: Dict[str, Any] = {
+                        "entity_id": {"$in": batch_ids},
+                        "feature_view": mongo_fv_name,
+                    }
+                    if ts_filter:
+                        match_q["event_timestamp"] = ts_filter
+
+                    if scoring_path:
+                        pipeline: List[Dict] = [
+                            {"$match": match_q},
+                            {
+                                "$sort": {
+                                    "entity_id": 1,
+                                    "event_timestamp": -1,
+                                    "created_at": -1,
+                                }
+                            },
+                            {
+                                "$group": {
+                                    "_id": "$entity_id",
+                                    "event_timestamp": {"$first": "$event_timestamp"},
+                                    "features": {"$first": "$features"},
+                                    "created_at": {"$first": "$created_at"},
+                                }
+                            },
+                            {
+                                "$project": {
+                                    "_id": 0,
+                                    "entity_id": "$_id",
+                                    "event_timestamp": 1,
+                                    "features": 1,
+                                    "created_at": 1,
+                                }
+                            },
+                        ]
+                    else:
+                        pipeline = [{"$match": match_q}]
+
+                    all_docs.extend(list(coll.aggregate(pipeline)))
+
+                if not all_docs:
+                    for feat in features:
+                        col = f"{proj_name}__{feat}" if full_feature_names else feat
+                        result[col] = None
+                    result = result.drop(columns=[eid_col], errors="ignore")
+                    continue
+
+                fv_df = pd.DataFrame(all_docs)
+                fv_df = fv_df.rename(columns={"entity_id": eid_col})
+
+                # Extract features from nested dict, applying reverse field_mapping.
+                # Using .apply() instead of json_normalize preserves complex types
+                # (dicts for Map/Struct, lists for Array).
+                if "features" in fv_df.columns:
+                    for feat in features:
+                        src_col = reverse_fm.get(feat, feat)
+                        fv_df[feat] = fv_df["features"].apply(
+                            lambda d, _s=src_col: (
+                                d.get(_s) if isinstance(d, dict) else None
+                            )
+                        )
+                    fv_df = fv_df.drop(columns=["features"])
+
+                if fv_df["event_timestamp"].dt.tz is None:
+                    fv_df["event_timestamp"] = pd.to_datetime(
+                        fv_df["event_timestamp"], utc=True
+                    )
+
+                if scoring_path:
+                    fv_join_cols = [eid_col, "event_timestamp"] + [
+                        f for f in features if f in fv_df.columns
+                    ]
+                    fv_join = fv_df[fv_join_cols].rename(
+                        columns={"event_timestamp": "_fv_ts"}
+                    )
+                    merged = result[[eid_col, event_timestamp_col]].merge(
+                        fv_join, on=eid_col, how="left"
+                    )
+                    if strict_pit:
+                        future_mask = merged["_fv_ts"] > merged[event_timestamp_col]
+                    else:
+                        future_mask = pd.Series(
+                            [False] * len(merged), index=merged.index
+                        )
+                    if fv_ttl:
+                        ttl_mask = merged["_fv_ts"] < (
+                            merged[event_timestamp_col] - fv_ttl
+                        )
+                        bad_mask = future_mask | ttl_mask
+                    else:
+                        bad_mask = future_mask
+                    for feat in features:
+                        col = f"{proj_name}__{feat}" if full_feature_names else feat
+                        vals = (
+                            merged[feat].copy()
+                            if feat in merged.columns
+                            else pd.Series([None] * len(merged), dtype=object)
+                        )
+                        vals[bad_mask | merged["_fv_ts"].isna()] = None
+                        result[col] = vals.values
+                else:
+                    # merge_asof path (training data)
+                    result = result.sort_values(event_timestamp_col).reset_index(
+                        drop=True
+                    )
+                    fv_df = fv_df.sort_values(
+                        ["event_timestamp", "created_at"]
+                    ).reset_index(drop=True)
+                    merge_cols = [eid_col, "event_timestamp"] + [
+                        f for f in features if f in fv_df.columns
+                    ]
+                    fv_df_subset = fv_df[
+                        [c for c in merge_cols if c in fv_df.columns]
+                    ].copy()
+                    fv_df_subset = fv_df_subset.rename(
+                        columns={"event_timestamp": "_fv_ts"}
+                    )
+                    fv_prefix = f"__fv_{proj_name}__"
+                    fv_df_subset = fv_df_subset.rename(
+                        columns={
+                            f: f"{fv_prefix}{f}"
+                            for f in features
+                            if f in fv_df_subset.columns
+                        }
+                    )
+                    result = pd.merge_asof(
+                        result,
+                        fv_df_subset,
+                        left_on=event_timestamp_col,
+                        right_on="_fv_ts",
+                        by=eid_col,
+                        direction="backward",
+                    )
+                    if fv_ttl:
+                        cutoff = result[event_timestamp_col] - fv_ttl
+                        stale = result["_fv_ts"] < cutoff
+                        for feat in features:
+                            tc = f"{fv_prefix}{feat}"
+                            if tc in result.columns:
+                                result.loc[stale, tc] = None
+                    for feat in features:
+                        tc = f"{fv_prefix}{feat}"
+                        col = f"{proj_name}__{feat}" if full_feature_names else feat
+                        if tc in result.columns:
+                            if col in result.columns:
+                                result = result.drop(columns=[col])
+                            result = result.rename(columns={tc: col})
+                        elif col not in result.columns:
+                            result[col] = None
+                    result = result.drop(columns=["_fv_ts"], errors="ignore")
+
+                result = result.drop(columns=[eid_col], errors="ignore")
+
+            return result
+
+        def _run() -> pyarrow.Table:
+            working_df = entity_df.copy()
+            working_df["_row_idx"] = range(len(working_df))
+
+            client = MongoDBOfflineStore._get_client_and_ensure_indexes(config)
+            try:
+                coll = client[db_name][feature_collection]
+                if len(working_df) <= CHUNK_SIZE:
+                    result_df = _run_single(working_df, coll)
+                else:
+                    chunks = [
+                        _run_single(chunk, coll)
+                        for chunk in _chunk_dataframe(working_df, CHUNK_SIZE)
+                    ]
+                    result_df = pd.concat(chunks, ignore_index=True)
+            finally:
+                client.close()
+
+            result_df = result_df.sort_values("_row_idx").reset_index(drop=True)
+            result_df = result_df.drop(columns=["_row_idx"], errors="ignore")
+
+            if not result_df.empty and event_timestamp_col in result_df.columns:
+                if result_df[event_timestamp_col].dt.tz is None:
+                    result_df[event_timestamp_col] = pd.to_datetime(
+                        result_df[event_timestamp_col], utc=True
+                    )
+
+            return pyarrow.Table.from_pandas(result_df, preserve_index=False)
+
+        return MongoDBRetrievalJob(
+            query_fn=_run,
+            full_feature_names=full_feature_names,
+            config=config,
+        )
+
+    @staticmethod
+    def offline_write_batch(
+        config: RepoConfig,
+        feature_view: FeatureView,
+        table: pyarrow.Table,
+        progress: Optional[Callable[[int], Any]],
+    ) -> None:
+        """Write a batch of feature observations into the feature_history collection.
+
+        Each row in *table* is stored as one document::
+
+            {
+                "entity_id":       <serialized entity key bytes>,
+                "feature_view":    <feature view name>,
+                "features":        {<feature_name>: <value>, ...},
+                "event_timestamp": <datetime>,
+                "created_at":      <datetime>,
+            }
+
+        Writes are append-only (no upsert).  Conflict resolution at read time:
+        pull_latest picks the highest ``created_at``; the scoring path
+        ``$sort created_at DESC`` → ``$group $first`` also picks the highest.
+
+        Args:
+            config: Feast repo configuration.
+            feature_view: The feature view being written; must have a
+                MongoDBSource batch source.
+            table: Arrow table with join key columns, feature columns,
+                ``event_timestamp``, and optionally ``created_at``.
+            progress: Optional callback invoked with the row count after each
+                batch insert.
+        """
+        if not isinstance(feature_view.batch_source, MongoDBSource):
+            raise ValueError(
+                f"MongoDBOfflineStore.offline_write_batch expected a MongoDBSource "
+                f"batch source, got {type(feature_view.batch_source).__name__!r}."
+            )
+
+        entity_key_version = config.entity_key_serialization_version
+        db_name = config.offline_store.database
+        collection_name = config.offline_store.collection
+
+        # Use original (unmapped) join key names so that the serialized
+        # entity_id bytes match those produced by get_historical_features,
+        # which also serializes with original names (see _ser at line ~662).
+        join_key_types: Dict[str, ValueType] = {
+            ec.name: ec.dtype.to_value_type() for ec in feature_view.entity_columns
+        }
+        join_keys = list(join_key_types.keys())
+
+        timestamp_field = feature_view.batch_source.timestamp_field
+        created_ts_col: Optional[str] = (
+            feature_view.batch_source.created_timestamp_column or None
+        )
+
+        reserved = set(join_keys) | {timestamp_field}
+        if created_ts_col:
+            reserved.add(created_ts_col)
+        feature_cols = [c for c in table.column_names if c not in reserved]
+
+        df = table.to_pandas()
+
+        for ts_col in [timestamp_field] + ([created_ts_col] if created_ts_col else []):
+            if ts_col in df.columns:
+                if not pd.api.types.is_datetime64_any_dtype(df[ts_col]):
+                    df[ts_col] = pd.to_datetime(df[ts_col], utc=True)
+                elif df[ts_col].dt.tz is None:
+                    df[ts_col] = df[ts_col].dt.tz_localize("UTC")
+
+        df["_entity_id"] = df.apply(
+            lambda row: _serialize_entity_key_from_row(
+                row, join_keys, entity_key_version, join_key_types
+            ),
+            axis=1,
+        )
+
+        now = datetime.now(tz=timezone.utc)
+
+        # Use the batch source name as the MongoDB discriminator so that
+        # data written via push/write_to_offline_store lands in the same
+        # collection partition as the initial ingest from create_data_source.
+        mongo_fv_name = feature_view.batch_source.feature_view_name
+
+        docs = []
+        for _, row in df.iterrows():
+            features: Dict[str, Any] = {}
+            for col in feature_cols:
+                val = row[col]
+                try:
+                    is_na = pd.isna(val)
+                    if isinstance(is_na, bool) and is_na:
+                        continue
+                except (ValueError, TypeError):
+                    pass  # non-scalar (list/array) — not NA
+                if hasattr(val, "item"):
+                    val = val.item()
+                features[col] = val
+
+            created_at = now
+            if created_ts_col and created_ts_col in df.columns:
+                ct = row[created_ts_col]
+                if not pd.isna(ct):
+                    created_at = (
+                        ct.to_pydatetime() if hasattr(ct, "to_pydatetime") else ct
+                    )
+
+            docs.append(
+                {
+                    "entity_id": row["_entity_id"],
+                    "feature_view": mongo_fv_name,
+                    "features": features,
+                    "event_timestamp": (
+                        row[timestamp_field].to_pydatetime()
+                        if hasattr(row[timestamp_field], "to_pydatetime")
+                        else row[timestamp_field]
+                    ),
+                    "created_at": created_at,
+                }
+            )
+
+        client = MongoDBOfflineStore._get_client_and_ensure_indexes(config)
+        try:
+            coll = client[db_name][collection_name]
+            BATCH_SIZE = 10_000
+            for i in range(0, len(docs), BATCH_SIZE):
+                batch = docs[i : i + BATCH_SIZE]
+                coll.insert_many(batch, ordered=False)
+                if progress:
+                    progress(len(batch))
+        finally:
+            client.close()
diff --git a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray.py b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray.py
index 47785ccea29..5230797d94b 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray.py
@@ -365,6 +365,51 @@ class RayOfflineStoreConfig(FeastConfigBaseModel):
     kuberay_conf: Optional[Dict[str, Any]] = None
     """KubeRay/CodeFlare configuration parameters (passed to CodeFlare SDK)"""
 
+    # Worker task resource configuration
+    num_gpus: Optional[float] = None
+    """Number of GPUs to request per worker task. Requires GPU nodes in the
+    Ray cluster. Fractional values (e.g. 0.5) are supported by Ray for GPU
+    sharing. Supported in all modes: local, remote, and KubeRay."""
+
+    gpu_batch_format: str = "pandas"
+    """Batch format for map_batches when num_gpus is set. Use 'numpy' or
+    'pyarrow' for GPU-native libraries (e.g. cuDF, PyTorch). Defaults to
+    'pandas'."""
+
+    worker_task_options: Optional[Dict[str, Any]] = None
+    """Arbitrary Ray task options passed verbatim to @ray.remote .options()
+    and map_batches for every worker task Feast dispatches. This is the
+    escape hatch for any Ray or CodeFlare SDK scheduling parameter not
+    covered by the dedicated fields above.
+
+    Pairs with ray_conf (which configures ray.init) — worker_task_options
+    targets the individual worker tasks rather than the cluster connection.
+
+    Common keys (see https://docs.ray.io/en/latest/ray-core/api/doc/ray.remote_function.RemoteFunction.options.html):
+      num_cpus          (float)  – CPUs per task (default: 1)
+      memory            (int)    – Heap memory in bytes (e.g. 8 * 1024**3 for 8 GB)
+      accelerator_type  (str)    – Specific GPU model, e.g. 'A100', 'T4', 'V100'.
+                                   Pins tasks to nodes advertising that type. Useful
+                                   on KubeRay clusters with mixed GPU pools.
+      resources         (dict)   – Custom/extended resource labels, e.g.
+                                   {'intel.com/gpu': 1} for Kubernetes extended resources.
+      runtime_env       (dict)   – Per-task runtime environment (pip, conda, env_vars,
+                                   working_dir, …). For KubeRay use this to install
+                                   extra packages on workers without rebuilding images.
+      max_retries       (int)    – Task retry count on worker failure (default: 3).
+      scheduling_strategy (str)  – 'DEFAULT', 'SPREAD', or a placement group strategy.
+
+    Example:
+      worker_task_options:
+        num_cpus: 4
+        memory: 8589934592       # 8 GB
+        accelerator_type: "A100"
+        max_retries: 5
+        runtime_env:
+          pip: ["cudf-cu12==24.10.0"]
+          env_vars: {CUDA_VISIBLE_DEVICES: "0"}
+    """
+
 
 class RayResourceManager:
     """
@@ -382,12 +427,14 @@ def __init__(self, config: Optional[RayOfflineStoreConfig] = None) -> None:
             self.cluster_resources = {"CPU": 4, "memory": 8 * 1024**3}
             self.available_memory = 8 * 1024**3
             self.available_cpus = 4
+            self.available_gpus = 0
             self.num_nodes = 1
             return
 
         self.cluster_resources = ray.cluster_resources()
         self.available_memory = self.cluster_resources.get("memory", 8 * 1024**3)
         self.available_cpus = int(self.cluster_resources.get("CPU", 4))
+        self.available_gpus = int(self.cluster_resources.get("GPU", 0))
         self.num_nodes = len(ray.nodes())
 
     def configure_ray_context(self) -> None:
@@ -421,6 +468,7 @@ def configure_ray_context(self) -> None:
         if getattr(self.config, "enable_ray_logging", False):
             logger.info(
                 f"Configured Ray context: {self.available_cpus} CPUs, "
+                f"{self.available_gpus} GPUs, "
                 f"{self.available_memory // 1024**3}GB memory, {self.num_nodes} nodes"
             )
 
@@ -824,7 +872,7 @@ def windowed_temporal_join(
         )
         combined_ds = entity_windowed.union(feature_windowed)
         result_ds = combined_ds.map_batches(
-            self._apply_windowed_point_in_time_logic,
+            self._apply_windowed_point_in_time_logic,  # type: ignore[arg-type]
             batch_format="pandas",
             fn_kwargs={
                 "timestamp_field": timestamp_field,
@@ -1010,6 +1058,17 @@ def _get_ray_dataset(self) -> Dataset:
         else:
             raise ValueError(f"Unsupported result type: {type(result)}")
 
+    def to_ray_dataset(self) -> Dataset:
+        """Return the underlying Ray Dataset directly.
+
+        Preferred by RayReadNode over to_arrow() / to_df() because it
+        avoids materialising the full dataset to pandas on the driver and
+        keeps the computation on the cluster.  Works for both local Ray
+        (StandardRayWrapper) and KubeRay / ray:// client mode
+        (RemoteDatasetProxy via CodeFlareRayWrapper).
+        """
+        return self._get_ray_dataset()
+
     def to_df(
         self,
         validation_reference: Optional[ValidationReference] = None,
@@ -1060,12 +1119,10 @@ def to_arrow(
 
         if self._prefer_ray_datasets:
             try:
+                import ray as _ray
+
                 ray_ds = self._get_ray_dataset()
-                if hasattr(ray_ds, "to_arrow"):
-                    return ray_ds.to_arrow()
-                else:
-                    df = ray_ds.to_pandas()
-                    return pa.Table.from_pandas(df)
+                return pa.concat_tables(_ray.get(ray_ds.to_arrow_refs()))
             except Exception:
                 df = self.to_df(
                     validation_reference=validation_reference, timeout=timeout
@@ -1140,16 +1197,14 @@ def _to_df_internal(self, timeout: Optional[int] = None) -> pd.DataFrame:
 
     def _to_arrow_internal(self, timeout: Optional[int] = None) -> pa.Table:
         if self._prefer_ray_datasets:
-            ray_ds = self._get_ray_dataset()
             try:
-                if hasattr(ray_ds, "to_arrow"):
-                    return ray_ds.to_arrow()
-                else:
-                    df = ray_ds.to_pandas()
-                    return pa.Table.from_pandas(df)
+                import ray as _ray
+
+                ray_ds = self._get_ray_dataset()
+                return pa.concat_tables(_ray.get(ray_ds.to_arrow_refs()))
             except Exception:
-                df = ray_ds.to_pandas()
-                return pa.Table.from_pandas(df)
+                ray_ds = self._get_ray_dataset()
+                return pa.Table.from_pandas(ray_ds.to_pandas())
         else:
             result = self._resolve()
             if isinstance(result, pd.DataFrame):
@@ -1246,7 +1301,6 @@ def _distinct_entities_for_feature_view_ray(
 ) -> Tuple[Dataset, List[str]]:
     # Why: read minimal columns, filter by time, and project distinct (join_keys, event_timestamp) per FeatureView
     # This preserves multiple transactions per entity ID for proper point-in-time joins
-    ray_wrapper = get_ray_wrapper()
     entities = fv.entities or []
     entity_objs = [registry.get_entity(e, project) for e in entities]
     original_join_keys, _rev_feats, timestamp_field, _created_col = _get_column_names(
@@ -1256,9 +1310,10 @@ def _distinct_entities_for_feature_view_ray(
     source_info = resolve_feature_view_source_with_fallback(
         fv, config, is_materialization=False
     )
-    source_path = store._get_source_path(source_info.data_source, config)
     required_columns = list(set(original_join_keys + [timestamp_field]))
-    ds = ray_wrapper.read_parquet(source_path, columns=required_columns)
+    ds = store._resolve_source_dataset(
+        source_info.data_source, config, columns=required_columns
+    )
 
     field_mapping = getattr(fv.batch_source, "field_mapping", None)
     if field_mapping:
@@ -1417,6 +1472,60 @@ def _get_source_path(self, source: DataSource, config: RepoConfig) -> str:
         uri = FileSource.get_uri_for_file_path(repo_path, source.path)
         return uri
 
+    def _resolve_source_dataset(
+        self,
+        source: DataSource,
+        config: RepoConfig,
+        columns: Optional[List[str]] = None,
+    ):
+        """Returns a ray.data.Dataset for a FileSource or RaySource.
+
+        Args:
+            source: A FileSource or RaySource descriptor.
+            config: The Feast repo configuration.
+            columns: Optional list of columns to project.  For FileSource the
+                list is pushed down to ``read_parquet`` as a read-time
+                optimisation.  For RaySource the full dataset is loaded first
+                and then ``select_columns`` is applied, because most Ray Data
+                readers do not support column pushdown.
+
+        Returns:
+            A ray.data.Dataset ready for transformation or point-in-time joins.
+
+        Raises:
+            ValueError: If source is not a supported DataSource type.
+        """
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader import (
+            load_ray_dataset_from_source,
+        )
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import (
+            RaySource,
+        )
+
+        if isinstance(source, RaySource):
+            ds = load_ray_dataset_from_source(source)
+            if columns:
+                # Post-load column selection — only keep columns that actually
+                # exist in the dataset to avoid KeyErrors on sparse sources.
+                available = set(ds.schema().names) if ds.schema() else set()
+                safe_cols = [c for c in columns if c in available]
+                if safe_cols:
+                    ds = ds.select_columns(safe_cols)
+            return ds
+
+        if isinstance(source, FileSource):
+            # Legacy path: Parquet via ray_wrapper — push columns down at read
+            # time so that only the required columns are deserialised.
+            ray_wrapper = get_ray_wrapper()
+            source_path = self._get_source_path(source, config)
+            return ray_wrapper.read_parquet(source_path, columns=columns)
+
+        raise ValueError(
+            f"Unsupported source type '{type(source).__name__}'. "
+            f"Use FileSource (Parquet) or RaySource "
+            f"(images, HuggingFace, CSV, JSON, binary files, MongoDB, and more)."
+        )
+
     def _optimize_dataset_for_operation(self, ds: Dataset, operation: str) -> Dataset:
         """Optimize dataset for specific operations."""
         if self._resource_manager is None:
@@ -1462,10 +1571,36 @@ def offline_write_batch(
 
         if not ray_config.enable_ray_logging:
             RayOfflineStore._suppress_ray_logging()
-        assert isinstance(feature_view.batch_source, FileSource)
+
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import (
+            RaySource,
+        )
+
+        batch_source = feature_view.batch_source
+        if isinstance(batch_source, RaySource):
+            if not batch_source.path:
+                raise NotImplementedError(
+                    f"offline_write_batch is not supported for RaySource '{batch_source.name}' "
+                    f"with reader_type='{batch_source.reader_type}' because it has no writable "
+                    f"file path (e.g. HuggingFace, MongoDB, SQL sources are read-only). "
+                    f"Use a RaySource with reader_type='parquet' and a local or remote path to "
+                    f"enable offline writes."
+                )
+            batch_source_path = batch_source.path
+            feature_path = batch_source_path
+        elif isinstance(batch_source, FileSource):
+            batch_source_path = batch_source.file_options.uri
+            feature_path = FileSource.get_uri_for_file_path(
+                repo_path, batch_source_path
+            )
+        else:
+            raise ValueError(
+                f"offline_write_batch does not support source type "
+                f"'{type(batch_source).__name__}'."
+            )
 
         validation_result = _safe_validate_schema(
-            config, feature_view.batch_source, table.column_names, "offline_write_batch"
+            config, batch_source, table.column_names, "offline_write_batch"
         )
 
         if validation_result:
@@ -1477,9 +1612,6 @@ def offline_write_batch(
                     logger.info("Reordering table columns to match expected schema")
                 table = table.select(expected_columns)
 
-        batch_source_path = feature_view.batch_source.file_options.uri
-        feature_path = FileSource.get_uri_for_file_path(repo_path, batch_source_path)
-
         ray_wrapper = get_ray_wrapper()
         ds = ray_wrapper.from_arrow(table)
 
@@ -1635,7 +1767,7 @@ def _load_and_filter_dataset(
 
     @staticmethod
     def _load_and_filter_dataset_ray(
-        source_path: str,
+        source_path: Optional[str],
         data_source: DataSource,
         join_key_columns: List[str],
         feature_name_columns: List[str],
@@ -1643,26 +1775,90 @@ def _load_and_filter_dataset_ray(
         created_timestamp_column: Optional[str],
         start_date: Optional[datetime],
         end_date: Optional[datetime],
+        *,
+        pre_loaded_ds: Optional[Dataset] = None,
     ) -> Dataset:
+        """Load (or accept a pre-loaded) Ray Dataset then apply the shared
+        filter / transform pipeline.
+
+        When ``pre_loaded_ds`` is supplied the parquet-read and column-projection
+        steps are skipped; time-range filtering is applied inline so that the
+        same pipeline covers both ``FileSource`` (path-based) and exotic
+        ``RaySource`` types (HuggingFace, SQL, MongoDB) whose data is already
+        loaded by ``load_ray_dataset_from_source``.
+        """
         try:
             field_mapping = getattr(data_source, "field_mapping", None)
 
-            if not feature_name_columns:
-                columns_to_read = None
+            if pre_loaded_ds is not None:
+                ds = pre_loaded_ds
+
+                # Normalise timestamps and apply time-range filter inside
+                # map_batches so that ds.schema() is NEVER called eagerly.
+                # Column-existence checks are deferred to each batch so that
+                # exotic sources whose timestamp column is synthesised inside a
+                # downstream UDF (e.g. HuggingFace image datasets) are handled
+                # gracefully: normalization and filtering are simply skipped for
+                # batches that do not yet contain the column.
+                _ts_field = timestamp_field
+                _created_ts = created_timestamp_column
+                _s_date = (
+                    make_tzaware(start_date)
+                    if start_date and start_date.tzinfo is None
+                    else start_date
+                )
+                _e_date = (
+                    make_tzaware(end_date)
+                    if end_date and end_date.tzinfo is None
+                    else end_date
+                )
+
+                def _norm_and_filter(batch: pd.DataFrame) -> pd.DataFrame:
+                    batch = make_df_tzaware(batch)
+                    for col in [
+                        c for c in [_ts_field, _created_ts] if c and c in batch.columns
+                    ]:
+                        batch[col] = (
+                            pd.to_datetime(batch[col], utc=True, errors="coerce")
+                            .dt.floor("s")
+                            .astype("datetime64[ns, UTC]")
+                        )
+                    if _ts_field and _ts_field in batch.columns:
+                        if _s_date and _e_date:
+                            batch = batch[
+                                (batch[_ts_field] >= _s_date)
+                                & (batch[_ts_field] <= _e_date)
+                            ]
+                        elif _s_date:
+                            batch = batch[batch[_ts_field] >= _s_date]
+                        elif _e_date:
+                            batch = batch[batch[_ts_field] <= _e_date]
+                    return batch
+
+                ds = ds.map_batches(_norm_and_filter, batch_format="pandas")
             else:
-                columns_to_read = list(
-                    set(join_key_columns + feature_name_columns + [timestamp_field])
+                if not feature_name_columns:
+                    columns_to_read = None
+                else:
+                    columns_to_read = list(
+                        set(join_key_columns + feature_name_columns + [timestamp_field])
+                    )
+                    if created_timestamp_column:
+                        columns_to_read.append(created_timestamp_column)
+
+                if source_path is None:
+                    raise ValueError(
+                        "_load_and_filter_dataset_ray requires source_path when "
+                        "pre_loaded_ds is not provided"
+                    )
+                ds = RayOfflineStore._create_filtered_dataset(
+                    source_path,
+                    timestamp_field,
+                    start_date,
+                    end_date,
+                    columns=columns_to_read,
                 )
-                if created_timestamp_column:
-                    columns_to_read.append(created_timestamp_column)
 
-            ds = RayOfflineStore._create_filtered_dataset(
-                source_path,
-                timestamp_field,
-                start_date,
-                end_date,
-                columns=columns_to_read,
-            )
             if field_mapping:
                 ds = apply_field_mapping(ds, field_mapping)
             timestamp_field_mapped = (
@@ -1703,7 +1899,7 @@ def _load_and_filter_dataset_ray(
 
             return ds
         except Exception as e:
-            raise RuntimeError(f"Failed to load data from {source_path}: {e}")
+            raise RuntimeError(f"Failed to load/filter dataset: {e}")
 
     @staticmethod
     def _pull_latest_processing_ray(
@@ -1742,26 +1938,29 @@ def _pull_latest_processing_ray(
         if created_timestamp_column_mapped:
             timestamp_columns.append(created_timestamp_column_mapped)
 
-        def deduplicate_batch(batch: pd.DataFrame) -> pd.DataFrame:
-            if batch.empty:
-                return batch
-
-            existing_timestamp_columns = [
-                col for col in timestamp_columns if col in batch.columns
-            ]
+        available_join_keys = [k for k in join_key_columns if k in ds.schema().names]
+        if not available_join_keys:
+            return ds
 
-            sort_columns = join_key_columns + existing_timestamp_columns
-            if sort_columns:
-                batch = batch.sort_values(
-                    sort_columns,
-                    ascending=[True] * len(join_key_columns)
-                    + [False] * len(existing_timestamp_columns),
+        # groupby().map_groups() co-locates ALL rows for the same entity in a
+        # single UDF call, guaranteeing correct deduplication regardless of how
+        # Ray partitions the dataset.  sort + map_batches is NOT safe because Ray
+        # can place the same entity's rows in different partitions after a sort,
+        # causing duplicates to survive.
+        def _keep_latest_in_group(group: pd.DataFrame) -> pd.DataFrame:
+            if group.empty:
+                return group
+            existing_ts_cols = [c for c in timestamp_columns if c in group.columns]
+            if existing_ts_cols:
+                group = group.sort_values(
+                    existing_ts_cols,
+                    ascending=[False] * len(existing_ts_cols),
                 )
-                batch = batch.drop_duplicates(subset=join_key_columns, keep="first")
+            return group.drop_duplicates(subset=available_join_keys, keep="first")
 
-            return batch
-
-        return ds.map_batches(deduplicate_batch, batch_format="pandas")
+        return ds.groupby(available_join_keys).map_groups(
+            _keep_latest_in_group, batch_format="pandas"
+        )
 
     @staticmethod
     def pull_latest_from_table_or_query(
@@ -1777,6 +1976,54 @@ def pull_latest_from_table_or_query(
         store = RayOfflineStore()
         store._init_ray(config)
 
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader import (
+            load_ray_dataset_from_source,
+        )
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import (
+            RaySource,
+        )
+
+        if isinstance(data_source, RaySource):
+            # Filtering only requires a timestamp_field; deduplication additionally
+            # requires join_key_columns.  These are intentionally separate so that
+            # a feature view with a timestamp but no entities (join_key_columns=[])
+            # still gets time-range filtering applied — matching the FileSource path.
+            # Sources with neither (e.g. HuggingFace image datasets where a
+            # RayTransformation UDF synthesises all Feast columns) are returned raw.
+            has_timestamp = bool(timestamp_field)
+
+            def _load_ray_source_dataset():
+                raw_ds = load_ray_dataset_from_source(data_source)
+                if not has_timestamp:
+                    return raw_ds
+                filtered_ds = store._load_and_filter_dataset_ray(
+                    None,
+                    data_source,
+                    join_key_columns,
+                    feature_name_columns,
+                    timestamp_field,
+                    created_timestamp_column,
+                    start_date,
+                    end_date,
+                    pre_loaded_ds=raw_ds,
+                )
+                field_mapping = getattr(data_source, "field_mapping", None)
+                # _pull_latest_processing_ray already handles empty join_key_columns
+                # by returning the dataset unchanged (no dedup without entity keys).
+                return store._pull_latest_processing_ray(
+                    filtered_ds,
+                    join_key_columns,
+                    timestamp_field,
+                    created_timestamp_column,
+                    field_mapping,
+                )
+
+            return RayRetrievalJob(
+                _load_ray_source_dataset,
+                staging_location=config.offline_store.storage_path,
+                config=config.offline_store,
+            )
+
         source_path = store._get_source_path(data_source, config)
 
         def _load_ray_dataset():
@@ -1841,6 +2088,40 @@ def pull_all_from_table_or_query(
         store = RayOfflineStore()
         store._init_ray(config)
 
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader import (
+            load_ray_dataset_from_source,
+        )
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import (
+            RaySource,
+        )
+
+        if isinstance(data_source, RaySource):
+            # pull_all only needs a timestamp_field to filter by time — join keys
+            # are not required (no deduplication step, unlike pull_latest).
+            has_timestamp = bool(timestamp_field)
+
+            def _load_ray_source_all():
+                raw_ds = load_ray_dataset_from_source(data_source)
+                if not has_timestamp:
+                    return raw_ds
+                return store._load_and_filter_dataset_ray(
+                    None,
+                    data_source,
+                    join_key_columns,
+                    feature_name_columns,
+                    timestamp_field,
+                    created_timestamp_column,
+                    start_date,
+                    end_date,
+                    pre_loaded_ds=raw_ds,
+                )
+
+            return RayRetrievalJob(
+                _load_ray_source_all,
+                staging_location=config.offline_store.storage_path,
+                config=config.offline_store,
+            )
+
         source_path = store._get_source_path(data_source, config)
 
         fs, path_in_fs = fsspec.core.url_to_fs(source_path)
@@ -2159,20 +2440,25 @@ def get_historical_features(
                 fv, config, is_materialization=False
             )
 
-            # Read from the resolved data source
-            source_path = store._get_source_path(source_info.data_source, config)
-
+            # Read from the resolved data source — works for both FileSource
+            # and RaySource.  Column pushdown is applied for FileSource; for
+            # RaySource select_columns is applied post-load inside
+            # _resolve_source_dataset.
             if not source_info.has_transformation:
                 required_feature_columns = set(
                     original_join_keys + requested_feats + [timestamp_field]
                 )
                 if created_col:
                     required_feature_columns.add(created_col)
-                feature_ds = ray_wrapper.read_parquet(
-                    source_path, columns=list(required_feature_columns)
+                feature_ds = store._resolve_source_dataset(
+                    source_info.data_source,
+                    config,
+                    columns=list(required_feature_columns),
                 )
             else:
-                feature_ds = ray_wrapper.read_parquet(source_path)
+                feature_ds = store._resolve_source_dataset(
+                    source_info.data_source, config
+                )
 
             # Apply transformation if available
             if source_info.has_transformation and source_info.transformation_func:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_offline_store_reader.py b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_offline_store_reader.py
new file mode 100644
index 00000000000..ecea76842a2
--- /dev/null
+++ b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_offline_store_reader.py
@@ -0,0 +1,126 @@
+import logging
+from typing import Any
+
+from feast.infra.ray_initializer import get_ray_wrapper
+
+logger = logging.getLogger(__name__)
+
+
+def load_ray_dataset_from_source(source: Any) -> Any:
+    """Loads a ray.data.Dataset from a RaySource descriptor.
+
+    All ray.data loading logic for RaySource lives here, in the offline store
+    layer. The RaySource descriptor carries only metadata (reader_type, path,
+    reader_options); it contains no loading logic itself.
+
+    This follows the same pattern as SparkOfflineStore, which reads
+    SparkSource.file_format and calls spark.read.format(fmt).load(path) — the
+    source describes what to read, the store decides how.
+
+    Every reader type is dispatched through get_ray_wrapper() so that:
+    - Local / GCS-connected mode   → StandardRayWrapper  → direct ray.data call
+    - KubeRay / Ray Client mode    → CodeFlareRayWrapper → @ray.remote dispatch
+
+    This ensures ray.data operations always run on the cluster, never on a thin
+    Ray Client driver where they are not supported.
+
+    Path semantics for file-backed reader types (``parquet``, ``csv``, …):
+    - Remote URIs (``s3://``, ``gs://``, ``hdfs://``) are passed through unchanged;
+      Ray Data resolves them natively.
+    - Absolute local paths are passed through unchanged.
+    - Relative paths are passed through unchanged and resolved by each Ray worker
+      relative to its own working directory.  This is intentional for shared
+      storage setups (e.g. a PVC mounted at the same path on every node) where
+      the path is meaningful to the workers, not to the driver.  Unlike
+      ``FileSource``, ``RaySource`` data is always read on workers, never on the
+      driver, so driver-side ``repo_path`` resolution would produce incorrect
+      absolute paths on remote workers.
+
+    Args:
+        source: A RaySource instance.
+
+    Returns:
+        A ray.data.Dataset (or RemoteDatasetProxy for KubeRay mode) produced by
+        the reader indicated by source.reader_type.
+
+    Raises:
+        ValueError: If source.reader_type is not a recognised reader type.
+        ImportError: If a reader-specific dependency (e.g. datasets) is missing.
+    """
+    reader_type = source.reader_type
+    path = source.path or ""
+    opts = source.reader_options or {}
+
+    logger.debug(
+        "RayOfflineStore: reading RaySource '%s' (reader_type=%s, path=%r)",
+        source.name,
+        reader_type,
+        path,
+    )
+
+    ray_wrapper = get_ray_wrapper()
+
+    if reader_type == "parquet":
+        return ray_wrapper.read_parquet(path, **opts)
+
+    if reader_type == "csv":
+        return ray_wrapper.read_csv(path, **opts)
+
+    if reader_type == "json":
+        return ray_wrapper.read_json(path, **opts)
+
+    if reader_type == "text":
+        return ray_wrapper.read_text(path, **opts)
+
+    if reader_type == "images":
+        return ray_wrapper.read_images(path, **opts)
+
+    if reader_type == "binary_files":
+        return ray_wrapper.read_binary_files(path, **opts)
+
+    if reader_type == "tfrecords":
+        return ray_wrapper.read_tfrecords(path, **opts)
+
+    if reader_type == "webdataset":
+        return ray_wrapper.read_webdataset(path, **opts)
+
+    if reader_type == "huggingface":
+        dataset_name = opts.get("dataset_name") or path
+        split = opts.get("split", "train")
+        extra = {
+            k: v
+            for k, v in opts.items()
+            if k not in ("dataset_name", "split", "trust_remote_code")
+        }
+        return ray_wrapper.from_huggingface(dataset_name, split=split, **extra)
+
+    if reader_type == "mongo":
+        return ray_wrapper.read_mongo(
+            uri=opts["uri"],
+            database=opts["database"],
+            collection=opts["collection"],
+            **{
+                k: v
+                for k, v in opts.items()
+                if k not in ("uri", "database", "collection")
+            },
+        )
+
+    if reader_type == "sql":
+        # Pass connection_url as a plain string so it is serialisable across
+        # the Ray object store boundary (CodeFlareRayWrapper rebuilds the
+        # connection_factory on the remote worker).
+        return ray_wrapper.read_sql(
+            sql=opts["sql"],
+            connection_url=opts["connection_url"],
+            **{k: v for k, v in opts.items() if k not in ("sql", "connection_url")},
+        )
+
+    from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import (
+        SUPPORTED_READER_TYPES,
+    )
+
+    raise ValueError(
+        f"Unknown reader_type '{reader_type}' on RaySource '{source.name}'. "
+        f"Supported types: {sorted(SUPPORTED_READER_TYPES)}"
+    )
diff --git a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_source.py b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_source.py
new file mode 100644
index 00000000000..a8bfa2af2ef
--- /dev/null
+++ b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_source.py
@@ -0,0 +1,283 @@
+import json
+import logging
+from typing import Any, Callable, Dict, Iterable, Optional, Tuple
+
+from feast.data_source import DataSource
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
+from feast.repo_config import RepoConfig
+from feast.type_map import pa_to_feast_value_type
+from feast.value_type import ValueType
+
+logger = logging.getLogger(__name__)
+
+SUPPORTED_READER_TYPES = (
+    "parquet",
+    "csv",
+    "json",
+    "text",
+    "images",
+    "binary_files",
+    "tfrecords",
+    "webdataset",
+    "huggingface",
+    "mongo",
+    "sql",
+)
+
+
+class RaySource(DataSource):
+    """A RaySource object defines a data source that a RayOfflineStore can use.
+
+    RaySource supports any format that ray.data can read: image directories, HuggingFace datasets,
+    binary files, JSON, CSV, MongoDB, WebDataset shards, and more.
+
+    The source stores only metadata (reader_type, path, reader_options). All
+    data-loading logic lives in the RayOfflineStore, which reads reader_type and
+    dispatches to the appropriate ray.data.read_*() or ray.data.from_*() call.
+
+    Supported reader types:
+        parquet       ray.data.read_parquet(path)
+        csv           ray.data.read_csv(path)
+        json          ray.data.read_json(path)
+        text          ray.data.read_text(path)
+        images        ray.data.read_images(path)
+        binary_files  ray.data.read_binary_files(path)
+        tfrecords     ray.data.read_tfrecords(path)
+        webdataset    ray.data.read_webdataset(path)
+        huggingface   ray.data.from_huggingface(dataset_name, split=...)
+        mongo         ray.data.read_mongo(uri, database, collection)
+        sql           ray.data.read_sql(sql, connection_factory)
+
+    Examples:
+        >>> # Directory of PNG images
+        >>> source = RaySource(
+        ...     name="cheque_images",
+        ...     reader_type="images",
+        ...     path="s3://bucket/cheques/",
+        ...     timestamp_field="event_timestamp",
+        ... )
+
+        >>> # HuggingFace dataset
+        >>> source = RaySource(
+        ...     name="cheque_hf",
+        ...     reader_type="huggingface",
+        ...     reader_options={
+        ...         "dataset_name": "cheques_sample_data",
+        ...         "split": "test",
+        ...     },
+        ...     timestamp_field="event_timestamp",
+        ... )
+    """
+
+    def source_type(self) -> DataSourceProto.SourceType.ValueType:
+        return DataSourceProto.CUSTOM_SOURCE
+
+    def __init__(
+        self,
+        *,
+        name: str,
+        reader_type: str,
+        path: Optional[str] = None,
+        reader_options: Optional[Dict[str, Any]] = None,
+        created_timestamp_column: Optional[str] = None,
+        field_mapping: Optional[Dict[str, str]] = None,
+        description: Optional[str] = "",
+        tags: Optional[Dict[str, str]] = None,
+        owner: Optional[str] = "",
+        timestamp_field: Optional[str] = None,
+    ):
+        """Creates a RaySource object.
+
+        Args:
+            name: The name of the data source, which should be unique within a project.
+            reader_type: The ray.data reader to use. One of: parquet, csv, json, text,
+                images, binary_files, tfrecords, webdataset, huggingface, mongo, sql.
+                RayOfflineStore dispatches on this value to call the matching
+                ray.data.read_*() or ray.data.from_*() function.
+            path: File path or directory for file-based reader types (parquet, csv,
+                json, text, images, binary_files, tfrecords, webdataset). Not required
+                for huggingface, mongo, or sql.
+            reader_options: Reader-type-specific connection parameters as a
+                JSON-serializable dict. Examples:
+                  huggingface: {"dataset_name": "org/name", "split": "train"}
+                  mongo:       {"uri": "mongodb://host", "database": "db",
+                                "collection": "col"}
+                  sql:         {"sql": "SELECT …", "connection_url": "sqlite:///…"}
+            created_timestamp_column: Timestamp column indicating when the row
+                was created, used for deduplicating rows.
+            field_mapping: A dictionary mapping of column names in this data
+                source to feature names in a feature table or view.
+            description: A human-readable description.
+            tags: A dictionary of key-value pairs to store arbitrary metadata.
+            owner: The owner of the DataSource, typically the email of the primary
+                maintainer.
+            timestamp_field: Event timestamp field used for point-in-time joins of
+                feature values.
+        """
+        if reader_type not in SUPPORTED_READER_TYPES:
+            raise ValueError(
+                f"'reader_type' must be one of {SUPPORTED_READER_TYPES}, "
+                f"got '{reader_type}'."
+            )
+
+        super().__init__(
+            name=name,
+            timestamp_field=timestamp_field,
+            created_timestamp_column=created_timestamp_column,
+            field_mapping=field_mapping,
+            description=description,
+            tags=tags,
+            owner=owner,
+        )
+
+        self.ray_source_options = RaySourceOptions(
+            reader_type=reader_type,
+            path=path or "",
+            reader_options=reader_options or {},
+        )
+
+    @property
+    def reader_type(self) -> str:
+        """Returns the ray.data reader type of this data source."""
+        return self.ray_source_options.reader_type
+
+    @property
+    def path(self) -> str:
+        """Returns the path of this data source."""
+        return self.ray_source_options.path
+
+    @property
+    def reader_options(self) -> Dict[str, Any]:
+        """Returns the reader-specific options of this data source."""
+        return self.ray_source_options.reader_options
+
+    @staticmethod
+    def from_proto(data_source: DataSourceProto) -> Any:
+        """Creates a RaySource from a protobuf representation.
+
+        Args:
+            data_source: A protobuf representation of a DataSource.
+
+        Returns:
+            A RaySource object.
+        """
+        assert data_source.type == DataSourceProto.CUSTOM_SOURCE
+        config = json.loads(data_source.custom_options.configuration)
+        return RaySource(
+            name=data_source.name,
+            reader_type=config["reader_type"],
+            path=config.get("path") or None,
+            reader_options=config.get("reader_options") or None,
+            field_mapping=dict(data_source.field_mapping),
+            timestamp_field=data_source.timestamp_field or None,
+            created_timestamp_column=data_source.created_timestamp_column or None,
+            description=data_source.description,
+            tags=dict(data_source.tags),
+            owner=data_source.owner,
+        )
+
+    def _to_proto_impl(self) -> DataSourceProto:
+        data_source_proto = DataSourceProto(
+            name=self.name,
+            type=DataSourceProto.CUSTOM_SOURCE,
+            data_source_class_type=(
+                "feast.infra.offline_stores.contrib.ray_offline_store"
+                ".ray_source.RaySource"
+            ),
+            field_mapping=self.field_mapping,
+            description=self.description,
+            tags=self.tags,
+            owner=self.owner,
+            custom_options=DataSourceProto.CustomSourceOptions(
+                configuration=json.dumps(
+                    {
+                        "reader_type": self.reader_type,
+                        "path": self.path,
+                        "reader_options": self.reader_options,
+                    }
+                ).encode()
+            ),
+        )
+        data_source_proto.timestamp_field = self.timestamp_field
+        data_source_proto.created_timestamp_column = self.created_timestamp_column
+        return data_source_proto
+
+    def validate(self, config: RepoConfig) -> None:
+        pass
+
+    @staticmethod
+    def source_datatype_to_feast_value_type() -> Callable[[str], ValueType]:
+        return pa_to_feast_value_type
+
+    def get_table_column_names_and_types(
+        self, config: RepoConfig
+    ) -> Iterable[Tuple[str, str]]:
+        # Return an empty list so that inference.py skips schema/entity inference
+        # for RaySource during feast apply. Schema is resolved at materialisation
+        # time by RayOfflineStore when it reads the actual Ray Dataset.
+        return []
+
+    def get_table_query_string(self) -> str:
+        """Returns a string that can be used to reference this source."""
+        parts = [f"reader_type={self.reader_type!r}"]
+        if self.path:
+            parts.append(f"path={self.path!r}")
+        if self.reader_options:
+            parts.append(f"reader_options={self.reader_options!r}")
+        return f"RaySource({', '.join(parts)})"
+
+    def __eq__(self, other):
+        if not isinstance(other, RaySource):
+            raise TypeError("Comparisons should only involve RaySource class objects.")
+        base_eq = super().__eq__(other)
+        if not base_eq:
+            return False
+        return (
+            self.reader_type == other.reader_type
+            and self.path == other.path
+            and self.reader_options == other.reader_options
+        )
+
+    def __hash__(self):
+        return super().__hash__()
+
+
+class RaySourceOptions:
+    """Options specific to a RaySource."""
+
+    def __init__(
+        self,
+        reader_type: str,
+        path: str,
+        reader_options: Dict[str, Any],
+    ):
+        self._reader_type = reader_type
+        self._path = path
+        self._reader_options = reader_options
+
+    @property
+    def reader_type(self) -> str:
+        """Returns the ray.data reader type."""
+        return self._reader_type
+
+    @reader_type.setter
+    def reader_type(self, reader_type: str) -> None:
+        self._reader_type = reader_type
+
+    @property
+    def path(self) -> str:
+        """Returns the file path or directory."""
+        return self._path
+
+    @path.setter
+    def path(self, path: str) -> None:
+        self._path = path
+
+    @property
+    def reader_options(self) -> Dict[str, Any]:
+        """Returns the reader-specific options dict."""
+        return self._reader_options
+
+    @reader_options.setter
+    def reader_options(self, reader_options: Dict[str, Any]) -> None:
+        self._reader_options = reader_options
diff --git a/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark.py b/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark.py
index c7ed40ccc02..3fc675ea402 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark.py
@@ -33,6 +33,7 @@
 from pyspark.sql import SparkSession
 
 from feast import FeatureView, OnDemandFeatureView
+from feast.batch_feature_view import BatchFeatureView
 from feast.data_source import DataSource
 from feast.dataframe import DataFrameEngine, FeastDataFrame
 from feast.errors import EntitySQLEmptyResults, InvalidEntityType
@@ -260,6 +261,10 @@ def get_historical_features(
             entity_df_event_timestamp_range,
         )
 
+        query_context = _apply_bfv_transformations(
+            spark_session, feature_views, query_context
+        )
+
         spark_query_context = [
             SparkFeatureViewQueryContext(
                 **asdict(context),
@@ -387,12 +392,18 @@ def pull_all_from_table_or_query(
         timestamp_fields = [timestamp_field]
         if created_timestamp_column:
             timestamp_fields.append(created_timestamp_column)
-        (fields_with_aliases, aliases) = _get_fields_with_aliases(
-            fields=join_key_columns + feature_name_columns + timestamp_fields,
-            field_mappings=data_source.field_mapping,
-        )
 
-        fields_with_alias_string = ", ".join(fields_with_aliases)
+        if feature_name_columns:
+            (fields_with_aliases, _) = _get_fields_with_aliases(
+                fields=join_key_columns + feature_name_columns + timestamp_fields,
+                field_mappings=data_source.field_mapping,
+            )
+            fields_with_alias_string = ", ".join(fields_with_aliases)
+        else:
+            # Empty feature_name_columns signals "read all source columns".
+            # Used by BatchFeatureView with TransformationMode.PYTHON/ray/pandas where
+            # the UDF computes output features from raw input — don't project upfront.
+            fields_with_alias_string = "*"
 
         from_expression = data_source.get_table_query_string()
         timestamp_filter = get_timestamp_filter_sql(
@@ -707,6 +718,62 @@ def _entity_schema_keys_from(
     )
 
 
+def _apply_bfv_transformations(
+    spark_session: SparkSession,
+    feature_views: List[FeatureView],
+    query_contexts: List[offline_utils.FeatureViewQueryContext],
+) -> List[offline_utils.FeatureViewQueryContext]:
+    """
+    For BatchFeatureViews with a UDF, read the raw source into a Spark DataFrame,
+    invoke the transformation, register the result as a temp view, and replace the
+    table_subquery in the query context so the PIT join reads transformed data.
+    """
+    from dataclasses import replace
+
+    from feast.feature_view_utils import (
+        get_transformation_function,
+        has_transformation,
+        resolve_feature_view_source_with_fallback,
+    )
+
+    fv_by_name = {fv.projection.name_to_use(): fv for fv in feature_views}
+
+    updated_contexts = []
+    for ctx in query_contexts:
+        fv = fv_by_name.get(ctx.name)
+        if (
+            fv is not None
+            and isinstance(fv, BatchFeatureView)
+            and has_transformation(fv)
+        ):
+            udf = get_transformation_function(fv)
+            if udf is not None:
+                source_info = resolve_feature_view_source_with_fallback(fv)
+                source_query = source_info.data_source.get_table_query_string()
+
+                timestamp_filter = get_timestamp_filter_sql(
+                    start_date=ctx.min_event_timestamp,
+                    end_date=ctx.max_event_timestamp,
+                    timestamp_field=ctx.timestamp_field,
+                    tz=timezone.utc,
+                    quote_fields=False,
+                )
+                source_df = spark_session.sql(
+                    f"SELECT * FROM {source_query} WHERE {timestamp_filter}"
+                )
+
+                transformed_df = udf(source_df)
+
+                tmp_view_name = "feast_bfv_" + uuid.uuid4().hex
+                transformed_df.createOrReplaceTempView(tmp_view_name)
+
+                ctx = replace(ctx, table_subquery=tmp_view_name)
+
+        updated_contexts.append(ctx)
+
+    return updated_contexts
+
+
 def _get_entity_df_event_timestamp_range(
     entity_df: Union[pd.DataFrame, str],
     entity_df_event_timestamp_col: str,
diff --git a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino.py b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino.py
index 33190bd4635..0f77d6e18fc 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino.py
@@ -1,6 +1,15 @@
+import logging
 import uuid
 from datetime import date, datetime
-from typing import Any, Dict, List, Literal, Optional, Tuple, Union
+from typing import (
+    Any,
+    Dict,
+    List,
+    Literal,
+    Optional,
+    Tuple,
+    Union,
+)
 
 import numpy as np
 import pandas as pd
@@ -37,6 +46,8 @@
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
 from feast.saved_dataset import SavedDatasetStorage
 
+logger = logging.getLogger(__name__)
+
 
 class BasicAuthModel(FeastConfigBaseModel):
     username: StrictStr
@@ -183,6 +194,7 @@ def __init__(
         full_feature_names: bool,
         on_demand_feature_views: Optional[List[OnDemandFeatureView]] = None,
         metadata: Optional[RetrievalMetadata] = None,
+        temp_table: Optional[str] = None,
     ):
         self._query = query
         self._client = client
@@ -190,6 +202,8 @@ def __init__(
         self._full_feature_names = full_feature_names
         self._on_demand_feature_views = on_demand_feature_views or []
         self._metadata = metadata
+        self._temp_table = temp_table
+        self._cleaned_up = False
 
     @property
     def full_feature_names(self) -> bool:
@@ -199,11 +213,29 @@ def full_feature_names(self) -> bool:
     def on_demand_feature_views(self) -> List[OnDemandFeatureView]:
         return self._on_demand_feature_views
 
+    def _drop_temp_table(self) -> None:
+        if self._cleaned_up or not self._temp_table:
+            return
+        self._cleaned_up = True
+        try:
+            self._client.execute_query(f"DROP TABLE IF EXISTS {self._temp_table}")
+        except Exception:
+            logger.exception(
+                "Failed to drop temporary entity table %s",
+                self._temp_table,
+            )
+
+    def __del__(self) -> None:
+        self._drop_temp_table()
+
     def _to_df_internal(self, timeout: Optional[int] = None) -> pd.DataFrame:
         """Return dataset as Pandas DataFrame synchronously including on demand transforms"""
-        results = self._client.execute_query(query_text=self._query)
-        self.pyarrow_schema = results.pyarrow_schema
-        return results.to_dataframe()
+        try:
+            results = self._client.execute_query(query_text=self._query)
+            self.pyarrow_schema = results.pyarrow_schema
+            return results.to_dataframe()
+        finally:
+            self._drop_temp_table()
 
     def _to_arrow_internal(self, timeout: Optional[int] = None) -> pyarrow.Table:
         """Return payrrow dataset as synchronously including on demand transforms"""
@@ -234,8 +266,11 @@ def to_trino(
             destination_table = f"{self._client.catalog}.{self._config.offline_store.dataset}.historical_{today}_{rand_id}"
 
         # TODO: Implement the timeout logic
-        query = f"CREATE TABLE {destination_table} AS ({self._query})"
-        self._client.execute_query(query_text=query)
+        try:
+            create_query = f"CREATE TABLE {destination_table} AS ({self._query})"
+            self._client.execute_query(query_text=create_query)
+        finally:
+            self._drop_temp_table()
         return destination_table
 
     def persist(
@@ -372,11 +407,12 @@ def get_historical_features(
         )
 
         # Generate the Trino SQL query from the query context
+        entity_table_ref = table_reference
         if type(entity_df) is str:
-            table_reference = f"({entity_df})"
+            entity_table_ref = f"({entity_df})"
         query = offline_utils.build_point_in_time_query(
             query_context,
-            left_table_query_string=table_reference,
+            left_table_query_string=entity_table_ref,
             entity_df_event_timestamp_col=entity_df_event_timestamp_col,
             entity_df_columns=entity_schema.keys(),
             query_template=MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
@@ -385,6 +421,7 @@ def get_historical_features(
 
         return TrinoRetrievalJob(
             query=query,
+            temp_table=table_reference if isinstance(entity_df, pd.DataFrame) else None,
             client=client,
             config=config,
             full_feature_names=full_feature_names,
@@ -483,8 +520,6 @@ def _upload_entity_df_and_get_entity_schema(
     else:
         raise InvalidEntityType(type(entity_df))
 
-    # TODO: Ensure that the table expires after some time
-
 
 def _get_trino_client(config: RepoConfig) -> Trino:
     auth = None
diff --git a/sdk/python/feast/infra/offline_stores/dask.py b/sdk/python/feast/infra/offline_stores/dask.py
index be430f87c90..3e640ce5af0 100644
--- a/sdk/python/feast/infra/offline_stores/dask.py
+++ b/sdk/python/feast/infra/offline_stores/dask.py
@@ -377,7 +377,10 @@ def evaluate_func():
                 df[DUMMY_ENTITY_ID] = DUMMY_ENTITY_VAL
                 columns_to_extract.add(DUMMY_ENTITY_ID)
 
-            return df[list(columns_to_extract)].persist()
+            if feature_name_columns:
+                df = df[list(columns_to_extract)]
+
+            return df.persist()
 
         # When materializing a single feature view, we don't need full feature names. On demand transforms aren't materialized
         return DaskRetrievalJob(
@@ -399,16 +402,23 @@ def evaluate_offline_job(
         # Create lazy function that is only called from the RetrievalJob object
         source_df = _read_datasource(data_source, config.repo_path)
 
-        source_df = _normalize_timestamp(
-            source_df, timestamp_field, created_timestamp_column
-        )
-
+        # Validate join keys against source columns BEFORE calling _normalize_timestamp.
+        # _normalize_timestamp ends with df.persist() which initialises Dask's global
+        # ThreadPoolExecutor.  When the process subsequently exits (e.g. after raising
+        # FeastJoinKeysDuringMaterialization), Python's atexit handler calls
+        # ThreadPoolExecutor.shutdown(wait=True) which can block indefinitely, hanging
+        # the subprocess and preventing the parent from reading its output.
+        # df.columns is derived from the Parquet schema metadata — no computation needed.
         source_columns = set(source_df.columns)
         if not set(join_key_columns).issubset(source_columns):
             raise FeastJoinKeysDuringMaterialization(
                 data_source.path, set(join_key_columns), source_columns
             )
 
+        source_df = _normalize_timestamp(
+            source_df, timestamp_field, created_timestamp_column
+        )
+
         # try-catch block is added to deal with this issue https://github.com/dask/dask/issues/8939.
         # TODO(kevjumba): remove try catch when fix is merged upstream in Dask.
         try:
@@ -483,9 +493,10 @@ def evaluate_func():
                 columns_to_extract.add(DUMMY_ENTITY_ID)
             # TODO: Decides if we want to field mapping for pull_latest_from_table_or_query
             # This is default for other offline store.
-            df = df[list(columns_to_extract)]
-            df.persist()
-            return df
+            if feature_name_columns:
+                df = df[list(columns_to_extract)]
+
+            return df.persist()
 
         # When materializing a single feature view, we don't need full feature names. On demand transforms aren't materialized
         return DaskRetrievalJob(
diff --git a/sdk/python/feast/infra/offline_stores/offline_store.py b/sdk/python/feast/infra/offline_stores/offline_store.py
index 8887a5a7d0c..4ae0c680c3b 100644
--- a/sdk/python/feast/infra/offline_stores/offline_store.py
+++ b/sdk/python/feast/infra/offline_stores/offline_store.py
@@ -259,6 +259,49 @@ def to_tensor(
                 tensor_dict[column] = values
         return tensor_dict
 
+    def to_ray_dataset(self) -> Any:
+        """Convert the retrieval result to a Ray Dataset.
+
+        This is a first-class method on every ``RetrievalJob`` regardless of
+        the configured offline store backend:
+
+        * **Ray offline store** – ``RayRetrievalJob`` overrides this method and
+          returns the underlying ``ray.data.Dataset`` *without* materialising the
+          result to the driver, keeping the full computation on the cluster.
+        * **All other offline stores** – the default implementation here pulls
+          the result to an Arrow table on the driver and converts it via
+          ``ray.data.from_arrow()``.  This is less efficient than the native
+          Ray path but lets every backend participate in Ray pipelines.
+
+        Example::
+
+            from feast import FeatureStore
+
+            store = FeatureStore(".")
+            ds = store.get_historical_features(
+                entity_df=entity_df,
+                features=["driver_stats:conv_rate"],
+            ).to_ray_dataset()
+
+            # Chain Ray Data transforms directly
+            predictions = ds.map_batches(MyModel, num_gpus=1)
+
+        Returns:
+            ray.data.Dataset: Dataset containing the retrieved feature rows.
+
+        Raises:
+            ImportError: If ``ray`` is not installed.  Install via
+                ``pip install 'feast[ray]'``.
+        """
+        try:
+            import ray.data
+        except ImportError as e:
+            raise ImportError(
+                "Ray is required to call to_ray_dataset(). "
+                "Install it with: pip install 'feast[ray]'"
+            ) from e
+        return ray.data.from_arrow(self.to_arrow())
+
     def to_sql(self) -> str:
         """
         Return RetrievalJob generated SQL statement if applicable.
diff --git a/sdk/python/feast/infra/offline_stores/offline_utils.py b/sdk/python/feast/infra/offline_stores/offline_utils.py
index 5664e6f45a6..fee87dde595 100644
--- a/sdk/python/feast/infra/offline_stores/offline_utils.py
+++ b/sdk/python/feast/infra/offline_stores/offline_utils.py
@@ -98,6 +98,7 @@ class FeatureViewQueryContext:
     date_partition_column: Optional[
         str
     ]  # this attribute is added because partition pruning affects Athena's query performance.
+    timestamp_field_type: Optional[str]
 
 
 def get_feature_view_query_context(
@@ -160,6 +161,10 @@ def get_feature_view_query_context(
             feature_view.batch_source.date_partition_column,
         )
 
+        timestamp_field_type = getattr(
+            feature_view.batch_source, "timestamp_field_type", ""
+        )
+
         max_event_timestamp = to_naive_utc(entity_df_timestamp_range[1]).isoformat()
         min_event_timestamp = None
         if feature_view.ttl:
@@ -181,6 +186,7 @@ def get_feature_view_query_context(
             min_event_timestamp=min_event_timestamp,
             max_event_timestamp=max_event_timestamp,
             date_partition_column=date_partition_column,
+            timestamp_field_type=timestamp_field_type or None,
         )
         query_context.append(context)
 
@@ -340,7 +346,7 @@ def get_timestamp_filter_sql(
     date_partition_column: Optional[str] = None,
     tz: Optional[timezone] = None,
     cast_style: Literal[
-        "timestamp", "timestamp_func", "timestamptz", "raw"
+        "timestamp", "timestamp_func", "timestamptz", "raw", "date_func"
     ] = "timestamp",
     date_time_separator: str = "T",
     quote_fields: bool = True,
@@ -355,10 +361,11 @@ def get_timestamp_filter_sql(
         date_partition_column: optional partition column (for pruning)
         tz: optional timezone for datetime inputs
         cast_style: one of:
-            - "timestamp": TIMESTAMP '...'                  → Common Sql engine Snowflake, Redshift etc.
+            - "timestamp": TIMESTAMP '...'              → Common Sql engine Snowflake, Redshift etc.
             - "timestamp_func": TIMESTAMP('...')         → BigQuery, Couchbase etc.
             - "timestamptz": '...'::timestamptz          → PostgreSQL
             - "raw": '...'                               → no cast, string only
+            - "date_func": DATE('...')                   → BigQuery DATE columns
         date_time_separator: separator for datetime strings (default is "T")
             (e.g. "2023-10-01T00:00:00" or "2023-10-01 00:00:00")
         quote_fields: whether to quote the timestamp and partition column names
@@ -384,6 +391,9 @@ def format_casted_ts(val: Union[str, datetime]) -> str:
             return f"TIMESTAMP '{val_str}'"
         elif cast_style == "timestamp_func":
             return f"TIMESTAMP('{val_str}')"
+        elif cast_style == "date_func":
+            date_str = val_str[:10] if len(val_str) >= 10 else val_str
+            return f"DATE('{date_str}')"
         elif cast_style == "timestamptz":
             return f"'{val_str}'::{cast_style}"
         else:
diff --git a/sdk/python/feast/infra/offline_stores/remote.py b/sdk/python/feast/infra/offline_stores/remote.py
index 4e48f225f16..a32774ad085 100644
--- a/sdk/python/feast/infra/offline_stores/remote.py
+++ b/sdk/python/feast/infra/offline_stores/remote.py
@@ -249,6 +249,10 @@ def get_historical_features(
         if end_date is not None:
             api_parameters["end_date"] = end_date.isoformat()
 
+        if isinstance(entity_df, str):
+            api_parameters["entity_df_sql"] = entity_df
+            entity_df = None
+
         return RemoteRetrievalJob(
             client=client,
             api=OfflineStore.get_historical_features.__name__,
@@ -470,12 +474,12 @@ def get_table_column_names_and_types_from_data_source(
 
 
 def _create_retrieval_metadata(
-    feature_refs: List[str], entity_df: Optional[pd.DataFrame] = None
+    feature_refs: List[str], entity_df: Optional[Union[pd.DataFrame, str]] = None
 ):
-    if entity_df is None:
+    if entity_df is None or isinstance(entity_df, str):
         return RetrievalMetadata(
             features=feature_refs,
-            keys=[],  # No entity keys when no entity_df provided
+            keys=[],
             min_event_timestamp=None,
             max_event_timestamp=None,
         )
diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index 814058c77e5..8781f6bc91f 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -24,7 +24,7 @@
 from pydantic import StrictBool, StrictStr
 
 from feast import Entity, FeatureView, utils
-from feast.infra.online_stores.helpers import compute_entity_id
+from feast.infra.online_stores.helpers import compute_entity_id, compute_versioned_name
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.infra.supported_async_methods import SupportedAsyncMethods
 from feast.infra.utils.aws_utils import dynamo_write_items_async
@@ -504,7 +504,7 @@ def online_read(
         # For single batch, no parallelization overhead needed
         if len(batches) == 1:
             batch_entity_ids = self._to_resource_batch_get_payload(
-                online_config, table_name, batches[0]
+                online_config, table_name, batches[0], requested_features
             )
             response = dynamodb_resource.batch_get_item(RequestItems=batch_entity_ids)
             return self._process_batch_get_response(table_name, response, batches[0])
@@ -520,7 +520,7 @@ def online_read(
 
         def fetch_batch(batch: List[str]) -> Dict[str, Any]:
             batch_entity_ids = self._to_client_batch_get_payload(
-                online_config, table_name, batch
+                online_config, table_name, batch, requested_features
             )
             return dynamodb_client.batch_get_item(RequestItems=batch_entity_ids)
 
@@ -599,7 +599,7 @@ def to_tbl_resp(raw_client_response):
             if not batch:
                 break
             entity_id_batch = self._to_client_batch_get_payload(
-                online_config, table_name, batch
+                online_config, table_name, batch, requested_features
             )
             batches.append(batch)
             entity_id_batches.append(entity_id_batch)
@@ -760,21 +760,56 @@ def _to_entity_ids(config: RepoConfig, entity_keys: List[EntityKeyProto]):
         ]
 
     @staticmethod
-    def _to_resource_batch_get_payload(online_config, table_name, batch):
-        return {
-            table_name: {
-                "Keys": [{"entity_id": entity_id} for entity_id in batch],
-                "ConsistentRead": online_config.consistent_reads,
-            }
+    def _to_resource_batch_get_payload(
+        online_config, table_name, batch, requested_features=None
+    ):
+        payload: Dict[str, Any] = {
+            "Keys": [{"entity_id": entity_id} for entity_id in batch],
+            "ConsistentRead": online_config.consistent_reads,
         }
+        projection = DynamoDBOnlineStore._build_projection_expression(
+            requested_features
+        )
+        if projection:
+            payload["ProjectionExpression"] = projection["ProjectionExpression"]
+            payload["ExpressionAttributeNames"] = projection["ExpressionAttributeNames"]
+        return {table_name: payload}
 
     @staticmethod
-    def _to_client_batch_get_payload(online_config, table_name, batch):
+    def _to_client_batch_get_payload(
+        online_config, table_name, batch, requested_features=None
+    ):
+        payload: Dict[str, Any] = {
+            "Keys": [{"entity_id": {"S": entity_id}} for entity_id in batch],
+            "ConsistentRead": online_config.consistent_reads,
+        }
+        projection = DynamoDBOnlineStore._build_projection_expression(
+            requested_features
+        )
+        if projection:
+            payload["ProjectionExpression"] = projection["ProjectionExpression"]
+            payload["ExpressionAttributeNames"] = projection["ExpressionAttributeNames"]
+        return {table_name: payload}
+
+    @staticmethod
+    def _build_projection_expression(
+        requested_features: Optional[List[str]],
+    ) -> Optional[Dict[str, Any]]:
+        if not requested_features:
+            return None
+        attr_names: Dict[str, str] = {
+            "#entity_id": "entity_id",
+            "#event_ts": "event_ts",
+            "#vals": "values",
+        }
+        projections = ["#entity_id", "#event_ts"]
+        for i, feat in enumerate(requested_features):
+            alias = f"#feat{i}"
+            attr_names[alias] = feat
+            projections.append(f"#vals.{alias}")
         return {
-            table_name: {
-                "Keys": [{"entity_id": {"S": entity_id}} for entity_id in batch],
-                "ConsistentRead": online_config.consistent_reads,
-            }
+            "ProjectionExpression": ", ".join(projections),
+            "ExpressionAttributeNames": attr_names,
         }
 
     def update_online_store(
@@ -1154,8 +1189,11 @@ def _initialize_dynamodb_resource(
 def _get_table_name(
     online_config: DynamoDBOnlineStoreConfig, config: RepoConfig, table: FeatureView
 ) -> str:
+    table_name = compute_versioned_name(
+        table, config.registry.enable_online_feature_view_versioning
+    )
     return online_config.table_name_template.format(
-        project=config.project, table_name=table.name
+        project=config.project, table_name=table_name
     )
 
 
diff --git a/sdk/python/feast/infra/online_stores/faiss_online_store.py b/sdk/python/feast/infra/online_stores/faiss_online_store.py
index 3e3d92cde6d..dfa7d6c376b 100644
--- a/sdk/python/feast/infra/online_stores/faiss_online_store.py
+++ b/sdk/python/feast/infra/online_stores/faiss_online_store.py
@@ -8,6 +8,7 @@
 
 from feast import Entity, FeatureView, RepoConfig
 from feast.infra.key_encoding_utils import serialize_entity_key
+from feast.infra.online_stores.helpers import compute_table_id
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
@@ -43,16 +44,21 @@ def teardown(self):
         self.entity_keys = {}
 
 
+def _table_id(project: str, table: FeatureView, enable_versioning: bool = False) -> str:
+    return compute_table_id(project, table, enable_versioning)
+
+
 class FaissOnlineStore(OnlineStore):
-    _index: Optional[faiss.IndexIVFFlat] = None
-    _in_memory_store: InMemoryStore = InMemoryStore()
-    _config: Optional[FaissOnlineStoreConfig] = None
     _logger: logging.Logger = logging.getLogger(__name__)
 
-    def _get_index(self, config: RepoConfig) -> faiss.IndexIVFFlat:
-        if self._index is None or self._config is None:
-            raise ValueError("Index is not initialized")
-        return self._index
+    def __init__(self):
+        super().__init__()
+        self._indices: Dict[str, faiss.IndexIVFFlat] = {}
+        self._in_memory_stores: Dict[str, InMemoryStore] = {}
+        self._config: Optional[FaissOnlineStoreConfig] = None
+
+    def _get_index(self, table_key: str) -> Optional[faiss.IndexIVFFlat]:
+        return self._indices.get(table_key)
 
     def update(
         self,
@@ -63,23 +69,31 @@ def update(
         entities_to_keep: Sequence[Entity],
         partial: bool,
     ):
-        feature_views = tables_to_keep
-        if not feature_views:
-            return
-
-        feature_names = [f.name for f in feature_views[0].features]
-        dimension = len(feature_names)
-
         self._config = FaissOnlineStoreConfig(**config.online_store.dict())
-        if self._index is None or not partial:
-            quantizer = faiss.IndexFlatL2(dimension)
-            self._index = faiss.IndexIVFFlat(quantizer, dimension, self._config.nlist)
-            self._index.train(
-                np.random.rand(self._config.nlist * 100, dimension).astype(np.float32)
-            )
-            self._in_memory_store = InMemoryStore()
+        versioning = config.registry.enable_online_feature_view_versioning
+
+        for table in tables_to_delete:
+            table_key = _table_id(config.project, table, versioning)
+            self._indices.pop(table_key, None)
+            self._in_memory_stores.pop(table_key, None)
+
+        for table in tables_to_keep:
+            table_key = _table_id(config.project, table, versioning)
+            feature_names = [f.name for f in table.features]
+            dimension = len(feature_names)
+
+            if table_key not in self._indices or not partial:
+                quantizer = faiss.IndexFlatL2(dimension)
+                index = faiss.IndexIVFFlat(quantizer, dimension, self._config.nlist)
+                index.train(
+                    np.random.rand(self._config.nlist * 100, dimension).astype(
+                        np.float32
+                    )
+                )
+                self._indices[table_key] = index
+                self._in_memory_stores[table_key] = InMemoryStore()
 
-        self._in_memory_store.update(feature_names, {})
+            self._in_memory_stores[table_key].update(feature_names, {})
 
     def teardown(
         self,
@@ -87,8 +101,13 @@ def teardown(
         tables: Sequence[FeatureView],
         entities: Sequence[Entity],
     ):
-        self._index = None
-        self._in_memory_store.teardown()
+        versioning = config.registry.enable_online_feature_view_versioning
+        for table in tables:
+            table_key = _table_id(config.project, table, versioning)
+            self._indices.pop(table_key, None)
+            store = self._in_memory_stores.pop(table_key, None)
+            if store is not None:
+                store.teardown()
 
     def online_read(
         self,
@@ -97,7 +116,12 @@ def online_read(
         entity_keys: List[EntityKeyProto],
         requested_features: Optional[List[str]] = None,
     ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
-        if self._index is None:
+        versioning = config.registry.enable_online_feature_view_versioning
+        table_key = _table_id(config.project, table, versioning)
+        index = self._get_index(table_key)
+        in_memory_store = self._in_memory_stores.get(table_key)
+
+        if index is None or in_memory_store is None:
             return [(None, None)] * len(entity_keys)
 
         results: List[Tuple[Optional[datetime], Optional[Dict[str, Any]]]] = []
@@ -105,15 +129,15 @@ def online_read(
             serialized_key = serialize_entity_key(
                 entity_key, config.entity_key_serialization_version
             ).hex()
-            idx = self._in_memory_store.entity_keys.get(serialized_key, -1)
+            idx = in_memory_store.entity_keys.get(serialized_key, -1)
             if idx == -1:
                 results.append((None, None))
             else:
-                feature_vector = self._index.reconstruct(int(idx))
+                feature_vector = index.reconstruct(int(idx))
                 feature_dict = {
                     name: ValueProto(double_val=value)
                     for name, value in zip(
-                        self._in_memory_store.feature_names, feature_vector
+                        in_memory_store.feature_names, feature_vector
                     )
                 }
                 results.append((None, feature_dict))
@@ -128,8 +152,16 @@ def online_write_batch(
         ],
         progress: Optional[Callable[[int], Any]],
     ) -> None:
-        if self._index is None:
-            self._logger.warning("Index is not initialized. Skipping write operation.")
+        versioning = config.registry.enable_online_feature_view_versioning
+        table_key = _table_id(config.project, table, versioning)
+        index = self._get_index(table_key)
+        in_memory_store = self._in_memory_stores.get(table_key)
+
+        if index is None or in_memory_store is None:
+            self._logger.warning(
+                "Index for table '%s' is not initialized. Skipping write operation.",
+                table_key,
+            )
             return
 
         feature_vectors = []
@@ -142,7 +174,7 @@ def online_write_batch(
             feature_vector = np.array(
                 [
                     feature_dict[name].double_val
-                    for name in self._in_memory_store.feature_names
+                    for name in in_memory_store.feature_names
                 ],
                 dtype=np.float32,
             )
@@ -153,21 +185,17 @@ def online_write_batch(
         feature_vectors_array = np.array(feature_vectors)
 
         existing_indices = [
-            self._in_memory_store.entity_keys.get(sk, -1) for sk in serialized_keys
+            in_memory_store.entity_keys.get(sk, -1) for sk in serialized_keys
         ]
         mask = np.array(existing_indices) != -1
         if np.any(mask):
-            self._index.remove_ids(
-                np.array([idx for idx in existing_indices if idx != -1])
-            )
+            index.remove_ids(np.array([idx for idx in existing_indices if idx != -1]))
 
-        new_indices = np.arange(
-            self._index.ntotal, self._index.ntotal + len(feature_vectors_array)
-        )
-        self._index.add(feature_vectors_array)
+        new_indices = np.arange(index.ntotal, index.ntotal + len(feature_vectors_array))
+        index.add(feature_vectors_array)
 
         for sk, idx in zip(serialized_keys, new_indices):
-            self._in_memory_store.entity_keys[sk] = idx
+            in_memory_store.entity_keys[sk] = idx
 
         if progress:
             progress(len(data))
@@ -189,12 +217,16 @@ def retrieve_online_documents(
             Optional[ValueProto],
         ]
     ]:
-        if self._index is None:
+        versioning = config.registry.enable_online_feature_view_versioning
+        table_key = _table_id(config.project, table, versioning)
+        index = self._get_index(table_key)
+
+        if index is None:
             self._logger.warning("Index is not initialized. Returning empty result.")
             return []
 
         query_vector = np.array(embedding, dtype=np.float32).reshape(1, -1)
-        distances, indices = self._index.search(query_vector, top_k)
+        distances, indices = index.search(query_vector, top_k)
 
         results: List[
             Tuple[
@@ -209,7 +241,7 @@ def retrieve_online_documents(
             if idx == -1:
                 continue
 
-            feature_vector = self._index.reconstruct(int(idx))
+            feature_vector = index.reconstruct(int(idx))
 
             timestamp = Timestamp()
             timestamp.GetCurrentTime()
@@ -237,5 +269,4 @@ async def online_read_async(
         entity_keys: List[EntityKeyProto],
         requested_features: Optional[List[str]] = None,
     ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
-        # Implement async read if needed
         raise NotImplementedError("Async read is not implemented for FaissOnlineStore")
diff --git a/sdk/python/feast/infra/online_stores/helpers.py b/sdk/python/feast/infra/online_stores/helpers.py
index 40e0f50a62c..59ef9185c1f 100644
--- a/sdk/python/feast/infra/online_stores/helpers.py
+++ b/sdk/python/feast/infra/online_stores/helpers.py
@@ -72,8 +72,8 @@ def _to_naive_utc(ts: datetime) -> datetime:
         return ts.astimezone(tz=timezone.utc).replace(tzinfo=None)
 
 
-def compute_table_id(project: str, table: Any, enable_versioning: bool = False) -> str:
-    """Build the online-store table name, appending a version suffix when versioning is enabled."""
+def compute_versioned_name(table: Any, enable_versioning: bool = False) -> str:
+    """Return the table name with a ``_v{N}`` suffix when versioning is enabled."""
     name = table.name
     if enable_versioning:
         version = getattr(table.projection, "version_tag", None)
@@ -81,4 +81,9 @@ def compute_table_id(project: str, table: Any, enable_versioning: bool = False)
             version = getattr(table, "current_version_number", None)
         if version is not None and version > 0:
             name = f"{table.name}_v{version}"
-    return f"{project}_{name}"
+    return name
+
+
+def compute_table_id(project: str, table: Any, enable_versioning: bool = False) -> str:
+    """Build the online-store table name, appending a version suffix when versioning is enabled."""
+    return f"{project}_{compute_versioned_name(table, enable_versioning)}"
diff --git a/sdk/python/feast/infra/online_stores/milvus_online_store/milvus.py b/sdk/python/feast/infra/online_stores/milvus_online_store/milvus.py
index ee2534684cc..941de3b64cd 100644
--- a/sdk/python/feast/infra/online_stores/milvus_online_store/milvus.py
+++ b/sdk/python/feast/infra/online_stores/milvus_online_store/milvus.py
@@ -1,4 +1,5 @@
 import base64
+import logging
 from datetime import datetime
 from pathlib import Path
 from typing import Any, Callable, Dict, List, Literal, Optional, Sequence, Tuple, Union
@@ -18,6 +19,7 @@
     deserialize_entity_key,
     serialize_entity_key,
 )
+from feast.infra.online_stores.helpers import compute_table_id
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.infra.online_stores.vector_store import VectorStoreConfig
 from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
@@ -42,6 +44,8 @@
     to_naive_utc,
 )
 
+logger = logging.getLogger(__name__)
+
 PROTO_TO_MILVUS_TYPE_MAPPING: Dict[ValueType, DataType] = {
     PROTO_VALUE_TO_VALUE_TYPE_MAP["bytes_val"]: DataType.VARCHAR,
     ValueType.IMAGE_BYTES: DataType.VARCHAR,
@@ -140,11 +144,13 @@ def _connect(self, config: RepoConfig) -> MilvusClient:
         if not self.client:
             if config.provider == "local" and config.online_store.path:
                 db_path = self._get_db_path(config)
-                print(f"Connecting to Milvus in local mode using {db_path}")
+                logger.info("Connecting to Milvus in local mode using %s", db_path)
                 self.client = MilvusClient(db_path)
             else:
-                print(
-                    f"Connecting to Milvus remotely at {config.online_store.host}:{config.online_store.port}"
+                logger.info(
+                    "Connecting to Milvus remotely at %s:%s",
+                    config.online_store.host,
+                    config.online_store.port,
                 )
                 self.client = MilvusClient(
                     uri=f"{config.online_store.host}:{config.online_store.port}",
@@ -159,7 +165,9 @@ def _get_or_create_collection(
     ) -> Dict[str, Any]:
         self.client = self._connect(config)
         vector_field_dict = {k.name: k for k in table.schema if k.vector_index}
-        collection_name = _table_id(config.project, table)
+        collection_name = _table_id(
+            config.project, table, config.registry.enable_online_feature_view_versioning
+        )
         if collection_name not in self._collections:
             # Create a composite key by combining entity fields
             composite_key_name = _get_composite_key_name(table)
@@ -339,10 +347,11 @@ def online_read(
         table: FeatureView,
         entity_keys: List[EntityKeyProto],
         requested_features: Optional[List[str]] = None,
-        full_feature_names: bool = False,
     ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
         self.client = self._connect(config)
-        collection_name = _table_id(config.project, table)
+        collection_name = _table_id(
+            config.project, table, config.registry.enable_online_feature_view_versioning
+        )
         collection = self._get_or_create_collection(config, table)
 
         composite_key_name = _get_composite_key_name(table)
@@ -487,18 +496,19 @@ def update(
     ):
         self.client = self._connect(config)
         for table in tables_to_keep:
-            self._collections = self._get_or_create_collection(config, table)
+            self._get_or_create_collection(config, table)
 
+        # Always drop the base collection plus any "_v{N}" siblings, regardless of
+        # the current versioning flag. This handles mixed-state repos where
+        # versioning was toggled on/off across applies and would otherwise leave
+        # orphan collections behind in Milvus.
         for table in tables_to_delete:
-            collection_name = _table_id(config.project, table)
-            if self._collections.get(collection_name, None):
-                self.client.drop_collection(collection_name)
-                self._collections.pop(collection_name, None)
+            self._drop_all_version_collections(config.project, table)
 
     def plan(
         self, config: RepoConfig, desired_registry_proto: RegistryProto
     ) -> List[InfraObject]:
-        raise NotImplementedError
+        return []
 
     def teardown(
         self,
@@ -507,11 +517,9 @@ def teardown(
         entities: Sequence[Entity],
     ):
         self.client = self._connect(config)
+        # See update(): drop base + all "_v{N}" siblings to handle mixed-state repos.
         for table in tables:
-            collection_name = _table_id(config.project, table)
-            if self._collections.get(collection_name, None):
-                self.client.drop_collection(collection_name)
-                self._collections.pop(collection_name, None)
+            self._drop_all_version_collections(config.project, table)
 
     def retrieve_online_documents_v2(
         self,
@@ -547,7 +555,9 @@ def retrieve_online_documents_v2(
             k.name: k.dtype for k in table.entity_columns
         }
         self.client = self._connect(config)
-        collection_name = _table_id(config.project, table)
+        collection_name = _table_id(
+            config.project, table, config.registry.enable_online_feature_view_versioning
+        )
         collection = self._get_or_create_collection(config, table)
         if not config.online_store.vector_enabled:
             raise ValueError("Vector search is not enabled in the online store config")
@@ -686,9 +696,8 @@ def retrieve_online_documents_v2(
             for hit in hits:
                 res = {}
                 res_ts = None
-                entity_key_bytes = bytes.fromhex(
-                    hit.get("entity", {}).get(composite_key_name, None)
-                )
+                raw_key = hit.get("entity", {}).get(composite_key_name)
+                entity_key_bytes = bytes.fromhex(raw_key) if raw_key else None
                 entity_key_proto = (
                     deserialize_entity_key(entity_key_bytes)
                     if entity_key_bytes
@@ -745,9 +754,28 @@ def retrieve_online_documents_v2(
                 result_list.append((res_ts, entity_key_proto, res if res else None))
         return result_list
 
+    def _drop_all_version_collections(self, project: str, table: FeatureView) -> None:
+        """Drop the base collection and every ``_v{N}`` versioned sibling.
+
+        Mirrors the ``_drop_all_version_tables`` helpers in the MySQL/PostgreSQL
+        online stores. Always called from ``update`` and ``teardown`` so a
+        repo that toggles versioning on and off does not leave orphan
+        collections behind in Milvus.
+        """
+        base = f"{project}_{table.name}"
+        versioned_prefix = f"{base}_v"
+        assert self.client is not None, "Milvus client is not initialized"
+        for collection_name in self.client.list_collections():
+            if collection_name == base or (
+                collection_name.startswith(versioned_prefix)
+                and collection_name[len(versioned_prefix) :].isdigit()
+            ):
+                self.client.drop_collection(collection_name)
+                self._collections.pop(collection_name, None)
+
 
-def _table_id(project: str, table: FeatureView) -> str:
-    return f"{project}_{table.name}"
+def _table_id(project: str, table: FeatureView, enable_versioning: bool = False) -> str:
+    return compute_table_id(project, table, enable_versioning)
 
 
 def _get_composite_key_name(table: FeatureView) -> str:
diff --git a/sdk/python/feast/infra/online_stores/mongodb_online_store/mongodb.py b/sdk/python/feast/infra/online_stores/mongodb_online_store/mongodb.py
index 3e7a3db84c8..d0105607d43 100644
--- a/sdk/python/feast/infra/online_stores/mongodb_online_store/mongodb.py
+++ b/sdk/python/feast/infra/online_stores/mongodb_online_store/mongodb.py
@@ -1,28 +1,33 @@
 from __future__ import annotations
 
+import time
 from datetime import datetime
 from logging import getLogger
-from typing import Any, Callable, Dict, List, Literal, Optional, Sequence, Tuple
+from typing import Any, Callable, Dict, List, Literal, Optional, Sequence, Tuple, Union
 
 try:
     from pymongo import AsyncMongoClient, MongoClient, UpdateOne
     from pymongo.asynchronous.collection import AsyncCollection
     from pymongo.collection import Collection
     from pymongo.driver_info import DriverInfo
+    from pymongo.operations import SearchIndexModel
 except ImportError as e:
     from feast.errors import FeastExtrasDependencyImportError
 
     raise FeastExtrasDependencyImportError("mongodb", str(e))
 
 import feast.version
+from feast.batch_feature_view import BatchFeatureView
 from feast.entity import Entity
 from feast.feature_view import FeatureView
-from feast.infra.key_encoding_utils import serialize_entity_key
+from feast.infra.key_encoding_utils import deserialize_entity_key, serialize_entity_key
 from feast.infra.online_stores.online_store import OnlineStore
+from feast.infra.online_stores.vector_store import VectorStoreConfig
 from feast.infra.supported_async_methods import SupportedAsyncMethods
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
+from feast.stream_feature_view import StreamFeatureView
 from feast.type_map import (
     feast_value_type_to_python_type,
     python_values_to_proto_values,
@@ -33,7 +38,7 @@
 DRIVER_METADATA = DriverInfo(name="Feast", version=feast.version.get_version())
 
 
-class MongoDBOnlineStoreConfig(FeastConfigBaseModel):
+class MongoDBOnlineStoreConfig(FeastConfigBaseModel, VectorStoreConfig):
     """MongoDB configuration.
 
     For a description of kwargs that may be passed to MongoClient,
@@ -48,6 +53,11 @@ class MongoDBOnlineStoreConfig(FeastConfigBaseModel):
     )
     collection_suffix: str = "latest"
     client_kwargs: Dict[str, Any] = {}
+    # vector_enabled and similarity are inherited from VectorStoreConfig
+    vector_index_wait_timeout: int = 60
+    """Seconds to wait for a newly created Atlas Search index to become READY."""
+    vector_index_wait_poll_interval: float = 1.0
+    """Seconds between polls when waiting for an Atlas Search index to become READY."""
 
 
 class MongoDBOnlineStore(OnlineStore):
@@ -213,11 +223,135 @@ def online_read(
 
         return self._convert_raw_docs_to_proto(ids, docs, table)
 
+    def retrieve_online_documents_v2(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        requested_features: List[str],
+        embedding: Optional[List[float]],
+        top_k: int,
+        distance_metric: Optional[str] = None,
+        query_string: Optional[str] = None,
+        include_feature_view_version_metadata: bool = False,
+    ) -> List[
+        Tuple[
+            Optional[datetime],
+            Optional[EntityKeyProto],
+            Optional[Dict[str, ValueProto]],
+        ]
+    ]:
+        """Retrieve documents via MongoDB Atlas Vector Search ($vectorSearch).
+
+        Uses the ``$vectorSearch`` aggregation stage to find the *top_k*
+        documents closest to the provided *embedding* vector.  The method
+        expects that an Atlas vector search index has already been created for
+        the relevant field (see ``update()``).
+
+        Returns a list of 3-tuples ``(event_timestamp, entity_key_proto,
+        feature_dict)`` where *feature_dict* includes the requested feature
+        values plus a synthetic ``distance`` key with the vector search score.
+        """
+        if not config.online_store.vector_enabled:
+            raise ValueError(
+                "Vector search is not enabled in the online store config. "
+                "Set vector_enabled=True in MongoDBOnlineStoreConfig."
+            )
+        if embedding is None:
+            raise ValueError(
+                "An embedding vector must be provided for MongoDB vector search."
+            )
+
+        clxn = self._get_collection(config)
+
+        # Identify the vector field on this feature view
+        vector_fields = [f for f in table.features if f.vector_index]
+        if not vector_fields:
+            raise ValueError(
+                f"Feature view '{table.name}' has no fields with vector_index=True."
+            )
+        vector_field = vector_fields[0]
+        path = f"features.{table.name}.{vector_field.name}"
+        idx_name = self._vector_search_index_name(table.name, vector_field.name)
+
+        # BSON cannot encode numpy float types — ensure native Python floats.
+        query_vector = [float(v) for v in embedding]
+
+        num_candidates = max(top_k * 10, 100)
+        pipeline: List[Dict[str, Any]] = [
+            {
+                "$vectorSearch": {
+                    "index": idx_name,
+                    "path": path,
+                    "queryVector": query_vector,
+                    "numCandidates": num_candidates,
+                    "limit": top_k,
+                }
+            },
+            {
+                "$addFields": {
+                    "score": {"$meta": "vectorSearchScore"},
+                }
+            },
+        ]
+
+        results: List[
+            Tuple[
+                Optional[datetime],
+                Optional[EntityKeyProto],
+                Optional[Dict[str, ValueProto]],
+            ]
+        ] = []
+
+        for doc in clxn.aggregate(pipeline):
+            # Deserialize entity key
+            entity_key_bin = doc.get("_id")
+            entity_key_proto = (
+                deserialize_entity_key(
+                    entity_key_bin,
+                    entity_key_serialization_version=config.entity_key_serialization_version,
+                )
+                if entity_key_bin
+                else None
+            )
+
+            # Event timestamp
+            event_ts = doc.get("event_timestamps", {}).get(table.name)
+
+            # Build feature dict from raw doc values
+            fv_features = doc.get("features", {}).get(table.name, {})
+
+            # Convert raw values → ValueProto for each requested feature
+            feature_dict: Dict[str, ValueProto] = {}
+            feature_type_map = {f.name: f.dtype.to_value_type() for f in table.features}
+
+            for feat_name in requested_features:
+                raw_val = fv_features.get(feat_name)
+                if raw_val is not None:
+                    vtype = feature_type_map.get(feat_name)
+                    if vtype is not None:
+                        protos = python_values_to_proto_values(
+                            [raw_val], feature_type=vtype
+                        )
+                        feature_dict[feat_name] = protos[0]
+                    else:
+                        # Fall back: try to store as-is
+                        feature_dict[feat_name] = _python_value_to_proto(raw_val)
+
+            # Add distance (vector search score)
+            score = doc.get("score", 0.0)
+            feature_dict["distance"] = ValueProto(float_val=float(score))
+
+            results.append((event_ts, entity_key_proto, feature_dict))
+
+        return results
+
     def update(
         self,
         config: RepoConfig,
         tables_to_delete: Sequence[FeatureView],
-        tables_to_keep: Sequence[FeatureView],
+        tables_to_keep: Sequence[
+            Union[BatchFeatureView, StreamFeatureView, FeatureView]
+        ],
         entities_to_delete: Sequence[Entity],
         entities_to_keep: Sequence[Entity],
         partial: bool,
@@ -238,20 +372,32 @@ def update(
         }
         We remove any feature views named in tables_to_delete.
         The Entities are serialized in the _id. No schema needs be adjusted.
+
+        When ``vector_enabled`` is set in the online store config, Atlas Vector
+        Search indexes are automatically created for feature views containing
+        fields with ``vector_index=True`` and dropped for deleted feature views.
         """
         if not isinstance(config.online_store, MongoDBOnlineStoreConfig):
             raise RuntimeError(f"{config.online_store.type = }. It must be mongodb.")
 
+        online_config = config.online_store
         clxn = self._get_collection(repo_config=config)
 
+        # --- Remove deleted feature views (data + vector search indexes) ---
         if tables_to_delete:
             unset_fields = {}
             for fv in tables_to_delete:
                 unset_fields[f"features.{fv.name}"] = ""
                 unset_fields[f"event_timestamps.{fv.name}"] = ""
-
             clxn.update_many({}, {"$unset": unset_fields})
 
+            if online_config.vector_enabled:
+                self._drop_vector_indexes_for_tables(clxn, tables_to_delete)
+
+        # --- Create vector search indexes for kept feature views ---
+        if online_config.vector_enabled:
+            self._ensure_vector_indexes(clxn, tables_to_keep, online_config)
+
         # Note: entities_to_delete contains Entity definitions (metadata), not entity instances.
         # Like other online stores, we don't need to do anything with entities_to_delete here.
 
@@ -286,6 +432,136 @@ async def close(self) -> None:
     # Helpers
     # ------------------------------------------------------------------
 
+    # -- Vector Search helpers ------------------------------------------
+
+    @staticmethod
+    def _vector_search_index_name(fv_name: str, field_name: str) -> str:
+        """Canonical Atlas vector search index name for a (feature_view, field) pair."""
+        return f"{fv_name}__{field_name}__vs_index"
+
+    @staticmethod
+    def _vector_search_index_definition(
+        path: str,
+        num_dimensions: int,
+        similarity: str,
+    ) -> dict:
+        """Return a vector search index definition for ``SearchIndexModel``."""
+        return {
+            "fields": [
+                {
+                    "type": "vector",
+                    "path": path,
+                    "numDimensions": num_dimensions,
+                    "similarity": similarity,
+                }
+            ]
+        }
+
+    @staticmethod
+    def _wait_for_index_ready(
+        collection: Collection,
+        index_name: str,
+        timeout: int,
+        poll_interval: float = 1.0,
+    ) -> None:
+        """Poll until the named Atlas Search index reaches READY status.
+
+        Raises ``TimeoutError`` if the index does not become queryable
+        within *timeout* seconds.
+        """
+        deadline = time.monotonic() + timeout
+        while time.monotonic() < deadline:
+            for idx in collection.list_search_indexes(name=index_name):
+                if idx.get("status") == "READY" or idx.get("queryable") is True:
+                    return
+            time.sleep(poll_interval)
+        raise TimeoutError(
+            f"Atlas search index '{index_name}' did not reach READY "
+            f"within {timeout}s. Increase vector_index_wait_timeout in "
+            f"MongoDBOnlineStoreConfig if the index needs more time."
+        )
+
+    def _drop_vector_indexes_for_tables(
+        self,
+        collection: Collection,
+        tables: Sequence[FeatureView],
+    ) -> None:
+        """Drop all Atlas vector search indexes belonging to the given feature views."""
+        existing = {idx["name"] for idx in collection.list_search_indexes()}
+        for fv in tables:
+            for field in fv.features:
+                idx_name = self._vector_search_index_name(fv.name, field.name)
+                if idx_name in existing:
+                    logger.info("Dropping vector search index: %s", idx_name)
+                    collection.drop_search_index(idx_name)
+
+    def _ensure_vector_indexes(
+        self,
+        collection: Collection,
+        tables: Sequence[Union[BatchFeatureView, StreamFeatureView, FeatureView]],
+        online_config: MongoDBOnlineStoreConfig,
+    ) -> None:
+        """Create Atlas vector search indexes for vector-indexed fields if they don't exist.
+
+        Currently creates one index per (feature_view, vector_field) pair.
+        A future optimization could consolidate all vector fields into a
+        single composite index with multiple field definitions, reducing
+        cluster-wide index count and memory overhead.  See Atlas limits:
+        hard cap of 2,500 search indexes per cluster; smaller tiers (M10)
+        may degrade well before that.
+        """
+        db = collection.database
+        if collection.name not in db.list_collection_names():
+            db.create_collection(collection.name)
+
+        existing = {idx["name"] for idx in collection.list_search_indexes()}
+
+        for fv in tables:
+            vector_fields = [f for f in fv.features if f.vector_index]
+            for field in vector_fields:
+                idx_name = self._vector_search_index_name(fv.name, field.name)
+                if idx_name in existing:
+                    logger.debug("Vector search index '%s' already exists", idx_name)
+                    continue
+
+                path = f"features.{fv.name}.{field.name}"
+                num_dimensions = field.vector_length
+                if not num_dimensions:
+                    raise ValueError(
+                        f"Field '{field.name}' in feature view '{fv.name}' has "
+                        f"vector_index=True but vector_length is not set."
+                    )
+
+                similarity = (
+                    field.vector_search_metric or online_config.similarity or "cosine"
+                )
+
+                definition = self._vector_search_index_definition(
+                    path, num_dimensions, similarity
+                )
+                search_index_model = SearchIndexModel(
+                    definition=definition,
+                    name=idx_name,
+                    type="vectorSearch",
+                )
+                logger.info(
+                    "Creating Atlas vector search index '%s' on path '%s' "
+                    "(dims=%d, similarity=%s)",
+                    idx_name,
+                    path,
+                    num_dimensions,
+                    similarity,
+                )
+                collection.create_search_index(model=search_index_model)
+                self._wait_for_index_ready(
+                    collection,
+                    idx_name,
+                    online_config.vector_index_wait_timeout,
+                    online_config.vector_index_wait_poll_interval,
+                )
+
+    # -- Connection helpers ---------------------------------------------
+
     def _get_client(self, config: RepoConfig):
         """Returns a connection to the server."""
         online_store_config = config.online_store
@@ -494,5 +770,20 @@ async def online_write_batch_async(
             progress(len(data))
 
 
-# TODO
-#   - Vector Search (requires atlas image in testcontainers or similar)
+def _python_value_to_proto(value: Any) -> ValueProto:
+    """Best-effort conversion of a single Python value to ValueProto."""
+    if isinstance(value, float):
+        return ValueProto(float_val=value)
+    elif isinstance(value, bool):
+        return ValueProto(bool_val=value)
+    elif isinstance(value, int):
+        return ValueProto(int64_val=value)
+    elif isinstance(value, str):
+        return ValueProto(string_val=value)
+    elif isinstance(value, bytes):
+        return ValueProto(bytes_val=value)
+    elif isinstance(value, list) and all(isinstance(v, float) for v in value):
+        proto = ValueProto()
+        proto.float_list_val.val.extend(value)
+        return proto
+    return ValueProto()
diff --git a/sdk/python/feast/infra/online_stores/online_store.py b/sdk/python/feast/infra/online_stores/online_store.py
index 41555ccfb2b..5b5daf17575 100644
--- a/sdk/python/feast/infra/online_stores/online_store.py
+++ b/sdk/python/feast/infra/online_stores/online_store.py
@@ -274,6 +274,32 @@ def _check_versioned_read_support(self, grouped_refs):
             supported_types.append(PostgreSQLOnlineStore)
         except ImportError:
             pass
+        try:
+            from feast.infra.online_stores.faiss_online_store import FaissOnlineStore
+
+            supported_types.append(FaissOnlineStore)
+        except ImportError:
+            pass
+        try:
+            from feast.infra.online_stores.redis import RedisOnlineStore
+
+            supported_types.append(RedisOnlineStore)
+        except Exception:
+            pass
+        try:
+            from feast.infra.online_stores.dynamodb import DynamoDBOnlineStore
+
+            supported_types.append(DynamoDBOnlineStore)
+        except Exception:
+            pass
+        try:
+            from feast.infra.online_stores.milvus_online_store.milvus import (
+                MilvusOnlineStore,
+            )
+
+            supported_types.append(MilvusOnlineStore)
+        except ImportError:
+            pass
 
         if isinstance(self, tuple(supported_types)):
             return
diff --git a/sdk/python/feast/infra/online_stores/redis.py b/sdk/python/feast/infra/online_stores/redis.py
index aeeb540b910..7531fd5d2f0 100644
--- a/sdk/python/feast/infra/online_stores/redis.py
+++ b/sdk/python/feast/infra/online_stores/redis.py
@@ -22,6 +22,7 @@
     Dict,
     List,
     Literal,
+    Mapping,
     Optional,
     Sequence,
     Tuple,
@@ -32,9 +33,18 @@
 from pydantic import StrictStr
 
 from feast import Entity, FeatureView, RepoConfig, utils
-from feast.infra.online_stores.helpers import _mmh3, _redis_key, _redis_key_prefix
+from feast.feature_service import FeatureService
+from feast.infra.online_stores.helpers import (
+    _mmh3,
+    _redis_key,
+    _redis_key_prefix,
+    compute_versioned_name,
+)
 from feast.infra.online_stores.online_store import OnlineStore
+from feast.infra.registry.base_registry import BaseRegistry
+from feast.online_response import OnlineResponse
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import RepeatedValue
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
 from feast.repo_config import FeastConfigBaseModel
 
@@ -51,6 +61,13 @@
 logger = logging.getLogger(__name__)
 
 
+def _versioned_fv_name(table: FeatureView, config: RepoConfig) -> str:
+    """Return the feature view name with version suffix when versioning is enabled."""
+    return compute_versioned_name(
+        table, config.registry.enable_online_feature_view_versioning
+    )
+
+
 class RedisType(str, Enum):
     redis = "redis"
     redis_cluster = "redis_cluster"
@@ -79,6 +96,11 @@ class RedisOnlineStoreConfig(FeastConfigBaseModel):
     full_scan_for_deletion: Optional[bool] = True
     """(Optional) whether to scan for deletion of features"""
 
+    skip_dedup: bool = False
+    """(Optional) Skip timestamp deduplication check on writes for higher throughput.
+    When True, writes proceed in a single pipeline without reading existing timestamps first.
+    This may cause older feature values to overwrite newer ones under concurrent writers."""
+
 
 class RedisOnlineStore(OnlineStore):
     """
@@ -113,27 +135,43 @@ def delete_entity_values(self, config: RepoConfig, join_keys: List[str]):
 
     def delete_table(self, config: RepoConfig, table: FeatureView):
         """
-        Delete all rows in Redis for a specific feature view
+        Delete all rows in Redis for a specific feature view.
+
+        Uses a two-phase pipelined approach to avoid an O(K) synchronous hkeys
+        call inside the scan loop (N+1 pattern).
 
         Args:
             config: Feast config
             table: Feature view to delete
         """
         client = self._get_client(config.online_store)
-        deleted_count = 0
         prefix = _redis_key_prefix(table.join_keys)
 
-        redis_hash_keys = [_mmh3(f"{table.name}:{f.name}") for f in table.features]
-        redis_hash_keys.append(bytes(f"_ts:{table.name}", "utf8"))
+        fv_name = _versioned_fv_name(table, config)
+        fv_name_bytes = bytes(fv_name, "utf8")
+        redis_hash_keys = [_mmh3(f"{fv_name}:{f.name}") for f in table.features]
+        redis_hash_keys.append(bytes(f"_ts:{fv_name}", "utf8"))
+
+        # Phase 1: collect all matching entity keys from SCAN (no per-key round trips)
+        scan_pattern = b"".join([prefix, b"*", config.project.encode("utf8")])
+        all_keys = list(client.scan_iter(scan_pattern))
 
+        if not all_keys:
+            logger.debug(f"Deleted 0 rows for feature view {fv_name}")
+            return
+
+        # Phase 2: pipeline hkeys for all collected entity keys (1 round trip)
         with client.pipeline(transaction=False) as pipe:
-            for _k in client.scan_iter(
-                b"".join([prefix, b"*", config.project.encode("utf8")])
-            ):
-                _tables = {
-                    _hk[4:] for _hk in client.hgetall(_k) if _hk.startswith(b"_ts:")
-                }
-                if bytes(table.name, "utf8") not in _tables:
+            for _k in all_keys:
+                pipe.hkeys(_k)
+            all_hkeys = pipe.execute()
+
+        # Phase 3: pipeline all deletions based on phase 2 results (1 round trip)
+        deleted_count = 0
+        with client.pipeline(transaction=False) as pipe:
+            for _k, field_names in zip(all_keys, all_hkeys):
+                _tables = {_hk[4:] for _hk in field_names if _hk.startswith(b"_ts:")}
+                if fv_name_bytes not in _tables:
                     continue
                 if len(_tables) == 1:
                     pipe.delete(_k)
@@ -142,7 +180,7 @@ def delete_table(self, config: RepoConfig, table: FeatureView):
                 deleted_count += 1
             pipe.execute()
 
-        logger.debug(f"Deleted {deleted_count} rows for feature view {table.name}")
+        logger.debug(f"Deleted {deleted_count} rows for feature view {fv_name}")
 
     def update(
         self,
@@ -281,8 +319,38 @@ def online_write_batch(
         client = self._get_client(online_store_config)
         project = config.project
 
-        feature_view = table.name
+        feature_view = _versioned_fv_name(table, config)
         ts_key = f"_ts:{feature_view}"
+
+        if online_store_config.skip_dedup:
+            # Single-pipeline fast path: no timestamp read, directly write all rows.
+            # Reduces round trips from 2 to 1. Suitable for initial loads or
+            # append-only pipelines where out-of-order writes are not a concern.
+            with client.pipeline(transaction=False) as pipe:
+                for entity_key, values, timestamp, _ in data:
+                    redis_key_bin = _redis_key(
+                        project,
+                        entity_key,
+                        entity_key_serialization_version=config.entity_key_serialization_version,
+                    )
+                    aware_ts = utils.make_tzaware(timestamp)
+                    ts = Timestamp()
+                    ts.FromDatetime(aware_ts)
+                    entity_hset: Dict[Any, Any] = {ts_key: ts.SerializeToString()}
+                    for feature_name, val in values.items():
+                        f_key = _mmh3(f"{feature_view}:{feature_name}")
+                        entity_hset[f_key] = val.SerializeToString()
+                    pipe.hset(redis_key_bin, mapping=entity_hset)
+                    if online_store_config.key_ttl_seconds:
+                        pipe.expire(
+                            name=redis_key_bin,
+                            time=online_store_config.key_ttl_seconds,
+                        )
+                results = pipe.execute()
+            if progress:
+                progress(len(results))
+            return
+
         keys = []
         # redis pipelining optimization: send multiple commands to redis server without waiting for every reply
         with client.pipeline(transaction=False) as pipe:
@@ -338,6 +406,98 @@ def online_write_batch(
             if progress:
                 progress(len(results))
 
+    async def online_write_batch_async(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        data: List[
+            Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]
+        ],
+        progress: Optional[Callable[[int], Any]],
+    ) -> None:
+        """Async version of online_write_batch using the async Redis client."""
+        online_store_config = config.online_store
+        assert isinstance(online_store_config, RedisOnlineStoreConfig)
+
+        client = await self._get_client_async(online_store_config)
+        project = config.project
+
+        feature_view = _versioned_fv_name(table, config)
+        ts_key = f"_ts:{feature_view}"
+
+        if online_store_config.skip_dedup:
+            async with client.pipeline(transaction=False) as pipe:
+                for entity_key, values, timestamp, _ in data:
+                    redis_key_bin = _redis_key(
+                        project,
+                        entity_key,
+                        entity_key_serialization_version=config.entity_key_serialization_version,
+                    )
+                    aware_ts = utils.make_tzaware(timestamp)
+                    ts = Timestamp()
+                    ts.FromDatetime(aware_ts)
+                    entity_hset: Dict[Any, Any] = {ts_key: ts.SerializeToString()}
+                    for feature_name, val in values.items():
+                        f_key = _mmh3(f"{feature_view}:{feature_name}")
+                        entity_hset[f_key] = val.SerializeToString()
+                    pipe.hset(redis_key_bin, mapping=entity_hset)
+                    if online_store_config.key_ttl_seconds:
+                        pipe.expire(
+                            name=redis_key_bin,
+                            time=online_store_config.key_ttl_seconds,
+                        )
+                results = await pipe.execute()
+            if progress:
+                progress(len(results))
+            return
+
+        keys = []
+        async with client.pipeline(transaction=False) as pipe:
+            for entity_key, _, _, _ in data:
+                redis_key_bin = _redis_key(
+                    project,
+                    entity_key,
+                    entity_key_serialization_version=config.entity_key_serialization_version,
+                )
+                keys.append(redis_key_bin)
+                pipe.hmget(redis_key_bin, ts_key)
+            prev_event_timestamps = await pipe.execute()
+
+        prev_event_timestamps = [i[0] for i in prev_event_timestamps]
+
+        async with client.pipeline(transaction=False) as pipe:
+            for redis_key_bin, prev_event_time, (_, values, timestamp, _) in zip(
+                keys, prev_event_timestamps, data
+            ):
+                aware_ts = utils.make_tzaware(timestamp)
+                ts = Timestamp()
+                ts.FromDatetime(aware_ts)
+                new_total_nanos = ts.seconds * 1_000_000_000 + ts.nanos
+
+                if prev_event_time:
+                    prev_ts = Timestamp()
+                    prev_ts.ParseFromString(prev_event_time)
+                    prev_total_nanos = prev_ts.seconds * 1_000_000_000 + prev_ts.nanos
+                    if prev_total_nanos and new_total_nanos <= prev_total_nanos:
+                        if progress:
+                            progress(1)
+                        continue
+
+                entity_hset = {ts_key: ts.SerializeToString()}
+                for feature_name, val in values.items():
+                    f_key = _mmh3(f"{feature_view}:{feature_name}")
+                    entity_hset[f_key] = val.SerializeToString()
+
+                pipe.hset(redis_key_bin, mapping=entity_hset)
+                if online_store_config.key_ttl_seconds:
+                    pipe.expire(
+                        name=redis_key_bin, time=online_store_config.key_ttl_seconds
+                    )
+
+            results = await pipe.execute()
+            if progress:
+                progress(len(results))
+
     def _generate_redis_keys_for_entities(
         self, config: RepoConfig, entity_keys: List[EntityKeyProto]
     ) -> List[bytes]:
@@ -355,13 +515,15 @@ def _generate_hset_keys_for_features(
         self,
         feature_view: FeatureView,
         requested_features: Optional[List[str]] = None,
+        fv_name_override: Optional[str] = None,
     ) -> Tuple[List[str], List[str]]:
         if not requested_features:
             requested_features = [f.name for f in feature_view.features]
 
-        hset_keys = [_mmh3(f"{feature_view.name}:{k}") for k in requested_features]
+        fv_name = fv_name_override or feature_view.name
+        hset_keys = [_mmh3(f"{fv_name}:{k}") for k in requested_features]
 
-        ts_key = f"_ts:{feature_view.name}"
+        ts_key = f"_ts:{fv_name}"
         hset_keys.append(ts_key)
         requested_features.append(ts_key)
 
@@ -390,9 +552,10 @@ def online_read(
 
         client = self._get_client(online_store_config)
         feature_view = table
+        fv_name = _versioned_fv_name(table, config)
 
         requested_features, hset_keys = self._generate_hset_keys_for_features(
-            feature_view, requested_features
+            feature_view, requested_features, fv_name_override=fv_name
         )
         keys = self._generate_redis_keys_for_entities(config, entity_keys)
 
@@ -403,7 +566,7 @@ def online_read(
             redis_values = pipe.execute()
 
         return self._convert_redis_values_to_protobuf(
-            redis_values, feature_view.name, requested_features
+            redis_values, fv_name, requested_features
         )
 
     async def online_read_async(
@@ -418,9 +581,10 @@ async def online_read_async(
 
         client = await self._get_client_async(online_store_config)
         feature_view = table
+        fv_name = _versioned_fv_name(table, config)
 
         requested_features, hset_keys = self._generate_hset_keys_for_features(
-            feature_view, requested_features
+            feature_view, requested_features, fv_name_override=fv_name
         )
         keys = self._generate_redis_keys_for_entities(config, entity_keys)
 
@@ -430,9 +594,158 @@ async def online_read_async(
             redis_values = await pipe.execute()
 
         return self._convert_redis_values_to_protobuf(
-            redis_values, feature_view.name, requested_features
+            redis_values, fv_name, requested_features
         )
 
+    def get_online_features(
+        self,
+        config: RepoConfig,
+        features: Union[List[str], FeatureService],
+        entity_rows: Union[
+            List[Dict[str, Any]],
+            Mapping[str, Union[Sequence[Any], Sequence[ValueProto], RepeatedValue]],
+        ],
+        registry: BaseRegistry,
+        project: str,
+        full_feature_names: bool = False,
+        include_feature_view_version_metadata: bool = False,
+    ) -> OnlineResponse:
+        """
+        Fetch online features for multiple feature views in a single Redis pipeline.
+
+        Overrides the base class implementation which issues one pipeline per feature view
+        (O(N_feature_views) round trips). This implementation batches all HMGET commands
+        across all feature views into a single pipeline execution (O(1) round trips),
+        exploiting the fact that all feature views for the same entity share the same
+        Redis hash key.
+        """
+        if isinstance(entity_rows, list):
+            columnar: Dict[str, List[Any]] = {k: [] for k in entity_rows[0].keys()}
+            for entity_row in entity_rows:
+                for key, value in entity_row.items():
+                    try:
+                        columnar[key].append(value)
+                    except KeyError as e:
+                        raise ValueError(
+                            "All entity_rows must have the same keys."
+                        ) from e
+            entity_rows = columnar
+
+        (
+            join_key_values,
+            grouped_refs,
+            entity_name_to_join_key_map,
+            requested_on_demand_feature_views,
+            feature_refs,
+            requested_result_row_names,
+            online_features_response,
+        ) = utils._prepare_entities_to_read_from_online_store(
+            registry=registry,
+            project=project,
+            features=features,
+            entity_values=entity_rows,
+            full_feature_names=full_feature_names,
+            native_entity_values=True,
+        )
+
+        self._check_versioned_read_support(grouped_refs)
+
+        _track_read = False
+        try:
+            from feast.metrics import _config as _metrics_config
+
+            _track_read = _metrics_config.online_features
+        except Exception:
+            pass
+
+        if _track_read:
+            import time as _time
+
+            _read_start = _time.monotonic()
+
+        # Pre-compute all Redis keys and hash field keys for every feature view so we
+        # can issue all HMGET commands in a single pipeline execution below.
+        work_items = []
+        for table, requested_features in grouped_refs:
+            table_entity_values, idxs, output_len = utils._get_unique_entities(
+                table,
+                join_key_values,
+                entity_name_to_join_key_map,
+            )
+            entity_key_protos = utils._get_entity_key_protos(table_entity_values)
+            fv_name = _versioned_fv_name(table, config)
+            redis_keys = self._generate_redis_keys_for_entities(
+                config, entity_key_protos
+            )
+
+            # Mutates requested_features in place (appends ts_key) — consistent with
+            # the base class behavior so _populate_response_from_feature_data works correctly.
+            req_features, hset_keys = self._generate_hset_keys_for_features(
+                table, requested_features, fv_name_override=fv_name
+            )
+            work_items.append(
+                (table, req_features, fv_name, hset_keys, redis_keys, idxs, output_len)
+            )
+
+        # Single pipeline across all feature views: O(1) round trips instead of O(N_fv).
+        if work_items:
+            client = self._get_client(config.online_store)
+            with client.pipeline(transaction=False) as pipe:
+                for _, _, _, hset_keys, redis_keys, _, _ in work_items:
+                    for redis_key in redis_keys:
+                        pipe.hmget(redis_key, hset_keys)
+                all_results = pipe.execute()
+
+            offset = 0
+            for (
+                table,
+                req_features,
+                fv_name,
+                _,
+                redis_keys,
+                idxs,
+                output_len,
+            ) in work_items:
+                n = len(redis_keys)
+                redis_values = all_results[offset : offset + n]
+                offset += n
+
+                read_rows = self._convert_redis_values_to_protobuf(
+                    redis_values, fv_name, req_features
+                )
+
+                utils._populate_response_from_feature_data(
+                    req_features,
+                    read_rows,
+                    idxs,
+                    online_features_response,
+                    full_feature_names,
+                    table,
+                    output_len,
+                    include_feature_view_version_metadata,
+                )
+
+        if _track_read:
+            from feast.metrics import track_online_store_read
+
+            track_online_store_read(_time.monotonic() - _read_start)
+
+        feature_types = self._build_feature_types(grouped_refs)
+
+        if requested_on_demand_feature_views:
+            utils._augment_response_with_on_demand_transforms(
+                online_features_response,
+                feature_refs,
+                requested_on_demand_feature_views,
+                full_feature_names,
+                feature_types=feature_types,
+            )
+
+        utils._drop_unneeded_columns(
+            online_features_response, requested_result_row_names
+        )
+        return OnlineResponse(online_features_response, feature_types=feature_types)
+
     def _get_features_for_entity(
         self,
         values: List[ByteString],
@@ -459,4 +772,5 @@ def _get_features_for_entity(
 
         total_seconds = res_ts.seconds + res_ts.nanos / 1_000_000_000.0
         timestamp = datetime.fromtimestamp(total_seconds, tz=timezone.utc)
+
         return timestamp, res
diff --git a/sdk/python/feast/infra/online_stores/remote.py b/sdk/python/feast/infra/online_stores/remote.py
index 9bead1fcb9d..ac3cc2b4b13 100644
--- a/sdk/python/feast/infra/online_stores/remote.py
+++ b/sdk/python/feast/infra/online_stores/remote.py
@@ -501,7 +501,7 @@ def _construct_online_read_api_json_request(
         for row in entity_keys:
             entity_key = row.join_keys[0]
             entity_values.append(
-                getattr(row.entity_values[0], row.entity_values[0].WhichOneof("val"))
+                getattr(row.entity_values[0], row.entity_values[0].WhichOneof("val"))  # type: ignore[arg-type]
             )
 
         return {
diff --git a/sdk/python/feast/infra/ray_initializer.py b/sdk/python/feast/infra/ray_initializer.py
index eea21eaa321..556eb20da66 100644
--- a/sdk/python/feast/infra/ray_initializer.py
+++ b/sdk/python/feast/infra/ray_initializer.py
@@ -219,6 +219,58 @@ def read_csv(self, path: Union[str, List[str]], **kwargs) -> Any:
         """Read CSV files using standard Ray."""
         return ray.data.read_csv(path, **kwargs)
 
+    def read_json(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read JSON/JSONL file(s)."""
+        return ray.data.read_json(path, **kwargs)
+
+    def read_text(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read plain-text file(s)."""
+        return ray.data.read_text(path, **kwargs)
+
+    def read_images(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read image files (PNG, JPEG, …) from a directory as numpy arrays."""
+        return ray.data.read_images(path, **kwargs)
+
+    def read_binary_files(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read arbitrary binary files; each row has 'path' and 'bytes' columns."""
+        return ray.data.read_binary_files(path, **kwargs)
+
+    def read_tfrecords(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read TFRecord file(s)."""
+        return ray.data.read_tfrecords(path, **kwargs)
+
+    def read_webdataset(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read WebDataset tar shard(s)."""
+        return ray.data.read_webdataset(path, **kwargs)
+
+    def read_mongo(self, uri: str, database: str, collection: str, **kwargs) -> Any:
+        """Read from a MongoDB collection."""
+        return ray.data.read_mongo(
+            uri=uri, database=database, collection=collection, **kwargs
+        )
+
+    def read_sql(self, sql: str, connection_url: str, **kwargs) -> Any:
+        """Read from a SQL database.  Builds the connection factory from connection_url."""
+        import sqlalchemy
+
+        def _connection_factory():
+            # raw_connection() returns a DB API2-compliant connection (with .cursor())
+            # from the underlying driver.  engine.connect() returns a SQLAlchemy 2.0
+            # Connection object which does NOT expose .cursor(), failing Ray Data's
+            # DB API2 compliance check.
+            return sqlalchemy.create_engine(connection_url).raw_connection()
+
+        return ray.data.read_sql(sql, _connection_factory, **kwargs)
+
+    def from_huggingface(
+        self, dataset_name: str, split: str = "train", **kwargs
+    ) -> Any:
+        """Load a HuggingFace dataset and convert to a Ray Dataset."""
+        from datasets import load_dataset
+
+        hf_dataset = load_dataset(dataset_name, split=split, **kwargs)
+        return ray.data.from_huggingface(hf_dataset)
+
     def from_pandas(self, df: Any) -> Any:
         """Create dataset from pandas DataFrame using standard Ray."""
         return ray.data.from_pandas(df)
@@ -235,10 +287,13 @@ def __init__(
         self,
         cluster_name: str,
         namespace: str,
-        auth_token: str,
-        auth_server: str,
+        auth_token: str = "",
+        auth_server: str = "",
         skip_tls: bool = False,
         enable_logging: bool = False,
+        num_gpus: float = 0,
+        worker_task_options: Optional[Dict[str, Any]] = None,
+        runtime_env: Optional[Dict[str, Any]] = None,
     ):
         """Initialize CodeFlare Ray wrapper with cluster connection parameters."""
         self.cluster_name = cluster_name
@@ -247,6 +302,9 @@ def __init__(
         self.auth_server = auth_server
         self.skip_tls = skip_tls
         self.enable_logging = enable_logging
+        self.num_gpus = num_gpus
+        self.worker_task_options = worker_task_options or {}
+        self.extra_runtime_env = runtime_env or {}
         self.cluster = None
 
         # Authenticate and setup Ray connection
@@ -254,7 +312,12 @@ def __init__(
         self._setup_ray_connection()
 
     def _authenticate_codeflare(self):
-        """Authenticate with CodeFlare SDK."""
+        """Authenticate with CodeFlare SDK. Skipped for in-cluster pods with no explicit token."""
+        if not self.auth_token or not self.auth_server:
+            logger.info(
+                "No auth_token/auth_server provided; assuming in-cluster auth via service account"
+            )
+            return
         try:
             from codeflare_sdk import TokenAuthentication
 
@@ -288,6 +351,18 @@ def _setup_ray_connection(self):
                 "pip": ["feast"],
                 "env_vars": {"RAY_DISABLE_IMPORT_WARNING": "1"},
             }
+            if self.extra_runtime_env:
+                extra_pip = self.extra_runtime_env.get("pip", [])
+                if extra_pip:
+                    runtime_env["pip"] = list(
+                        dict.fromkeys(runtime_env["pip"] + extra_pip)
+                    )
+                extra_env_vars = self.extra_runtime_env.get("env_vars", {})
+                if extra_env_vars:
+                    runtime_env["env_vars"].update(extra_env_vars)
+                for k, v in self.extra_runtime_env.items():
+                    if k not in ("pip", "env_vars"):
+                        runtime_env[k] = v
 
             ray.shutdown()
 
@@ -307,54 +382,225 @@ def _setup_ray_connection(self):
             logger.error(f"Ray connection failed: {e}")
             raise
 
+    def _get_task_options(self, include_gpu: bool = False) -> Dict[str, Any]:
+        """Build Ray .options() kwargs for a remote task dispatch.
+
+        Always includes the full worker_task_options passthrough dict.
+        num_gpus is merged in only when include_gpu=True, because I/O
+        operations (read_parquet, read_csv, from_pandas, from_arrow) are
+        pure data-movement and must not consume GPU slots.  Pass
+        include_gpu=True only for compute/transformation tasks.
+        """
+        opts: Dict[str, Any] = dict(self.worker_task_options)
+        if include_gpu and self.num_gpus:
+            opts["num_gpus"] = self.num_gpus
+        else:
+            # Guarantee no GPU slot is consumed for I/O tasks even if the
+            # caller placed num_gpus inside worker_task_options directly.
+            opts.pop("num_gpus", None)
+        return opts
+
     # Ray Data API methods - wrapped in @ray.remote to execute on cluster workers
     def read_parquet(self, path: Union[str, List[str]], **kwargs) -> Any:
         """Read parquet files - runs remotely on KubeRay cluster workers."""
         from feast.infra.ray_shared_utils import RemoteDatasetProxy
 
         @ray.remote
-        def _remote_read_parquet(file_path, read_kwargs):
+        def _remote(file_path, read_kwargs):
             import ray
 
             return ray.data.read_parquet(file_path, **read_kwargs)
 
-        return RemoteDatasetProxy(_remote_read_parquet.remote(path, kwargs))
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(path, kwargs))
 
     def read_csv(self, path: Union[str, List[str]], **kwargs) -> Any:
-        """Read CSV files - runs remotely on KubeRay cluster workers."""
+        """Read CSV files - dispatched via @ray.remote to cluster workers."""
         from feast.infra.ray_shared_utils import RemoteDatasetProxy
 
         @ray.remote
-        def _remote_read_csv(file_path, read_kwargs):
+        def _remote(file_path, read_kwargs):
             import ray
 
             return ray.data.read_csv(file_path, **read_kwargs)
 
-        return RemoteDatasetProxy(_remote_read_csv.remote(path, kwargs))
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(path, kwargs))
+
+    def read_json(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read JSON/JSONL files - dispatched via @ray.remote to cluster workers."""
+        from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+        @ray.remote
+        def _remote(file_path, read_kwargs):
+            import ray
+
+            return ray.data.read_json(file_path, **read_kwargs)
+
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(path, kwargs))
+
+    def read_text(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read plain-text files - dispatched via @ray.remote to cluster workers."""
+        from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+        @ray.remote
+        def _remote(file_path, read_kwargs):
+            import ray
+
+            return ray.data.read_text(file_path, **read_kwargs)
+
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(path, kwargs))
+
+    def read_images(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read image directory - dispatched via @ray.remote to cluster workers."""
+        from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+        @ray.remote
+        def _remote(file_path, read_kwargs):
+            import ray
+
+            return ray.data.read_images(file_path, **read_kwargs)
+
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(path, kwargs))
+
+    def read_binary_files(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read binary files - dispatched via @ray.remote to cluster workers."""
+        from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+        @ray.remote
+        def _remote(file_path, read_kwargs):
+            import ray
+
+            return ray.data.read_binary_files(file_path, **read_kwargs)
+
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(path, kwargs))
+
+    def read_tfrecords(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read TFRecord files - dispatched via @ray.remote to cluster workers."""
+        from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+        @ray.remote
+        def _remote(file_path, read_kwargs):
+            import ray
+
+            return ray.data.read_tfrecords(file_path, **read_kwargs)
+
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(path, kwargs))
+
+    def read_webdataset(self, path: Union[str, List[str]], **kwargs) -> Any:
+        """Read WebDataset shards - dispatched via @ray.remote to cluster workers."""
+        from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+        @ray.remote
+        def _remote(file_path, read_kwargs):
+            import ray
+
+            return ray.data.read_webdataset(file_path, **read_kwargs)
+
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(path, kwargs))
+
+    def read_mongo(self, uri: str, database: str, collection: str, **kwargs) -> Any:
+        """Read from MongoDB - dispatched via @ray.remote to cluster workers."""
+        from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+        @ray.remote
+        def _remote(mongo_uri, db, col, read_kwargs):
+            import ray
+
+            return ray.data.read_mongo(
+                uri=mongo_uri, database=db, collection=col, **read_kwargs
+            )
+
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(uri, database, collection, kwargs))
+
+    def read_sql(self, sql: str, connection_url: str, **kwargs) -> Any:
+        """Read from SQL database - dispatched via @ray.remote to cluster workers.
+
+        Accepts connection_url (str) instead of a connection_factory callable so
+        the argument is serialisable across the Ray object store boundary.
+        """
+        from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+        @ray.remote
+        def _remote(sql_query, conn_url, read_kwargs):
+            import ray
+            import sqlalchemy
+
+            def _factory():
+                return sqlalchemy.create_engine(conn_url).raw_connection()
+
+            return ray.data.read_sql(sql_query, _factory, **read_kwargs)
+
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(sql, connection_url, kwargs))
+
+    def from_huggingface(
+        self, dataset_name: str, split: str = "train", **kwargs
+    ) -> Any:
+        """Load a HuggingFace dataset on a remote Ray worker and return a Ray Dataset.
+
+        The dataset is loaded directly on the worker to avoid serializing
+        memory-mapped HF Dataset objects across the network and to keep
+        driver memory usage near zero.
+        """
+        from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+        @ray.remote
+        def _remote(ds_name, ds_split, extra_kwargs):
+            import ray
+            from datasets import load_dataset
+
+            hf_dataset = load_dataset(ds_name, split=ds_split, **extra_kwargs)
+            return ray.data.from_huggingface(hf_dataset)
+
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(dataset_name, split, kwargs))
 
     def from_pandas(self, df: Any) -> Any:
-        """Create dataset from pandas DataFrame - runs remotely on KubeRay cluster workers."""
+        """Create dataset from pandas DataFrame - dispatched via @ray.remote."""
         from feast.infra.ray_shared_utils import RemoteDatasetProxy
 
         @ray.remote
-        def _remote_from_pandas(dataframe):
+        def _remote(dataframe):
             import ray
 
             return ray.data.from_pandas(dataframe)
 
-        return RemoteDatasetProxy(_remote_from_pandas.remote(df))
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(df))
 
     def from_arrow(self, table: Any) -> Any:
-        """Create dataset from Arrow table - runs remotely on KubeRay cluster workers."""
+        """Create dataset from Arrow table - dispatched via @ray.remote."""
         from feast.infra.ray_shared_utils import RemoteDatasetProxy
 
         @ray.remote
-        def _remote_from_arrow(arrow_table):
+        def _remote(arrow_table):
             import ray
 
             return ray.data.from_arrow(arrow_table)
 
-        return RemoteDatasetProxy(_remote_from_arrow.remote(table))
+        opts = self._get_task_options()
+        remote_fn = _remote.options(**opts) if opts else _remote
+        return RemoteDatasetProxy(remote_fn.remote(table))
 
 
 # Global state tracking
@@ -547,10 +793,13 @@ def _initialize_kuberay(config: Any, enable_logging: bool = False) -> None:
     _ray_wrapper = CodeFlareRayWrapper(
         cluster_name=kuberay_config["cluster_name"],
         namespace=kuberay_config["namespace"],
-        auth_token=kuberay_config["auth_token"],
-        auth_server=kuberay_config["auth_server"],
+        auth_token=kuberay_config.get("auth_token", ""),
+        auth_server=kuberay_config.get("auth_server", ""),
         skip_tls=kuberay_config.get("skip_tls", False),
         enable_logging=enable_logging,
+        num_gpus=getattr(config, "num_gpus", 0) or 0,
+        worker_task_options=getattr(config, "worker_task_options", None),
+        runtime_env=kuberay_config.get("runtime_env"),
     )
 
     logger.info("KubeRay cluster connection established via CodeFlare SDK")
diff --git a/sdk/python/feast/infra/ray_shared_utils.py b/sdk/python/feast/infra/ray_shared_utils.py
index 9614623294f..1d26074290a 100644
--- a/sdk/python/feast/infra/ray_shared_utils.py
+++ b/sdk/python/feast/infra/ray_shared_utils.py
@@ -14,14 +14,75 @@ def __init__(self, dataset_ref: Any):
         """Initialize with a reference to the remote dataset."""
         self._dataset_ref = dataset_ref
 
-    def map_batches(self, func, **kwargs) -> "RemoteDatasetProxy":
-        """Execute map_batches remotely on cluster workers."""
+    def map_batches(
+        self,
+        func,
+        num_gpus: float = 0,
+        worker_task_options: Optional[Dict[str, Any]] = None,
+        **kwargs,
+    ) -> "RemoteDatasetProxy":
+        """Execute map_batches remotely on cluster workers.
+
+        Resource options are applied at two levels:
+
+        1. **Orchestration task** (@ray.remote wrapper) — receives only the
+           non-compute keys from worker_task_options (runtime_env, max_retries,
+           scheduling_strategy, memory, …).  Compute-scheduling keys
+           (num_gpus, num_cpus, accelerator_type, resources) are intentionally
+           excluded: the orchestration task only calls dataset.map_batches()
+           and holds no GPU/CPU work itself.  Including num_gpus here would
+           waste a GPU slot for the entire operation duration and, on
+           GPU-constrained clusters, could cause deadlock where the orchestrator
+           holds a GPU while the data workers queue waiting for the same slots.
+
+        2. **Data workers** (inside dataset.map_batches) — receives the full
+           compute-scheduling subset (num_gpus, num_cpus, accelerator_type,
+           resources).  Ray Data propagates these to the actual processing tasks.
+
+        Args:
+            func: Batch transformation function.
+            num_gpus: Shorthand GPU count (merged into worker_task_options,
+                takes precedence). Kept first-class because it also drives
+                gpu_batch_format selection in the compute engine.
+            worker_task_options: Arbitrary Ray .options() kwargs (num_cpus,
+                memory, accelerator_type, resources, runtime_env,
+                max_retries, …).
+            **kwargs: Additional map_batches kwargs (batch_format, concurrency).
+        """
+        # Merge num_gpus into worker_task_options; dedicated field takes precedence
+        opts: Dict[str, Any] = dict(worker_task_options or {})
+        if num_gpus:
+            opts["num_gpus"] = num_gpus
+
+        # Keys accepted by Ray Data's map_batches for per-worker scheduling
+        _MAP_BATCHES_RESOURCE_KEYS = {
+            "num_gpus",
+            "num_cpus",
+            "accelerator_type",
+            "resources",
+        }
+
+        # Data workers get the compute-scheduling subset only
+        map_resource_kwargs = {
+            k: v for k, v in opts.items() if k in _MAP_BATCHES_RESOURCE_KEYS
+        }
+
+        # Orchestration task gets the remainder (non-compute keys only) so it
+        # never holds GPU/CPU slots it doesn't use
+        orchestration_opts = {
+            k: v for k, v in opts.items() if k not in _MAP_BATCHES_RESOURCE_KEYS
+        }
 
         @ray.remote
-        def _remote_map_batches(dataset, function, batch_kwargs):
-            return dataset.map_batches(function, **batch_kwargs)
+        def _remote_map_batches(dataset, function, batch_kwargs, resource_kwargs):
+            return dataset.map_batches(function, **batch_kwargs, **resource_kwargs)
 
-        new_ref = _remote_map_batches.remote(self._dataset_ref, func, kwargs)
+        remote_fn = (
+            _remote_map_batches.options(**orchestration_opts)
+            if orchestration_opts
+            else _remote_map_batches
+        )
+        new_ref = remote_fn.remote(self._dataset_ref, func, kwargs, map_resource_kwargs)
         return RemoteDatasetProxy(new_ref)
 
     def filter(self, fn) -> "RemoteDatasetProxy":
diff --git a/sdk/python/feast/infra/registry/base_registry.py b/sdk/python/feast/infra/registry/base_registry.py
index da4f291bc44..f0478312079 100644
--- a/sdk/python/feast/infra/registry/base_registry.py
+++ b/sdk/python/feast/infra/registry/base_registry.py
@@ -368,6 +368,7 @@ def list_stream_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         """
         Retrieve a list of stream feature views from the registry
@@ -376,6 +377,7 @@ def list_stream_feature_views(
             project: Filter stream feature views based on project name
             allow_cache: Whether to allow returning stream feature views from a cached registry
             tags: Filter by tags
+            skip_udf: Skip deserializing UDFs (for metadata-only operations)
 
         Returns:
             List of stream feature views
@@ -407,6 +409,7 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         """
         Retrieve a list of on demand feature views from the registry
@@ -415,6 +418,7 @@ def list_on_demand_feature_views(
             project: Filter on demand feature views based on project name
             allow_cache: Whether to allow returning on demand feature views from a cached registry
             tags: Filter by tags
+            skip_udf: Skip deserializing UDFs (for metadata-only operations)
 
         Returns:
             List of on demand feature views
@@ -446,6 +450,7 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         """
         Retrieve a list of feature views from the registry
@@ -454,6 +459,7 @@ def list_feature_views(
             allow_cache: Allow returning feature views from the cached registry
             project: Filter feature views based on project name
             tags: Filter by tags
+            skip_udf: Skip deserializing UDFs (for metadata-only operations)
 
         Returns:
             List of feature views
@@ -484,6 +490,7 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[BaseFeatureView]:
         """
         Retrieve a list of feature views of all types from the registry
@@ -492,6 +499,7 @@ def list_all_feature_views(
             allow_cache: Allow returning feature views from the cached registry
             project: Filter feature views based on project name
             tags: Filter by tags
+            skip_udf: Skip deserializing UDFs (for metadata-only operations)
 
         Returns:
             List of feature views
diff --git a/sdk/python/feast/infra/registry/caching_registry.py b/sdk/python/feast/infra/registry/caching_registry.py
index ad6714d9796..2e15272cf05 100644
--- a/sdk/python/feast/infra/registry/caching_registry.py
+++ b/sdk/python/feast/infra/registry/caching_registry.py
@@ -121,7 +121,7 @@ def get_any_feature_view(
 
     @abstractmethod
     def _list_all_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs: Any
     ) -> List[BaseFeatureView]:
         pass
 
@@ -130,13 +130,14 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[BaseFeatureView]:
         if allow_cache:
             self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_all_feature_views(
-                self.cached_registry_proto, project, tags
+                self.cached_registry_proto, project, tags, skip_udf=skip_udf
             )
-        return self._list_all_feature_views(project, tags)
+        return self._list_all_feature_views(project, tags, skip_udf=skip_udf)
 
     @abstractmethod
     def _get_feature_view(self, name: str, project: str) -> FeatureView:
@@ -154,7 +155,7 @@ def get_feature_view(
 
     @abstractmethod
     def _list_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs: Any
     ) -> List[FeatureView]:
         pass
 
@@ -163,13 +164,14 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         if allow_cache:
             self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_feature_views(
-                self.cached_registry_proto, project, tags
+                self.cached_registry_proto, project, tags, skip_udf=skip_udf
             )
-        return self._list_feature_views(project, tags)
+        return self._list_feature_views(project, tags, skip_udf=skip_udf)
 
     @abstractmethod
     def _get_on_demand_feature_view(
@@ -189,7 +191,7 @@ def get_on_demand_feature_view(
 
     @abstractmethod
     def _list_on_demand_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs: Any
     ) -> List[OnDemandFeatureView]:
         pass
 
@@ -198,13 +200,14 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         if allow_cache:
             self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_on_demand_feature_views(
-                self.cached_registry_proto, project, tags
+                self.cached_registry_proto, project, tags, skip_udf=skip_udf
             )
-        return self._list_on_demand_feature_views(project, tags)
+        return self._list_on_demand_feature_views(project, tags, skip_udf=skip_udf)
 
     @abstractmethod
     def _get_stream_feature_view(self, name: str, project: str) -> StreamFeatureView:
@@ -222,7 +225,7 @@ def get_stream_feature_view(
 
     @abstractmethod
     def _list_stream_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs: Any
     ) -> List[StreamFeatureView]:
         pass
 
@@ -231,13 +234,14 @@ def list_stream_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         if allow_cache:
             self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_stream_feature_views(
-                self.cached_registry_proto, project, tags
+                self.cached_registry_proto, project, tags, skip_udf=skip_udf
             )
-        return self._list_stream_feature_views(project, tags)
+        return self._list_stream_feature_views(project, tags, skip_udf=skip_udf)
 
     @abstractmethod
     def _get_feature_service(self, name: str, project: str) -> FeatureService:
diff --git a/sdk/python/feast/infra/registry/proto_registry_utils.py b/sdk/python/feast/infra/registry/proto_registry_utils.py
index 82b7f3e8aaa..e315e3b706c 100644
--- a/sdk/python/feast/infra/registry/proto_registry_utils.py
+++ b/sdk/python/feast/infra/registry/proto_registry_utils.py
@@ -57,15 +57,19 @@ def wrapper(
         registry_proto: RegistryProto,
         project: str,
         tags: Optional[dict[str, str]],
+        **kwargs,
     ):
         nonlocal cache_key, cache_value
 
-        key = tuple([id(registry_proto), registry_proto.version_id, project, tags])
+        kwargs_key = tuple(sorted(kwargs.items())) if kwargs else ()
+        key = tuple(
+            [id(registry_proto), registry_proto.version_id, project, tags, kwargs_key]
+        )
 
         if key == cache_key:
             return cache_value
         else:
-            cache_value = func(registry_proto, project, tags)
+            cache_value = func(registry_proto, project, tags, **kwargs)
             cache_key = key
             return cache_value
 
@@ -279,31 +283,42 @@ def list_feature_services(
 
 @registry_proto_cache_with_tags
 def list_all_feature_views(
-    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+    registry_proto: RegistryProto,
+    project: str,
+    tags: Optional[dict[str, str]],
+    skip_udf: bool = False,
 ) -> List[BaseFeatureView]:
     return (
-        list_feature_views(registry_proto, project, tags)
-        + list_stream_feature_views(registry_proto, project, tags)
-        + list_on_demand_feature_views(registry_proto, project, tags)
+        list_feature_views(registry_proto, project, tags, skip_udf=skip_udf)
+        + list_stream_feature_views(registry_proto, project, tags, skip_udf=skip_udf)
+        + list_on_demand_feature_views(registry_proto, project, tags, skip_udf=skip_udf)
     )
 
 
 @registry_proto_cache_with_tags
 def list_feature_views(
-    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+    registry_proto: RegistryProto,
+    project: str,
+    tags: Optional[dict[str, str]],
+    skip_udf: bool = False,
 ) -> List[FeatureView]:
     feature_views: List[FeatureView] = []
     for feature_view_proto in registry_proto.feature_views:
         if feature_view_proto.spec.project == project and utils.has_all_tags(
             feature_view_proto.spec.tags, tags
         ):
-            feature_views.append(FeatureView.from_proto(feature_view_proto))
+            feature_views.append(
+                FeatureView.from_proto(feature_view_proto, skip_udf=skip_udf)
+            )
     return feature_views
 
 
 @registry_proto_cache_with_tags
 def list_stream_feature_views(
-    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+    registry_proto: RegistryProto,
+    project: str,
+    tags: Optional[dict[str, str]],
+    skip_udf: bool = False,
 ) -> List[StreamFeatureView]:
     stream_feature_views = []
     for stream_feature_view in registry_proto.stream_feature_views:
@@ -311,14 +326,17 @@ def list_stream_feature_views(
             stream_feature_view.spec.tags, tags
         ):
             stream_feature_views.append(
-                StreamFeatureView.from_proto(stream_feature_view)
+                StreamFeatureView.from_proto(stream_feature_view, skip_udf=skip_udf)
             )
     return stream_feature_views
 
 
 @registry_proto_cache_with_tags
 def list_on_demand_feature_views(
-    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+    registry_proto: RegistryProto,
+    project: str,
+    tags: Optional[dict[str, str]],
+    skip_udf: bool = False,
 ) -> List[OnDemandFeatureView]:
     on_demand_feature_views = []
     for on_demand_feature_view in registry_proto.on_demand_feature_views:
@@ -326,7 +344,9 @@ def list_on_demand_feature_views(
             on_demand_feature_view.spec.tags, tags
         ):
             on_demand_feature_views.append(
-                OnDemandFeatureView.from_proto(on_demand_feature_view)
+                OnDemandFeatureView.from_proto(
+                    on_demand_feature_view, skip_udf=skip_udf
+                )
             )
     return on_demand_feature_views
 
diff --git a/sdk/python/feast/infra/registry/registry.py b/sdk/python/feast/infra/registry/registry.py
index 76da6ad831d..d658d68bc24 100644
--- a/sdk/python/feast/infra/registry/registry.py
+++ b/sdk/python/feast/infra/registry/registry.py
@@ -39,7 +39,7 @@
     ValidationReferenceNotFound,
 )
 from feast.feature_service import FeatureService
-from feast.feature_view import FeatureView
+from feast.feature_view import FeatureView, FeatureViewState
 from feast.importer import import_class
 from feast.infra.infra_object import Infra
 from feast.infra.registry import proto_registry_utils
@@ -386,6 +386,12 @@ def list_data_sources(
     def apply_data_source(
         self, data_source: DataSource, project: str, commit: bool = True
     ):
+        """Apply a data source to the registry with project-scoped deduplication.
+
+        Filters existing data sources by both name and project (fixes feast-dev/feast#6206),
+        preserving the original created_timestamp if the source already exists in the
+        target project.
+        """
         now = _utc_now()
         if not data_source.created_timestamp:
             data_source.created_timestamp = now
@@ -394,7 +400,10 @@ def apply_data_source(
         registry = self._prepare_registry_for_changes(project)
 
         for idx, existing_data_source_proto in enumerate(registry.data_sources):
-            if existing_data_source_proto.name == data_source.name:
+            if (
+                existing_data_source_proto.name == data_source.name
+                and existing_data_source_proto.project == project
+            ):
                 existing_data_source = DataSource.from_proto(existing_data_source_proto)
                 # Check if the data source has actually changed
                 if existing_data_source == data_source:
@@ -423,7 +432,7 @@ def delete_data_source(self, name: str, project: str, commit: bool = True):
         for idx, data_source_proto in enumerate(
             self.cached_registry_proto.data_sources
         ):
-            if data_source_proto.name == name:
+            if data_source_proto.name == name and data_source_proto.project == project:
                 del self.cached_registry_proto.data_sources[idx]
                 if commit:
                     self.commit()
@@ -571,6 +580,20 @@ def _update_metadata_fields(
                 updated_fv, "enable_validation"
             )
 
+        # Enabled/disabled state
+        if hasattr(existing_proto.spec, "disabled") and hasattr(updated_fv, "enabled"):
+            existing_proto.spec.disabled = not getattr(updated_fv, "enabled")
+
+        # Lifecycle state — skip STATE_UNSPECIFIED so that ``feast apply``
+        # does not accidentally reset an AVAILABLE_ONLINE view.
+        if hasattr(existing_proto.meta, "state") and hasattr(updated_fv, "state"):
+            state_val = getattr(updated_fv, "state")
+            if (
+                isinstance(state_val, FeatureViewState)
+                and state_val != FeatureViewState.STATE_UNSPECIFIED
+            ):
+                existing_proto.meta.state = state_val.to_proto()
+
         # OnDemandFeatureView configuration
         if hasattr(existing_proto.spec, "write_to_online_store") and hasattr(
             updated_fv, "write_to_online_store"
@@ -755,7 +778,7 @@ def apply_feature_view(
         self._prepare_registry_for_changes(project)
         assert self.cached_registry_proto
 
-        self._check_conflicting_feature_view_names(feature_view)
+        self._check_conflicting_feature_view_names(feature_view, project)
         existing_feature_views_of_same_type: RepeatedCompositeFieldContainer
         if isinstance(feature_view, StreamFeatureView):
             existing_feature_views_of_same_type = (
@@ -868,12 +891,13 @@ def list_stream_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         registry_proto = self._get_registry_proto(
             project=project, allow_cache=allow_cache
         )
         return proto_registry_utils.list_stream_feature_views(
-            registry_proto, project, tags
+            registry_proto, project, tags, skip_udf=skip_udf
         )
 
     def list_on_demand_feature_views(
@@ -881,12 +905,13 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         registry_proto = self._get_registry_proto(
             project=project, allow_cache=allow_cache
         )
         return proto_registry_utils.list_on_demand_feature_views(
-            registry_proto, project, tags
+            registry_proto, project, tags, skip_udf=skip_udf
         )
 
     def get_on_demand_feature_view(
@@ -932,6 +957,9 @@ def apply_materialization(
                     (start_date, end_date)
                 )
                 existing_feature_view.last_updated_timestamp = _utc_now()
+                # Transition state to AVAILABLE_ONLINE after materialization.
+                if hasattr(existing_feature_view, "state"):
+                    existing_feature_view.state = FeatureViewState.AVAILABLE_ONLINE
                 feature_view_proto = existing_feature_view.to_proto()
                 feature_view_proto.spec.project = project
                 del self.cached_registry_proto.feature_views[idx]
@@ -954,6 +982,11 @@ def apply_materialization(
                     (start_date, end_date)
                 )
                 existing_stream_feature_view.last_updated_timestamp = _utc_now()
+                # Transition state to AVAILABLE_ONLINE after materialization.
+                if hasattr(existing_stream_feature_view, "state"):
+                    existing_stream_feature_view.state = (
+                        FeatureViewState.AVAILABLE_ONLINE
+                    )
                 stream_feature_view_proto = existing_stream_feature_view.to_proto()
                 stream_feature_view_proto.spec.project = project
                 del self.cached_registry_proto.stream_feature_views[idx]
@@ -969,12 +1002,13 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[BaseFeatureView]:
         registry_proto = self._get_registry_proto(
             project=project, allow_cache=allow_cache
         )
         return proto_registry_utils.list_all_feature_views(
-            registry_proto, project, tags
+            registry_proto, project, tags, skip_udf=skip_udf
         )
 
     def get_any_feature_view(
@@ -990,11 +1024,14 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         registry_proto = self._get_registry_proto(
             project=project, allow_cache=allow_cache
         )
-        return proto_registry_utils.list_feature_views(registry_proto, project, tags)
+        return proto_registry_utils.list_feature_views(
+            registry_proto, project, tags, skip_udf=skip_udf
+        )
 
     def get_feature_view(
         self, name: str, project: str, allow_cache: bool = False
@@ -1351,23 +1388,32 @@ def _get_registry_proto(
 
             return registry_proto
 
-    def _check_conflicting_feature_view_names(self, feature_view: BaseFeatureView):
-        name_to_fv_protos = self._existing_feature_view_names_to_fvs()
+    def _check_conflicting_feature_view_names(
+        self, feature_view: BaseFeatureView, project: str
+    ):
+        name_to_fv_protos = self._existing_feature_view_names_to_fvs(project)
         if feature_view.name in name_to_fv_protos:
             if not isinstance(
                 name_to_fv_protos.get(feature_view.name), feature_view.proto_class
             ):
                 raise ConflictingFeatureViewNames(feature_view.name)
 
-    def _existing_feature_view_names_to_fvs(self) -> Dict[str, Message]:
+    def _existing_feature_view_names_to_fvs(self, project: str) -> Dict[str, Message]:
         assert self.cached_registry_proto
         odfvs = {
             fv.spec.name: fv
             for fv in self.cached_registry_proto.on_demand_feature_views
+            if fv.spec.project == project
+        }
+        fvs = {
+            fv.spec.name: fv
+            for fv in self.cached_registry_proto.feature_views
+            if fv.spec.project == project
         }
-        fvs = {fv.spec.name: fv for fv in self.cached_registry_proto.feature_views}
         sfv = {
-            fv.spec.name: fv for fv in self.cached_registry_proto.stream_feature_views
+            fv.spec.name: fv
+            for fv in self.cached_registry_proto.stream_feature_views
+            if fv.spec.project == project
         }
         return {**odfvs, **fvs, **sfv}
 
diff --git a/sdk/python/feast/infra/registry/remote.py b/sdk/python/feast/infra/registry/remote.py
index c553a55f754..ac5961cd677 100644
--- a/sdk/python/feast/infra/registry/remote.py
+++ b/sdk/python/feast/infra/registry/remote.py
@@ -268,6 +268,7 @@ def list_stream_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         request = RegistryServer_pb2.ListStreamFeatureViewsRequest(
             project=project, allow_cache=allow_cache, tags=tags
@@ -292,6 +293,7 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         request = RegistryServer_pb2.ListOnDemandFeatureViewsRequest(
             project=project, allow_cache=allow_cache, tags=tags
@@ -320,6 +322,7 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[BaseFeatureView]:
         request = RegistryServer_pb2.ListAllFeatureViewsRequest(
             project=project, allow_cache=allow_cache, tags=tags
@@ -347,6 +350,7 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         request = RegistryServer_pb2.ListFeatureViewsRequest(
             project=project, allow_cache=allow_cache, tags=tags
diff --git a/sdk/python/feast/infra/registry/snowflake.py b/sdk/python/feast/infra/registry/snowflake.py
index 68bf376e650..ca98ed3a0c9 100644
--- a/sdk/python/feast/infra/registry/snowflake.py
+++ b/sdk/python/feast/infra/registry/snowflake.py
@@ -139,20 +139,21 @@ def __init__(
         with GetSnowflakeConnection(self.registry_config) as conn:
             sql_function_file = f"{os.path.dirname(feast.__file__)}/infra/utils/snowflake/registry/snowflake_table_creation.sql"
             with open(sql_function_file, "r") as file:
-                sql_file = file.read()
-                sql_cmds = sql_file.split(";")
+                sql_cmds = [
+                    cmd.strip() for cmd in file.read().split(";") if cmd.strip()
+                ]
                 for command in sql_cmds:
                     query = command.replace("REGISTRY_PATH", f"{self.registry_path}")
                     execute_snowflake_statement(conn, query)
 
         self.purge_feast_metadata = registry_config.purge_feast_metadata
-        self._sync_feast_metadata_to_projects_table()
-        if not self.purge_feast_metadata:
-            self._maybe_init_project_metadata(project)
+        self.project = project
 
-        self.cached_registry_proto = self.proto()
-        self.cached_registry_proto_created = _utc_now()
+        # Initialize cache state before any method that may trigger
+        # _refresh_cached_registry_if_necessary (e.g. proto(), get_project()).
         self._refresh_lock = Lock()
+        self.cached_registry_proto = None
+        self.cached_registry_proto_created = None
         self.cached_registry_proto_ttl = timedelta(
             seconds=(
                 registry_config.cache_ttl_seconds
@@ -160,11 +161,17 @@ def __init__(
                 else 0
             )
         )
-        self.project = project
+
+        self._sync_feast_metadata_to_projects_table()
+        if not self.purge_feast_metadata:
+            self._maybe_init_project_metadata(project)
+
+        self.cached_registry_proto = self.proto()
+        self.cached_registry_proto_created = _utc_now()
 
     def _sync_feast_metadata_to_projects_table(self):
-        feast_metadata_projects: set = []
-        projects_set: set = []
+        feast_metadata_projects: set[str] = set()
+        projects_set: set[str] = set()
 
         with GetSnowflakeConnection(self.registry_config) as conn:
             query = (
@@ -184,7 +191,7 @@ def _sync_feast_metadata_to_projects_table(self):
                     projects_set.add(row[1]["PROJECT_ID"])
 
             # Find object in feast_metadata_projects but not in projects
-            projects_to_sync = set(feast_metadata_projects) - set(projects_set)
+            projects_to_sync = feast_metadata_projects - projects_set
             for project_name in projects_to_sync:
                 self.apply_project(Project(name=project_name), commit=True)
 
@@ -199,7 +206,7 @@ def refresh(self, project: Optional[str] = None):
         self.cached_registry_proto = self.proto()
         self.cached_registry_proto_created = _utc_now()
 
-    def _refresh_cached_registry_if_necessary(self):
+    def _refresh_cached_registry_if_necessary(self) -> RegistryProto:
         with self._refresh_lock:
             expired = (
                 self.cached_registry_proto is None
@@ -220,13 +227,18 @@ def _refresh_cached_registry_if_necessary(self):
                 logger.info("Registry cache expired, so refreshing")
                 self.refresh()
 
+        if self.cached_registry_proto is None:
+            raise RuntimeError("Registry cache is unexpectedly empty after refresh")
+        return self.cached_registry_proto
+
     def teardown(self):
         with GetSnowflakeConnection(self.registry_config) as conn:
             sql_function_file = f"{os.path.dirname(feast.__file__)}/infra/utils/snowflake/registry/snowflake_table_deletion.sql"
             with open(sql_function_file, "r") as file:
-                sqlFile = file.read()
-                sqlCommands = sqlFile.split(";")
-                for command in sqlCommands:
+                sql_cmds = [
+                    cmd.strip() for cmd in file.read().split(";") if cmd.strip()
+                ]
+                for command in sql_cmds:
                     query = command.replace("REGISTRY_PATH", f"{self.registry_path}")
                     execute_snowflake_statement(conn, query)
 
@@ -373,7 +385,8 @@ def _apply_object(
                             {proto_field_name} = TO_BINARY({proto}),
                             last_updated_timestamp = CURRENT_TIMESTAMP()
                         WHERE
-                            {id_field_name.lower()} = '{name}'
+                            project_id = '{project}'
+                            AND {id_field_name.lower()} = '{name}'
                 """
                 execute_snowflake_statement(conn, query)
 
@@ -518,10 +531,8 @@ def get_data_source(
         self, name: str, project: str, allow_cache: bool = False
     ) -> DataSource:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.get_data_source(
-                self.cached_registry_proto, name, project
-            )
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.get_data_source(registry_proto, name, project)
         return self._get_object(
             "DATA_SOURCES",
             name,
@@ -535,10 +546,8 @@ def get_data_source(
 
     def get_entity(self, name: str, project: str, allow_cache: bool = False) -> Entity:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.get_entity(
-                self.cached_registry_proto, name, project
-            )
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.get_entity(registry_proto, name, project)
         return self._get_object(
             "ENTITIES",
             name,
@@ -554,9 +563,9 @@ def get_feature_service(
         self, name: str, project: str, allow_cache: bool = False
     ) -> FeatureService:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.get_feature_service(
-                self.cached_registry_proto, name, project
+                registry_proto, name, project
             )
         return self._get_object(
             "FEATURE_SERVICES",
@@ -573,10 +582,8 @@ def get_feature_view(
         self, name: str, project: str, allow_cache: bool = False
     ) -> FeatureView:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.get_feature_view(
-                self.cached_registry_proto, name, project
-            )
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.get_feature_view(registry_proto, name, project)
         return self._get_object(
             "FEATURE_VIEWS",
             name,
@@ -592,9 +599,9 @@ def get_any_feature_view(
         self, name: str, project: str, allow_cache: bool = False
     ) -> BaseFeatureView:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.get_any_feature_view(
-                self.cached_registry_proto, name, project
+                registry_proto, name, project
             )
         fv = self._get_object(
             "FEATURE_VIEWS",
@@ -636,25 +643,30 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[BaseFeatureView]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_all_feature_views(
-                self.cached_registry_proto, project, tags
+                registry_proto, project, tags, skip_udf=skip_udf
             )
 
         return (
             cast(
                 list[BaseFeatureView],
-                self.list_feature_views(project, allow_cache, tags),
+                self.list_feature_views(project, allow_cache, tags, skip_udf=skip_udf),
             )
             + cast(
                 list[BaseFeatureView],
-                self.list_stream_feature_views(project, allow_cache, tags),
+                self.list_stream_feature_views(
+                    project, allow_cache, tags, skip_udf=skip_udf
+                ),
             )
             + cast(
                 list[BaseFeatureView],
-                self.list_on_demand_feature_views(project, allow_cache, tags),
+                self.list_on_demand_feature_views(
+                    project, allow_cache, tags, skip_udf=skip_udf
+                ),
             )
         )
 
@@ -676,9 +688,9 @@ def get_on_demand_feature_view(
         self, name: str, project: str, allow_cache: bool = False
     ) -> OnDemandFeatureView:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.get_on_demand_feature_view(
-                self.cached_registry_proto, name, project
+                registry_proto, name, project
             )
         return self._get_object(
             "ON_DEMAND_FEATURE_VIEWS",
@@ -695,10 +707,8 @@ def get_saved_dataset(
         self, name: str, project: str, allow_cache: bool = False
     ) -> SavedDataset:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.get_saved_dataset(
-                self.cached_registry_proto, name, project
-            )
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.get_saved_dataset(registry_proto, name, project)
         return self._get_object(
             "SAVED_DATASETS",
             name,
@@ -714,9 +724,9 @@ def get_stream_feature_view(
         self, name: str, project: str, allow_cache: bool = False
     ):
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.get_stream_feature_view(
-                self.cached_registry_proto, name, project
+                registry_proto, name, project
             )
         return self._get_object(
             "STREAM_FEATURE_VIEWS",
@@ -733,9 +743,9 @@ def get_validation_reference(
         self, name: str, project: str, allow_cache: bool = False
     ) -> ValidationReference:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.get_validation_reference(
-                self.cached_registry_proto, name, project
+                registry_proto, name, project
             )
         return self._get_object(
             "VALIDATION_REFERENCES",
@@ -784,10 +794,8 @@ def get_permission(
         self, name: str, project: str, allow_cache: bool = False
     ) -> Permission:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.get_permission(
-                self.cached_registry_proto, name, project
-            )
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.get_permission(registry_proto, name, project)
         return self._get_object(
             "PERMISSIONS",
             name,
@@ -807,10 +815,8 @@ def list_data_sources(
         tags: Optional[dict[str, str]] = None,
     ) -> List[DataSource]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.list_data_sources(
-                self.cached_registry_proto, project, tags
-            )
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.list_data_sources(registry_proto, project, tags)
         return self._list_objects(
             "DATA_SOURCES",
             project,
@@ -827,10 +833,8 @@ def list_entities(
         tags: Optional[dict[str, str]] = None,
     ) -> List[Entity]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.list_entities(
-                self.cached_registry_proto, project, tags
-            )
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.list_entities(registry_proto, project, tags)
         return self._list_objects(
             "ENTITIES", project, EntityProto, Entity, "ENTITY_PROTO", tags=tags
         )
@@ -842,9 +846,9 @@ def list_feature_services(
         tags: Optional[dict[str, str]] = None,
     ) -> List[FeatureService]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_feature_services(
-                self.cached_registry_proto, project, tags
+                registry_proto, project, tags
             )
         return self._list_objects(
             "FEATURE_SERVICES",
@@ -860,11 +864,12 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_feature_views(
-                self.cached_registry_proto, project, tags
+                registry_proto, project, tags, skip_udf=skip_udf
             )
         return self._list_objects(
             "FEATURE_VIEWS",
@@ -873,6 +878,7 @@ def list_feature_views(
             FeatureView,
             "FEATURE_VIEW_PROTO",
             tags=tags,
+            skip_udf=skip_udf,
         )
 
     def list_on_demand_feature_views(
@@ -880,11 +886,12 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_on_demand_feature_views(
-                self.cached_registry_proto, project, tags
+                registry_proto, project, tags, skip_udf=skip_udf
             )
         return self._list_objects(
             "ON_DEMAND_FEATURE_VIEWS",
@@ -893,6 +900,7 @@ def list_on_demand_feature_views(
             OnDemandFeatureView,
             "ON_DEMAND_FEATURE_VIEW_PROTO",
             tags=tags,
+            skip_udf=skip_udf,
         )
 
     def list_saved_datasets(
@@ -902,9 +910,9 @@ def list_saved_datasets(
         tags: Optional[dict[str, str]] = None,
     ) -> List[SavedDataset]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_saved_datasets(
-                self.cached_registry_proto, project, tags
+                registry_proto, project, tags
             )
         return self._list_objects(
             "SAVED_DATASETS",
@@ -920,11 +928,12 @@ def list_stream_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
+            registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_stream_feature_views(
-                self.cached_registry_proto, project, tags
+                registry_proto, project, tags, skip_udf=skip_udf
             )
         return self._list_objects(
             "STREAM_FEATURE_VIEWS",
@@ -932,6 +941,7 @@ def list_stream_feature_views(
             StreamFeatureViewProto,
             StreamFeatureView,
             "STREAM_FEATURE_VIEW_PROTO",
+            skip_udf=skip_udf,
             tags=tags,
         )
 
@@ -958,7 +968,20 @@ def _list_objects(
         python_class: Any,
         proto_field_name: str,
         tags: Optional[dict[str, str]] = None,
+        proto_only: bool = False,
+        skip_udf: bool = False,
     ):
+        """
+        Args:
+            proto_only: If True, return raw protobuf objects without calling
+                from_proto(). Used by proto() to build the RegistryProto cache
+                efficiently — avoids the from_proto()/to_proto() round-trip and
+                works uniformly for all object types (entities, data sources, etc.).
+            skip_udf: If True, call from_proto() but skip deserializing UDFs
+                (dill.loads). Returns Python objects suitable for filtering and
+                display without requiring the UDF's source module to be installed.
+                Only relevant for feature view types.
+        """
         with GetSnowflakeConnection(self.registry_config) as conn:
             query = f"""
                 SELECT
@@ -972,11 +995,17 @@ def _list_objects(
             if not df.empty:
                 objects = []
                 for row in df.iterrows():
-                    obj = python_class.from_proto(
-                        proto_class.FromString(row[1][proto_field_name])
-                    )
-                    if has_all_tags(obj.tags, tags):
-                        objects.append(obj)
+                    proto = proto_class.FromString(row[1][proto_field_name])
+                    if proto_only:
+                        objects.append(proto)
+                    else:
+                        obj = (
+                            python_class.from_proto(proto, skip_udf=skip_udf)
+                            if skip_udf
+                            else python_class.from_proto(proto)
+                        )
+                        if has_all_tags(obj.tags, tags):
+                            objects.append(obj)
                 return objects
         return []
 
@@ -987,10 +1016,8 @@ def list_permissions(
         tags: Optional[dict[str, str]] = None,
     ) -> List[Permission]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.list_permissions(
-                self.cached_registry_proto, project
-            )
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.list_permissions(registry_proto, project)
         return self._list_objects(
             "PERMISSIONS",
             project,
@@ -1039,10 +1066,8 @@ def list_project_metadata(
         self, project: str, allow_cache: bool = False
     ) -> List[ProjectMetadata]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.list_project_metadata(
-                self.cached_registry_proto, project
-            )
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.list_project_metadata(registry_proto, project)
         with GetSnowflakeConnection(self.registry_config) as conn:
             query = f"""
                 SELECT
@@ -1116,7 +1141,8 @@ def get_user_metadata(
                 FROM
                     {self.registry_path}."{fv_table_str}"
                 WHERE
-                    {fv_column_name}_name = '{feature_view.name}'
+                    project_id = '{project}'
+                    AND {fv_column_name}_name = '{feature_view.name}'
                 LIMIT 1
             """
             df = execute_snowflake_statement(conn, query).fetch_pandas_all()
@@ -1135,41 +1161,93 @@ def process_project(project: Project):
             project_name = project.name
             last_updated_timestamp = project.last_updated_timestamp
 
-            try:
-                cached_project = self.get_project(project_name, True)
-            except ProjectObjectNotFoundException:
-                cached_project = None
-
-            allow_cache = False
-
-            if cached_project is not None:
-                allow_cache = (
-                    last_updated_timestamp <= cached_project.last_updated_timestamp
-                )
-
             r.projects.extend([project.to_proto()])
             last_updated_timestamps.append(last_updated_timestamp)
 
-            for lister, registry_proto_field in [
-                (self.list_entities, r.entities),
-                (self.list_feature_views, r.feature_views),
-                (self.list_data_sources, r.data_sources),
-                (self.list_on_demand_feature_views, r.on_demand_feature_views),
-                (self.list_stream_feature_views, r.stream_feature_views),
-                (self.list_feature_services, r.feature_services),
-                (self.list_saved_datasets, r.saved_datasets),
-                (self.list_validation_references, r.validation_references),
-                (self.list_permissions, r.permissions),
+            # proto_only=True: return raw protos without calling from_proto(),
+            # which would trigger dill.loads() on UDFs and fail for cross-project
+            # modules. _list_objects hits the DB directly (no cache), avoiding
+            # infinite recursion since proto() itself builds the cache.
+            for (
+                table,
+                proto_class,
+                python_class,
+                proto_field_name,
+                registry_proto_field,
+            ) in [
+                ("ENTITIES", EntityProto, Entity, "ENTITY_PROTO", r.entities),
+                (
+                    "FEATURE_VIEWS",
+                    FeatureViewProto,
+                    FeatureView,
+                    "FEATURE_VIEW_PROTO",
+                    r.feature_views,
+                ),
+                (
+                    "DATA_SOURCES",
+                    DataSourceProto,
+                    DataSource,
+                    "DATA_SOURCE_PROTO",
+                    r.data_sources,
+                ),
+                (
+                    "ON_DEMAND_FEATURE_VIEWS",
+                    OnDemandFeatureViewProto,
+                    OnDemandFeatureView,
+                    "ON_DEMAND_FEATURE_VIEW_PROTO",
+                    r.on_demand_feature_views,
+                ),
+                (
+                    "STREAM_FEATURE_VIEWS",
+                    StreamFeatureViewProto,
+                    StreamFeatureView,
+                    "STREAM_FEATURE_VIEW_PROTO",
+                    r.stream_feature_views,
+                ),
+                (
+                    "FEATURE_SERVICES",
+                    FeatureServiceProto,
+                    FeatureService,
+                    "FEATURE_SERVICE_PROTO",
+                    r.feature_services,
+                ),
+                (
+                    "SAVED_DATASETS",
+                    SavedDatasetProto,
+                    SavedDataset,
+                    "SAVED_DATASET_PROTO",
+                    r.saved_datasets,
+                ),
+                (
+                    "VALIDATION_REFERENCES",
+                    ValidationReferenceProto,
+                    ValidationReference,
+                    "VALIDATION_REFERENCE_PROTO",
+                    r.validation_references,
+                ),
+                (
+                    "PERMISSIONS",
+                    PermissionProto,
+                    Permission,
+                    "PERMISSION_PROTO",
+                    r.permissions,
+                ),
             ]:
-                objs: List[Any] = lister(project_name, allow_cache)  # type: ignore
+                objs = self._list_objects(
+                    table,
+                    project_name,
+                    proto_class,
+                    python_class,
+                    proto_field_name,
+                    proto_only=True,
+                )
                 if objs:
-                    obj_protos = [obj.to_proto() for obj in objs]
-                    for obj_proto in obj_protos:
+                    for obj_proto in objs:
                         if "spec" in obj_proto.DESCRIPTOR.fields_by_name:
                             obj_proto.spec.project = project_name
                         else:
                             obj_proto.project = project_name
-                    registry_proto_field.extend(obj_protos)
+                    registry_proto_field.extend(objs)
 
             # This is suuuper jank. Because of https://github.com/feast-dev/feast/issues/2783,
             # the registry proto only has a single infra field, which we're currently setting as the "last" project.
@@ -1322,7 +1400,7 @@ def delete_project(
                     query = f"""
                         DELETE FROM {self.registry_path}."{table}"
                         WHERE
-                            project_id = '{project}'
+                            project_id = '{name}'
                     """
                     execute_snowflake_statement(conn, query)
             return
@@ -1350,8 +1428,8 @@ def get_project(
         allow_cache: bool = False,
     ) -> Project:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.get_project(self.cached_registry_proto, name)
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.get_project(registry_proto, name)
         return self._get_project(name)
 
     def _list_projects(
@@ -1367,7 +1445,7 @@ def _list_projects(
                 objects = []
                 for row in df.iterrows():
                     obj = Project.from_proto(
-                        ProjectProto.FromString(row[1]["project_proto"])
+                        ProjectProto.FromString(row[1]["PROJECT_PROTO"])
                     )
                     if has_all_tags(obj.tags, tags):
                         objects.append(obj)
@@ -1380,8 +1458,8 @@ def list_projects(
         tags: Optional[dict[str, str]] = None,
     ) -> List[Project]:
         if allow_cache:
-            self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.list_projects(self.cached_registry_proto, tags)
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.list_projects(registry_proto, tags)
         return self._list_projects(tags)
 
     def set_project_metadata(self, project: str, key: str, value: str):
diff --git a/sdk/python/feast/infra/registry/sql.py b/sdk/python/feast/infra/registry/sql.py
index ae09c8e52b6..4b02f999a0d 100644
--- a/sdk/python/feast/infra/registry/sql.py
+++ b/sdk/python/feast/infra/registry/sql.py
@@ -387,7 +387,7 @@ def _get_stream_feature_view(self, name: str, project: str):
         )
 
     def _list_stream_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[StreamFeatureView]:
         return self._list_objects(
             stream_feature_views,
@@ -396,6 +396,7 @@ def _list_stream_feature_views(
             StreamFeatureView,
             "feature_view_proto",
             tags=tags,
+            **kwargs,
         )
 
     def apply_entity(self, entity: Entity, project: str, commit: bool = True):
@@ -457,20 +458,22 @@ def _get_any_feature_view(self, name: str, project: str) -> BaseFeatureView:
         return fv
 
     def _list_all_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[BaseFeatureView]:
         return (
             cast(
                 list[BaseFeatureView],
-                self._list_feature_views(project=project, tags=tags),
+                self._list_feature_views(project=project, tags=tags, **kwargs),
             )
             + cast(
                 list[BaseFeatureView],
-                self._list_stream_feature_views(project=project, tags=tags),
+                self._list_stream_feature_views(project=project, tags=tags, **kwargs),
             )
             + cast(
                 list[BaseFeatureView],
-                self._list_on_demand_feature_views(project=project, tags=tags),
+                self._list_on_demand_feature_views(
+                    project=project, tags=tags, **kwargs
+                ),
             )
         )
 
@@ -537,7 +540,7 @@ def _get_validation_reference(self, name: str, project: str) -> ValidationRefere
         )
 
     def _list_validation_references(
-        self, project: str, tags: Optional[dict[str, str]] = None
+        self, project: str, tags: Optional[dict[str, str]] = None, **kwargs
     ) -> List[ValidationReference]:
         return self._list_objects(
             table=validation_references,
@@ -546,13 +549,20 @@ def _list_validation_references(
             python_class=ValidationReference,
             proto_field_name="validation_reference_proto",
             tags=tags,
+            **kwargs,
         )
 
     def _list_entities(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[Entity]:
         return self._list_objects(
-            entities, project, EntityProto, Entity, "entity_proto", tags=tags
+            entities,
+            project,
+            EntityProto,
+            Entity,
+            "entity_proto",
+            tags=tags,
+            **kwargs,
         )
 
     def delete_entity(self, name: str, project: str, commit: bool = True):
@@ -614,7 +624,7 @@ def _get_data_source(self, name: str, project: str) -> DataSource:
         )
 
     def _list_data_sources(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[DataSource]:
         return self._list_objects(
             data_sources,
@@ -623,6 +633,7 @@ def _list_data_sources(
             DataSource,
             "data_source_proto",
             tags=tags,
+            **kwargs,
         )
 
     def apply_data_source(
@@ -878,7 +889,7 @@ def delete_data_source(self, name: str, project: str, commit: bool = True):
                 raise DataSourceObjectNotFoundException(name, project)
 
     def _list_feature_services(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[FeatureService]:
         return self._list_objects(
             feature_services,
@@ -887,10 +898,11 @@ def _list_feature_services(
             FeatureService,
             "feature_service_proto",
             tags=tags,
+            **kwargs,
         )
 
     def _list_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[FeatureView]:
         return self._list_objects(
             feature_views,
@@ -899,10 +911,11 @@ def _list_feature_views(
             FeatureView,
             "feature_view_proto",
             tags=tags,
+            **kwargs,
         )
 
     def _list_saved_datasets(
-        self, project: str, tags: Optional[dict[str, str]] = None
+        self, project: str, tags: Optional[dict[str, str]] = None, **kwargs
     ) -> List[SavedDataset]:
         return self._list_objects(
             saved_datasets,
@@ -911,10 +924,11 @@ def _list_saved_datasets(
             SavedDataset,
             "saved_dataset_proto",
             tags=tags,
+            **kwargs,
         )
 
     def _list_on_demand_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[OnDemandFeatureView]:
         return self._list_objects(
             on_demand_feature_views,
@@ -923,6 +937,7 @@ def _list_on_demand_feature_views(
             OnDemandFeatureView,
             "feature_view_proto",
             tags=tags,
+            **kwargs,
         )
 
     def _list_project_metadata(self, project: str) -> List[ProjectMetadata]:
@@ -1232,26 +1247,29 @@ def process_project(project: Project):
             r.projects.extend([project.to_proto()])
             last_updated_timestamps.append(last_updated_timestamp)
 
+            # proto_only=True: return raw protos without calling from_proto(),
+            # which would trigger dill.loads() on UDFs and fail for cross-project
+            # modules. The _list_* helpers hit the DB directly (no cache), avoiding
+            # infinite recursion since proto() itself builds the cache.
             for lister, registry_proto_field in [
-                (self.list_entities, r.entities),
-                (self.list_feature_views, r.feature_views),
-                (self.list_data_sources, r.data_sources),
-                (self.list_on_demand_feature_views, r.on_demand_feature_views),
-                (self.list_stream_feature_views, r.stream_feature_views),
-                (self.list_feature_services, r.feature_services),
-                (self.list_saved_datasets, r.saved_datasets),
-                (self.list_validation_references, r.validation_references),
-                (self.list_permissions, r.permissions),
+                (self._list_entities, r.entities),
+                (self._list_feature_views, r.feature_views),
+                (self._list_data_sources, r.data_sources),
+                (self._list_on_demand_feature_views, r.on_demand_feature_views),
+                (self._list_stream_feature_views, r.stream_feature_views),
+                (self._list_feature_services, r.feature_services),
+                (self._list_saved_datasets, r.saved_datasets),
+                (self._list_validation_references, r.validation_references),
+                (self._list_permissions, r.permissions),
             ]:
-                objs: List[Any] = lister(project_name, allow_cache=False)  # type: ignore
+                objs: List[Any] = lister(project_name, tags=None, proto_only=True)  # type: ignore
                 if objs:
-                    obj_protos = [obj.to_proto() for obj in objs]
-                    for obj_proto in obj_protos:
+                    for obj_proto in objs:
                         if "spec" in obj_proto.DESCRIPTOR.fields_by_name:
                             obj_proto.spec.project = project_name
                         else:
                             obj_proto.project = project_name
-                    registry_proto_field.extend(obj_protos)
+                    registry_proto_field.extend(objs)
 
             # This is suuuper jank. Because of https://github.com/feast-dev/feast/issues/2783,
             # the registry proto only has a single infra field, which we're currently setting as the "last" project.
@@ -1486,18 +1504,37 @@ def _list_objects(
         python_class: Any,
         proto_field_name: str,
         tags: Optional[dict[str, str]] = None,
+        proto_only: bool = False,
+        skip_udf: bool = False,
     ):
+        """
+        Args:
+            proto_only: If True, return raw protobuf objects without calling
+                from_proto(). Used by proto() to build the RegistryProto cache
+                efficiently — avoids the from_proto()/to_proto() round-trip and
+                works uniformly for all object types (entities, data sources, etc.).
+            skip_udf: If True, call from_proto() but skip deserializing UDFs
+                (dill.loads). Returns Python objects suitable for filtering and
+                display without requiring the UDF's source module to be installed.
+                Only relevant for feature view types.
+        """
         with self.read_engine.begin() as conn:
             stmt = select(table).where(table.c.project_id == project)
             rows = conn.execute(stmt).all()
             if rows:
                 objects = []
                 for row in rows:
-                    obj = python_class.from_proto(
-                        proto_class.FromString(row._mapping[proto_field_name])
-                    )
-                    if utils.has_all_tags(obj.tags, tags):
-                        objects.append(obj)
+                    proto = proto_class.FromString(row._mapping[proto_field_name])
+                    if proto_only:
+                        objects.append(proto)
+                    else:
+                        obj = (
+                            python_class.from_proto(proto, skip_udf=skip_udf)
+                            if skip_udf
+                            else python_class.from_proto(proto)
+                        )
+                        if utils.has_all_tags(obj.tags, tags):
+                            objects.append(obj)
                 return objects
         return []
 
@@ -1568,7 +1605,7 @@ def _get_permission(self, name: str, project: str) -> Permission:
         )
 
     def _list_permissions(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[Permission]:
         return self._list_objects(
             permissions,
@@ -1577,6 +1614,7 @@ def _list_permissions(
             Permission,
             "permission_proto",
             tags=tags,
+            **kwargs,
         )
 
     def apply_permission(
diff --git a/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_deletion.sql b/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_deletion.sql
index 780424abd17..dde984c3823 100644
--- a/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_deletion.sql
+++ b/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_deletion.sql
@@ -1,3 +1,5 @@
+DROP TABLE IF EXISTS REGISTRY_PATH."PROJECTS";
+
 DROP TABLE IF EXISTS REGISTRY_PATH."DATA_SOURCES";
 
 DROP TABLE IF EXISTS REGISTRY_PATH."ENTITIES";
@@ -16,6 +18,6 @@ DROP TABLE IF EXISTS REGISTRY_PATH."SAVED_DATASETS";
 
 DROP TABLE IF EXISTS REGISTRY_PATH."STREAM_FEATURE_VIEWS";
 
-DROP TABLE IF EXISTS REGISTRY_PATH."VALIDATION_REFERENCES"
+DROP TABLE IF EXISTS REGISTRY_PATH."VALIDATION_REFERENCES";
 
-DROP TABLE IF EXISTS REGISTRY_PATH."PERMISSIONS"
+DROP TABLE IF EXISTS REGISTRY_PATH."PERMISSIONS";
diff --git a/sdk/python/feast/infra/utils/snowflake/snowflake_utils.py b/sdk/python/feast/infra/utils/snowflake/snowflake_utils.py
index b9254e72699..1890cb6a087 100644
--- a/sdk/python/feast/infra/utils/snowflake/snowflake_utils.py
+++ b/sdk/python/feast/infra/utils/snowflake/snowflake_utils.py
@@ -86,9 +86,9 @@ def __enter__(self):
             # https://docs.snowflake.com/en/user-guide/key-pair-auth.html#configuring-key-pair-authentication
             if "private_key" in kwargs or "private_key_content" in kwargs:
                 kwargs["private_key"] = parse_private_key_path(
-                    kwargs.get("private_key_passphrase"),
-                    kwargs.get("private_key"),
-                    kwargs.get("private_key_content"),
+                    kwargs.pop("private_key_passphrase", None),
+                    kwargs.pop("private_key", None),
+                    kwargs.pop("private_key_content", None),
                 )
 
             try:
diff --git a/sdk/python/feast/loaders/yaml.py b/sdk/python/feast/loaders/yaml.py
deleted file mode 100644
index 624bc47d49c..00000000000
--- a/sdk/python/feast/loaders/yaml.py
+++ /dev/null
@@ -1,77 +0,0 @@
-import yaml
-
-
-def yaml_loader(yml, load_single=False):
-    """
-    Loads one or more Feast resources from a YAML path or string. Multiple resources
-    can be divided by three hyphens '---'
-
-    Args:
-        yml: A path ending in .yaml or .yml, or a YAML string
-        load_single: Expect only a single YAML resource, fail otherwise
-
-    Returns:
-        Either a single YAML dictionary or a list of YAML dictionaries
-
-    """
-
-    yml_content = _get_yaml_contents(yml)
-    yaml_strings = yml_content.strip("---").split("---")
-
-    # Return a single resource dict
-    if load_single:
-        if len(yaml_strings) > 1:
-            raise Exception(
-                f"More than one YAML file is being loaded when only a single file is supported: ${yaml_strings}"
-            )
-        return _yaml_to_dict(yaml_strings[0])
-
-    # Return a list of resource dicts
-    resources = []
-    for yaml_string in yaml_strings:
-        resources.append(_yaml_to_dict(yaml_string))
-    return resources
-
-
-def _get_yaml_contents(yml: str) -> str:
-    """
-    Returns the YAML contents from an object. If a path ending with .yaml or
-    .yml is passed, it will be read for its contents. If a string containing
-    YAML is passed, that will be returned.
-
-    Args:
-        yml: Path of YAML file or string containing YAML
-
-    Returns:
-        String object containing YAML
-    """
-    if (
-        isinstance(yml, str)
-        and yml.count("\n") == 0
-        and (".yaml" in yml.lower() or ".yml" in yml.lower())
-    ):
-        with open(yml, "r") as f:
-            yml_content = f.read()
-
-    elif isinstance(yml, str):
-        yml_content = yml
-    else:
-        raise Exception(
-            f"Invalid YAML provided. Please provide either a file path or YAML string.\n"
-            f"Provided YAML: {yml}"
-        )
-    return yml_content
-
-
-def _yaml_to_dict(yaml_string):
-    """
-    Converts a yaml string to dictionary
-
-    Args:
-        yaml_string: String containing YAML
-
-    Returns:
-        Dictionary containing the same object
-    """
-
-    return yaml.safe_load(yaml_string)
diff --git a/sdk/python/feast/metrics.py b/sdk/python/feast/metrics.py
index 7786af6f2f5..694f25a687e 100644
--- a/sdk/python/feast/metrics.py
+++ b/sdk/python/feast/metrics.py
@@ -198,6 +198,11 @@ def build_metrics_flags(metrics_config: Optional[object] = None) -> _MetricsFlag
     "Number of entity rows per online feature request",
     buckets=(1, 5, 10, 25, 50, 100, 250, 500, 1000),
 )
+online_features_status_total = Counter(
+    "feast_online_features_status_total",
+    "Count of individual feature values by retrieval status per feature view",
+    ["feature_view", "status"],
+)
 
 # ---------------------------------------------------------------------------
 # Push / write metrics
@@ -334,6 +339,22 @@ def track_online_store_read(duration_seconds: float):
     online_store_read_duration_seconds.observe(duration_seconds)
 
 
+def track_feature_statuses(
+    feature_view_name: str, present_count: int, not_found_count: int
+):
+    """Record the number of PRESENT vs NOT_FOUND feature values for a feature view."""
+    if not _config.online_features:
+        return
+    if present_count > 0:
+        online_features_status_total.labels(
+            feature_view=feature_view_name, status="present"
+        ).inc(present_count)
+    if not_found_count > 0:
+        online_features_status_total.labels(
+            feature_view=feature_view_name, status="not_found"
+        ).inc(not_found_count)
+
+
 def track_transformation(odfv_name: str, mode: str, duration_seconds: float):
     """Record the duration of an on-demand feature view read-path transformation."""
     if not _config.online_features:
@@ -378,8 +399,10 @@ def update_feature_freshness(
     """
     try:
         feature_views = store.list_feature_views(allow_cache=True)
+        stream_feature_views = store.list_stream_feature_views(allow_cache=True)
+        all_views = feature_views + stream_feature_views
         now = datetime.now(tz=timezone.utc)
-        for fv in feature_views:
+        for fv in all_views:
             end_time = fv.most_recent_end_time
             if end_time is not None:
                 if end_time.tzinfo is None:
diff --git a/sdk/python/feast/mlflow.py b/sdk/python/feast/mlflow.py
new file mode 100644
index 00000000000..f6cc359ea8b
--- /dev/null
+++ b/sdk/python/feast/mlflow.py
@@ -0,0 +1,139 @@
+"""
+``feast.mlflow`` — drop-in replacement for ``import mlflow`` with Feast superpowers.
+
+Any function or attribute available on the ``mlflow`` module can be accessed
+via ``feast.mlflow.*``.  A subset of calls are **Feast-enhanced** with
+automatic tagging, lineage tracking, and feature resolution:
+
+- ``start_run()`` — auto-tags runs with ``feast.project``
+- ``log_model()`` — auto-saves ``feast_features.json``
+- ``register_model()`` — auto-tags model versions with ``feast.feature_service``
+- ``load_model()`` — auto-links prediction runs to training runs
+- ``resolve_features()`` — Feast-only: model URI → feature service name
+- ``get_training_entity_df()`` — Feast-only: recover training entity data
+
+All other calls (``log_params``, ``log_metrics``, ``set_tag``,
+``log_artifact``, ``MlflowClient``, etc.) pass through to the raw
+``mlflow`` module unchanged.
+
+**Store resolution order** (first match wins):
+
+1. Explicit ``feast.mlflow.init(store)`` call
+2. Most recently created ``FeatureStore`` (auto-registered)
+3. ``FeatureStore(".")`` from the current working directory
+"""
+
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING, Any, Optional
+
+if TYPE_CHECKING:
+    from feast import FeatureStore
+
+_logger = logging.getLogger(__name__)
+
+_MISSING = object()
+
+_client: Optional[Any] = None
+_registered_store: Optional["FeatureStore"] = None
+
+
+def _register_store(store: "FeatureStore") -> None:
+    """Called by ``FeatureStore.__init__`` to auto-register itself.
+
+    This is an internal API — end users should call :func:`init` instead.
+    """
+    global _registered_store
+    _registered_store = store
+
+
+def _build_client() -> Any:
+    """Create a ``FeastMlflowClient`` using the best available store."""
+    from feast.mlflow_integration.client import FeastMlflowClient
+
+    store = _registered_store
+    if store is None:
+        try:
+            from feast import FeatureStore
+
+            store = FeatureStore(".")
+        except Exception as exc:
+            raise RuntimeError(
+                "feast.mlflow could not auto-discover a FeatureStore. "
+                "Either call feast.mlflow.init(store), create a FeatureStore "
+                "before using feast.mlflow, or ensure feature_store.yaml "
+                "exists in the current directory."
+            ) from exc
+
+    mlflow_cfg = getattr(store.config, "mlflow", None)
+    if mlflow_cfg is None or not mlflow_cfg.enabled:
+        raise RuntimeError(
+            "MLflow integration is not enabled. "
+            "Set mlflow.enabled=true in feature_store.yaml, or call "
+            "feast.mlflow.init(store) with a store whose config has "
+            "mlflow.enabled=true."
+        )
+
+    try:
+        return FeastMlflowClient(store)
+    except ImportError:
+        raise ImportError(
+            "mlflow package is not installed. "
+            "Install it with: pip install feast[mlflow]"
+        )
+
+
+def _ensure_client() -> Any:
+    """Return the cached client, creating it on first call."""
+    global _client
+    if _client is None:
+        _client = _build_client()
+    return _client
+
+
+def init(store: "FeatureStore") -> None:
+    """Bind ``feast.mlflow`` to a specific :class:`~feast.FeatureStore`.
+
+    Call this once at the start of a notebook or script.  All subsequent
+    ``feast.mlflow.*`` calls will use this store's MLflow configuration.
+
+    This is **optional** — if you skip it, ``feast.mlflow`` will use the
+    most recently created ``FeatureStore`` automatically.
+    """
+    global _client, _registered_store
+    _client = None
+    _registered_store = store
+
+
+def get_active_run_id() -> Optional[str]:
+    """Return the active MLflow run ID, or ``None``."""
+    return _ensure_client().active_run_id
+
+
+def __getattr__(name: str) -> Any:
+    """Open delegation: Feast-enhanced client first, raw mlflow fallback.
+
+    Lookup order for ``feast.mlflow.<name>``:
+
+    1. If ``FeastMlflowClient`` has a public attribute *name*, return it.
+       This gives Feast-enhanced versions of ``start_run``, ``log_model``,
+       ``register_model``, ``load_model``, etc.
+    2. Otherwise, fall back to the raw ``mlflow`` module.  This makes
+       ``feast.mlflow.log_params``, ``feast.mlflow.set_tag``,
+       ``feast.mlflow.MlflowClient``, etc. work without any wrappers.
+    """
+    if name.startswith("_"):
+        raise AttributeError(f"module 'feast.mlflow' has no attribute {name!r}")
+
+    client = _ensure_client()
+
+    client_attr = getattr(client, name, _MISSING)
+    if client_attr is not _MISSING:
+        return client_attr
+
+    mlflow_attr = getattr(client._mlflow, name, _MISSING)
+    if mlflow_attr is not _MISSING:
+        return mlflow_attr
+
+    raise AttributeError(f"module 'feast.mlflow' has no attribute {name!r}")
diff --git a/sdk/python/feast/mlflow_integration/__init__.py b/sdk/python/feast/mlflow_integration/__init__.py
new file mode 100644
index 00000000000..400b42ee9ba
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/__init__.py
@@ -0,0 +1,39 @@
+"""
+MLflow integration for Feast Feature Store.
+
+This module provides seamless integration between Feast and MLflow. When enabled
+in feature_store.yaml, feature metadata is logged to MLflow
+during get_historical_features and get_online_features calls.
+
+Usage:
+    Configure MLflow in your feature_store.yaml:
+
+        project: my_project
+        # ... other config ...
+
+        mlflow:
+            enabled: true
+            tracking_uri: https://mlflow.example.com  # or set MLFLOW_TRACKING_URI
+            auto_log: true
+
+    When ``tracking_uri`` is omitted, the ``MLFLOW_TRACKING_URI`` environment
+    variable is used. If neither is set, MLflow falls back to its own default.
+
+    All functionality is accessed through ``store.mlflow``:
+
+    - ``store.mlflow.start_run()`` — start an MLflow run pre-tagged with Feast metadata
+    - ``store.mlflow.log_model()`` — log a model with ``feast_features.json``
+    - ``store.mlflow.resolve_features()`` — map an MLflow model to its feature service
+    - ``store.mlflow.get_training_entity_df()`` — reproduce training by pulling entity
+      data from a previous MLflow run's artifacts
+"""
+
+from feast.mlflow_integration.config import MlflowConfig
+from feast.mlflow_integration.entity_df_builder import FeastMlflowEntityDfError
+from feast.mlflow_integration.model_resolver import FeastMlflowModelResolutionError
+
+__all__ = [
+    "MlflowConfig",
+    "FeastMlflowModelResolutionError",
+    "FeastMlflowEntityDfError",
+]
diff --git a/sdk/python/feast/mlflow_integration/client.py b/sdk/python/feast/mlflow_integration/client.py
new file mode 100644
index 00000000000..bb64fe44dd3
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/client.py
@@ -0,0 +1,313 @@
+from __future__ import annotations
+
+import json
+import logging
+import os
+import re
+import tempfile
+from typing import TYPE_CHECKING, Any, Dict, List, Optional
+
+if TYPE_CHECKING:
+    import pandas as pd
+
+    from feast import FeatureStore
+
+_logger = logging.getLogger(__name__)
+
+_FLAVOR_MAP = {
+    "sklearn": "sklearn",
+    "pytorch": "pytorch",
+    "xgboost": "xgboost",
+    "lightgbm": "lightgbm",
+    "tensorflow": "tensorflow",
+    "keras": "keras",
+    "pyfunc": "pyfunc",
+}
+
+
+class FeastMlflowClient:
+    """Single integration client for all Feast–MLflow functionality.
+
+    Composes :class:`FeastMlflowLogger`, :class:`FeastMlflowEntityDfBuilder`,
+    and :class:`FeastMlflowModelResolver` so that there is exactly **one**
+    ``mlflow`` import and **one** ``MlflowClient`` instance.
+
+    Access via ``store.mlflow`` or ``feast.mlflow``::
+
+        store = FeatureStore(".")
+
+        with store.mlflow.start_run(run_name="training"):
+            df = store.get_historical_features(...).to_df()
+            model = train(df)
+            store.mlflow.log_model(model, "model")
+    """
+
+    def __init__(self, store: "FeatureStore"):
+        import mlflow as _mlflow_mod
+
+        self._mlflow = _mlflow_mod
+        self._store = store
+        self._tracking_uri = store.config.mlflow.get_tracking_uri()
+        self._client = _mlflow_mod.MlflowClient(tracking_uri=self._tracking_uri)
+        self._default_experiment = store.config.project
+
+        from feast.mlflow_integration.entity_df_builder import (
+            FeastMlflowEntityDfBuilder,
+        )
+        from feast.mlflow_integration.logger import FeastMlflowLogger
+        from feast.mlflow_integration.model_resolver import FeastMlflowModelResolver
+
+        self._logger_impl = FeastMlflowLogger(store, _mlflow_mod, self._client)
+        self._entity_df_builder = FeastMlflowEntityDfBuilder(
+            store, _mlflow_mod, self._client
+        )
+        self._model_resolver = FeastMlflowModelResolver(
+            store, _mlflow_mod, self._client
+        )
+
+    @property
+    def client(self):
+        """The underlying ``MlflowClient`` instance."""
+        return self._client
+
+    @property
+    def mlflow(self):
+        """Escape hatch: access the raw ``mlflow`` module."""
+        return self._mlflow
+
+    @property
+    def active_run_id(self) -> Optional[str]:
+        """Return the active MLflow run ID, or ``None``."""
+        run = self._mlflow.active_run()
+        return run.info.run_id if run else None
+
+    # ------------------------------------------------------------------
+    # Run management
+    # ------------------------------------------------------------------
+
+    def start_run(
+        self,
+        run_name: Optional[str] = None,
+        tags: Optional[Dict[str, str]] = None,
+        **kwargs: Any,
+    ):
+        """Context manager that starts an MLflow run pre-tagged with Feast metadata.
+
+        Sets the default Feast experiment only when a run is actually started,
+        avoiding global side effects during ``FeatureStore.__init__``.  If the
+        caller already set an experiment (via ``kwargs["experiment_id"]`` or a
+        prior ``mlflow.set_experiment``), that choice is respected.
+        """
+        if self._tracking_uri:
+            self._mlflow.set_tracking_uri(self._tracking_uri)
+        if "experiment_id" not in kwargs:
+            self._mlflow.set_experiment(self._default_experiment)
+
+        merged_tags = {"feast.project": self._store.project}
+        if tags:
+            merged_tags.update(tags)
+        return self._mlflow.start_run(run_name=run_name, tags=merged_tags, **kwargs)
+
+    # ------------------------------------------------------------------
+    # Model lifecycle
+    # ------------------------------------------------------------------
+
+    def log_model(
+        self,
+        model: Any,
+        artifact_path: str,
+        flavor: str = "sklearn",
+        **kwargs: Any,
+    ):
+        """Log a model and auto-attach ``feast_features.json``."""
+        flavor_name = _FLAVOR_MAP.get(flavor, "pyfunc")
+        flavor_mod = getattr(self._mlflow, flavor_name, self._mlflow.pyfunc)
+        flavor_mod.log_model(model, artifact_path, **kwargs)
+        self._log_required_features()
+
+    def _log_required_features(self) -> None:
+        try:
+            run = self._mlflow.active_run()
+            if run is None:
+                return
+            tags = self._client.get_run(run.info.run_id).data.tags
+            refs_str = tags.get("feast.feature_refs")
+            if not refs_str:
+                return
+            features = [r for r in refs_str.split(",") if r]
+            if not features:
+                return
+
+            with tempfile.TemporaryDirectory() as tmp_dir:
+                path = os.path.join(tmp_dir, "feast_features.json")
+                with open(path, "w") as f:
+                    json.dump(features, f)
+                self._client.log_artifact(run.info.run_id, path, artifact_path="")
+        except Exception as e:
+            _logger.debug("Failed to log feast_features.json: %s", e)
+
+    def register_model(self, model_uri: str, name: str):
+        """Register a model and auto-tag the version with ``feast.feature_service``."""
+        result = self._mlflow.register_model(model_uri, name)
+
+        try:
+            if result.run_id:
+                run = self._client.get_run(result.run_id)
+                fs_name = run.data.tags.get("feast.feature_service")
+                if fs_name:
+                    self._client.set_model_version_tag(
+                        name, result.version, "feast.feature_service", fs_name
+                    )
+        except Exception as e:
+            _logger.debug("Failed to auto-tag model version: %s", e)
+
+        return result
+
+    def load_model(self, model_uri: str, **kwargs: Any):
+        """Load a model and auto-tag the active prediction run with training lineage."""
+        model = self._mlflow.pyfunc.load_model(model_uri, **kwargs)
+
+        try:
+            active = self._mlflow.active_run()
+            if active is None:
+                return model
+
+            run_id = active.info.run_id
+            parsed = _parse_model_uri(model_uri)
+            if parsed is None:
+                return model
+
+            model_name, version_or_alias = parsed
+            try:
+                if version_or_alias.isdigit():
+                    mv = self._client.get_model_version(model_name, version_or_alias)
+                else:
+                    mv = self._client.get_model_version_by_alias(
+                        model_name, version_or_alias
+                    )
+            except Exception:
+                return model
+
+            self._client.set_tag(run_id, "feast.model_name", model_name)
+            self._client.set_tag(run_id, "feast.model_version", str(mv.version))
+
+            if mv.run_id:
+                self._client.set_tag(run_id, "feast.training_run_id", mv.run_id)
+                try:
+                    training_run = self._client.get_run(mv.run_id)
+                    fs_name = training_run.data.tags.get("feast.feature_service")
+                    if fs_name:
+                        self._client.set_tag(run_id, "feast.feature_service", fs_name)
+                except Exception:
+                    pass
+
+        except Exception as e:
+            _logger.debug("Failed to tag prediction run with training lineage: %s", e)
+
+        return model
+
+    # ------------------------------------------------------------------
+    # Delegated to logger
+    # ------------------------------------------------------------------
+
+    def log_feature_retrieval(
+        self,
+        feature_refs: List[str],
+        entity_count: int,
+        duration_seconds: float,
+        retrieval_type: str = "historical",
+        feature_service: Optional[Any] = None,
+        feature_service_name: Optional[str] = None,
+    ) -> bool:
+        """Log feature retrieval metadata to the active MLflow run."""
+        return self._logger_impl.log_feature_retrieval(
+            feature_refs=feature_refs,
+            entity_count=entity_count,
+            duration_seconds=duration_seconds,
+            retrieval_type=retrieval_type,
+            feature_service=feature_service,
+            feature_service_name=feature_service_name,
+        )
+
+    def log_training_dataset(
+        self,
+        df: "pd.DataFrame",
+        dataset_name: str = "feast_training_data",
+        source: Optional[str] = None,
+    ) -> bool:
+        """Log a training DataFrame as an MLflow dataset input."""
+        return self._logger_impl.log_training_dataset(
+            df=df, dataset_name=dataset_name, source=source
+        )
+
+    def log_apply(
+        self,
+        changed_objects: List[Any],
+        transition_types: Optional[Dict[str, str]] = None,
+    ) -> bool:
+        """Log a feast apply operation to MLflow."""
+        return self._logger_impl.log_apply(
+            changed_objects=changed_objects,
+            transition_types=transition_types,
+        )
+
+    def log_materialize(
+        self,
+        feature_view_names: List[str],
+        start_date: Any,
+        end_date: Any,
+        duration_seconds: float,
+        incremental: bool = False,
+    ) -> bool:
+        """Log a feast materialize operation to MLflow."""
+        return self._logger_impl.log_materialize(
+            feature_view_names=feature_view_names,
+            start_date=start_date,
+            end_date=end_date,
+            duration_seconds=duration_seconds,
+            incremental=incremental,
+        )
+
+    def log_entity_df_metadata(
+        self, entity_df: Any, start_date: Any = None, end_date: Any = None
+    ) -> None:
+        """Log lightweight entity_df metadata to MLflow."""
+        self._logger_impl.log_entity_df_metadata(entity_df, start_date, end_date)
+
+    def log_entity_df_artifact(self, entity_df: Any) -> None:
+        """Upload entity DataFrame as a parquet artifact to MLflow."""
+        self._logger_impl.log_entity_df_artifact(entity_df)
+
+    # ------------------------------------------------------------------
+    # Delegated to model resolver
+    # ------------------------------------------------------------------
+
+    def resolve_features(self, model_uri: str) -> str:
+        """Resolve which Feast feature service a registered model needs."""
+        return self._model_resolver.resolve(model_uri)
+
+    # ------------------------------------------------------------------
+    # Delegated to entity df builder
+    # ------------------------------------------------------------------
+
+    def get_training_entity_df(
+        self,
+        run_id: str,
+        timestamp_column: str = "event_timestamp",
+        max_rows: Optional[int] = None,
+    ) -> "pd.DataFrame":
+        """Pull the entity DataFrame from a past MLflow run."""
+        return self._entity_df_builder.get_entity_df(
+            run_id=run_id,
+            timestamp_column=timestamp_column,
+            max_rows=max_rows,
+        )
+
+
+def _parse_model_uri(model_uri: str) -> Optional[tuple]:
+    """Parse ``models:/<name>/<version_or_alias>`` into a tuple."""
+    pattern = r"^models:/([^/]+)/(.+)$"
+    match = re.match(pattern, model_uri)
+    if match:
+        return match.group(1), match.group(2)
+    return None
diff --git a/sdk/python/feast/mlflow_integration/config.py b/sdk/python/feast/mlflow_integration/config.py
new file mode 100644
index 00000000000..db1d18eb080
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/config.py
@@ -0,0 +1,65 @@
+import os
+from typing import Optional
+
+from pydantic import StrictBool, StrictInt, StrictStr
+
+from feast.repo_config import FeastBaseModel
+
+MLFLOW_TAG_MAX_LENGTH = 5000
+MLFLOW_TAG_TRUNCATION_LIMIT = MLFLOW_TAG_MAX_LENGTH - 10
+MLFLOW_TAG_TRUNCATION_SLICE = MLFLOW_TAG_MAX_LENGTH - 13
+
+MLFLOW_PARAM_MAX_LENGTH = 500
+MLFLOW_PARAM_TRUNCATION_LIMIT = MLFLOW_PARAM_MAX_LENGTH - 10
+MLFLOW_PARAM_TRUNCATION_SLICE = MLFLOW_PARAM_MAX_LENGTH - 13
+
+DEFAULT_ENTITY_DF_MAX_ROWS = 100_000
+
+
+def resolve_tracking_uri(configured_uri: Optional[str] = None) -> Optional[str]:
+    """Return the effective MLflow tracking URI.
+
+    Priority:
+      1. Explicitly configured URI from feature_store.yaml
+      2. MLFLOW_TRACKING_URI environment variable (MLflow's native convention)
+      3. None — let MLflow fall back to its own defaults (local ./mlruns)
+    """
+    if configured_uri:
+        return configured_uri
+    return os.environ.get("MLFLOW_TRACKING_URI")
+
+
+class MlflowConfig(FeastBaseModel):
+    enabled: StrictBool = False
+    """ bool: Whether MLflow integration is enabled. Defaults to False. """
+
+    tracking_uri: Optional[StrictStr] = None
+    """ str: MLflow tracking URI. When not set, the MLFLOW_TRACKING_URI
+        environment variable is used. If neither is set, MLflow falls back
+        to its own default (local ./mlruns directory). """
+
+    auto_log: StrictBool = True
+    """ bool: Automatically log feature retrieval metadata to the active
+        MLflow run when get_historical_features or get_online_features is
+        called. Defaults to True. """
+
+    auto_log_entity_df: StrictBool = False
+    """ bool: When True, the input entity_df (or SQL query) is recorded in
+        the MLflow run. Defaults to False. """
+
+    entity_df_max_rows: StrictInt = DEFAULT_ENTITY_DF_MAX_ROWS
+    """ int: Maximum number of entity DataFrame rows to save as an MLflow
+        artifact. DataFrames exceeding this limit are skipped to avoid
+        OOM and slow uploads. Defaults to 100000. """
+
+    log_operations: StrictBool = False
+    """ bool: Log feast apply and materialize operations to a separate
+        MLflow experiment. Opt-in to avoid noise. Defaults to False. """
+
+    ops_experiment_suffix: StrictStr = "-feast-ops"
+    """ str: Suffix appended to the project name to form the MLflow
+        experiment name for operation logs. Defaults to '-feast-ops'. """
+
+    def get_tracking_uri(self) -> Optional[str]:
+        """Resolve the effective tracking URI for this config instance."""
+        return resolve_tracking_uri(self.tracking_uri)
diff --git a/sdk/python/feast/mlflow_integration/entity_df_builder.py b/sdk/python/feast/mlflow_integration/entity_df_builder.py
new file mode 100644
index 00000000000..9aa0c8ba528
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/entity_df_builder.py
@@ -0,0 +1,116 @@
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING, Any, Optional
+
+import pandas as pd
+
+if TYPE_CHECKING:
+    from feast import FeatureStore
+
+_logger = logging.getLogger(__name__)
+
+
+class FeastMlflowEntityDfError(Exception):
+    """Raised when an entity DataFrame cannot be built from an MLflow run."""
+
+    pass
+
+
+class FeastMlflowEntityDfBuilder:
+    """Reconstructs entity DataFrames from MLflow run artifacts.
+
+    Instantiated once inside :class:`FeastMlflowClient` and reuses its
+    ``MlflowClient`` — no separate ``import mlflow`` needed.
+    """
+
+    def __init__(self, store: "FeatureStore", mlflow_mod: Any, client: Any):
+        self._store = store
+        self._mlflow = mlflow_mod
+        self._client = client
+
+    def get_entity_df(
+        self,
+        run_id: str,
+        timestamp_column: str = "event_timestamp",
+        max_rows: Optional[int] = None,
+    ) -> pd.DataFrame:
+        """Build an entity DataFrame from an MLflow run's artifacts.
+
+        Convention: the run should have an artifact named ``entity_df.parquet``
+        (or ``entity_df.csv``), saved automatically when
+        ``auto_log_entity_df: true`` is set in ``feature_store.yaml``.
+
+        Args:
+            run_id: The MLflow run ID.
+            timestamp_column: Expected name of the timestamp column in the
+                entity DataFrame.
+            max_rows: Optional limit on number of rows to load.
+
+        Returns:
+            A ``pd.DataFrame`` suitable for passing to
+            ``store.get_historical_features(entity_df=...)``.
+
+        Raises:
+            FeastMlflowEntityDfError: If run not found or no entity data
+                is available on the run.
+        """
+        from mlflow.exceptions import MlflowException
+
+        try:
+            self._client.get_run(run_id)
+        except MlflowException as e:
+            raise FeastMlflowEntityDfError(f"Run '{run_id}' not found: {e}")
+
+        df = self._try_artifact(run_id, "entity_df.parquet", "parquet")
+        if df is not None:
+            if max_rows is not None:
+                df = df.head(max_rows)
+            self._validate_timestamp_col(df, timestamp_column)
+            return df
+
+        df = self._try_artifact(run_id, "entity_df.csv", "csv")
+        if df is not None:
+            if max_rows is not None:
+                df = df.head(max_rows)
+            self._validate_timestamp_col(df, timestamp_column)
+            return df
+
+        raise FeastMlflowEntityDfError(
+            f"No entity data found for run '{run_id}'. "
+            f"Expected artifact 'entity_df.parquet' or 'entity_df.csv'. "
+            f"Ensure auto_log_entity_df is enabled in feature_store.yaml."
+        )
+
+    def _try_artifact(
+        self, run_id: str, artifact_name: str, fmt: str
+    ) -> Optional[pd.DataFrame]:
+        try:
+            local_path = self._client.download_artifacts(run_id, artifact_name)
+            if fmt == "parquet":
+                return pd.read_parquet(local_path)
+            if fmt == "csv":
+                return pd.read_csv(local_path)
+            _logger.warning(
+                "Unsupported entity DataFrame format '%s' for artifact '%s'. "
+                "Only 'parquet' and 'csv' are supported.",
+                fmt,
+                artifact_name,
+            )
+            return None
+        except Exception as e:
+            _logger.debug(
+                "Artifact '%s' not found for run '%s': %s",
+                artifact_name,
+                run_id,
+                e,
+            )
+            return None
+
+    @staticmethod
+    def _validate_timestamp_col(df: pd.DataFrame, col: str) -> None:
+        if col not in df.columns:
+            raise FeastMlflowEntityDfError(
+                f"Entity DataFrame missing required timestamp column '{col}'. "
+                f"Available columns: {list(df.columns)}"
+            )
diff --git a/sdk/python/feast/mlflow_integration/logger.py b/sdk/python/feast/mlflow_integration/logger.py
new file mode 100644
index 00000000000..e538f97c7db
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/logger.py
@@ -0,0 +1,375 @@
+from __future__ import annotations
+
+import logging
+import time
+from datetime import datetime
+from typing import TYPE_CHECKING, Any, Dict, List, Optional
+
+import pandas as pd
+
+from feast.mlflow_integration.config import (
+    MLFLOW_TAG_TRUNCATION_LIMIT,
+    MLFLOW_TAG_TRUNCATION_SLICE,
+)
+
+if TYPE_CHECKING:
+    from feast import FeatureStore
+    from feast.feature_service import FeatureService
+
+_logger = logging.getLogger(__name__)
+
+_WARNING_INTERVAL_SECONDS = 300
+
+
+class FeastMlflowLogger:
+    """Handles all MLflow logging for Feast feature retrieval and operations.
+
+    Instantiated once inside :class:`FeastMlflowClient` and reuses its
+    ``mlflow`` module reference and ``MlflowClient`` — no duplicate
+    ``import mlflow`` or client construction.
+    """
+
+    def __init__(self, store: "FeatureStore", mlflow_mod: Any, client: Any):
+        self._store = store
+        self._mlflow = mlflow_mod
+        self._client = client
+        self._tracking_uri = store.config.mlflow.get_tracking_uri()
+        self._consecutive_failures = 0
+        self._last_warning_time = 0.0
+
+    def _truncate_for_tag(self, value: str) -> str:
+        if len(value) > MLFLOW_TAG_TRUNCATION_LIMIT:
+            return value[:MLFLOW_TAG_TRUNCATION_SLICE] + "..."
+        return value
+
+    def _report_failure(self, msg: str, exc: Exception) -> None:
+        self._consecutive_failures += 1
+        now = time.monotonic()
+        if (
+            self._consecutive_failures == 1
+            or (now - self._last_warning_time) >= _WARNING_INTERVAL_SECONDS
+        ):
+            _logger.warning(
+                "%s (failures=%d): %s", msg, self._consecutive_failures, exc
+            )
+            self._last_warning_time = now
+        else:
+            _logger.debug("%s (failures=%d): %s", msg, self._consecutive_failures, exc)
+
+    def _report_success(self) -> None:
+        self._consecutive_failures = 0
+
+    def log_feature_retrieval(
+        self,
+        feature_refs: List[str],
+        entity_count: int,
+        duration_seconds: float,
+        retrieval_type: str = "historical",
+        feature_service: Optional["FeatureService"] = None,
+        feature_service_name: Optional[str] = None,
+    ) -> bool:
+        """Log feature retrieval metadata to the active MLflow run."""
+        active_run = self._mlflow.active_run()
+        if active_run is None:
+            return False
+
+        try:
+            run_id = active_run.info.run_id
+
+            if self._store.project:
+                self._client.set_tag(run_id, "feast.project", self._store.project)
+            self._client.set_tag(run_id, "feast.retrieval_type", retrieval_type)
+
+            fs_name = None
+            if feature_service is not None:
+                fs_name = feature_service.name
+            elif feature_service_name is not None:
+                fs_name = feature_service_name
+            if fs_name:
+                self._client.set_tag(run_id, "feast.feature_service", fs_name)
+
+            fv_names = sorted({ref.split(":")[0] for ref in feature_refs if ":" in ref})
+            if fv_names:
+                fv_str = self._truncate_for_tag(",".join(fv_names))
+                self._client.set_tag(run_id, "feast.feature_views", fv_str)
+
+            refs_str = self._truncate_for_tag(",".join(feature_refs))
+            self._client.set_tag(run_id, "feast.feature_refs", refs_str)
+            self._client.set_tag(run_id, "feast.entity_count", str(entity_count))
+            self._client.set_tag(run_id, "feast.feature_count", str(len(feature_refs)))
+
+            self._client.log_metric(
+                run_id, "feast.job_submission_sec", round(duration_seconds, 4)
+            )
+
+            self._report_success()
+            return True
+        except Exception as e:
+            self._report_failure("Failed to log feature retrieval to MLflow", e)
+            return False
+
+    def log_training_dataset(
+        self,
+        df: pd.DataFrame,
+        dataset_name: str = "feast_training_data",
+        source: Optional[str] = None,
+    ) -> bool:
+        """Log a training DataFrame as an MLflow dataset input on the active run."""
+        active_run = self._mlflow.active_run()
+        if active_run is None:
+            return False
+
+        try:
+            dataset = self._mlflow.data.from_pandas(
+                df,
+                name=dataset_name,
+                source=source or "feast.get_historical_features",
+            )
+            self._mlflow.log_input(dataset, context="training")
+            return True
+        except Exception as e:
+            self._report_failure("Failed to log training dataset to MLflow", e)
+            return False
+
+    def _get_or_create_experiment(self, experiment_name: str) -> str:
+        exp = self._client.get_experiment_by_name(experiment_name)
+        if exp is not None:
+            return exp.experiment_id
+        return self._client.create_experiment(experiment_name)
+
+    def log_apply(
+        self,
+        changed_objects: List[Any],
+        transition_types: Optional[Dict[str, str]] = None,
+    ) -> bool:
+        """Log a feast apply operation to a dedicated MLflow experiment."""
+        try:
+            from feast import Entity, FeatureService
+            from feast.feature_view import FeatureView
+
+            project = self._store.project
+            mlflow_cfg = self._store.config.mlflow
+            ops_suffix = mlflow_cfg.ops_experiment_suffix
+
+            experiment_name = f"{project}{ops_suffix}"
+            experiment_id = self._get_or_create_experiment(experiment_name)
+
+            fv_names: List[str] = []
+            fs_names: List[str] = []
+            entity_names: List[str] = []
+            for obj in changed_objects:
+                if isinstance(obj, FeatureView):
+                    fv_names.append(obj.name)
+                elif isinstance(obj, FeatureService):
+                    fs_names.append(obj.name)
+                elif isinstance(obj, Entity) and obj.name != "__dummy":
+                    entity_names.append(obj.name)
+
+            run = self._client.create_run(experiment_id, run_name=f"apply_{project}")
+            run_id = run.info.run_id
+            try:
+                self._client.set_tag(run_id, "feast.operation", "apply")
+                self._client.set_tag(run_id, "feast.project", project)
+                if fv_names:
+                    self._client.set_tag(
+                        run_id,
+                        "feast.feature_views_changed",
+                        self._truncate_for_tag(",".join(fv_names)),
+                    )
+                if fs_names:
+                    self._client.set_tag(
+                        run_id,
+                        "feast.feature_services_changed",
+                        self._truncate_for_tag(",".join(fs_names)),
+                    )
+                if entity_names:
+                    self._client.set_tag(
+                        run_id,
+                        "feast.entities_changed",
+                        self._truncate_for_tag(",".join(entity_names)),
+                    )
+                self._client.log_metric(
+                    run_id, "feast.apply.feature_views_count", len(fv_names)
+                )
+                self._client.log_metric(
+                    run_id, "feast.apply.feature_services_count", len(fs_names)
+                )
+                self._client.log_metric(
+                    run_id, "feast.apply.entities_count", len(entity_names)
+                )
+
+                if transition_types:
+                    self._log_transition_tags(
+                        run_id,
+                        transition_types,
+                        fv_names,
+                        fs_names,
+                        entity_names,
+                    )
+            finally:
+                self._client.set_terminated(run_id)
+
+            self._report_success()
+            return True
+        except Exception as e:
+            self._report_failure("Failed to log apply to MLflow", e)
+            return False
+
+    def _log_transition_tags(
+        self,
+        run_id: str,
+        transition_types: Dict[str, str],
+        fv_names: List[str],
+        fs_names: List[str],
+        entity_names: List[str],
+    ) -> None:
+        buckets: Dict[str, Dict[str, List[str]]] = {
+            "feature_views": {"created": [], "updated": [], "deleted": []},
+            "feature_services": {"created": [], "updated": [], "deleted": []},
+            "entities": {"created": [], "updated": [], "deleted": []},
+        }
+
+        for name in fv_names:
+            tt = transition_types.get(name, "").upper()
+            if tt in ("CREATE", "UPDATE", "DELETE"):
+                buckets["feature_views"][tt.lower() + "d"].append(name)
+
+        for name in fs_names:
+            tt = transition_types.get(name, "").upper()
+            if tt in ("CREATE", "UPDATE", "DELETE"):
+                buckets["feature_services"][tt.lower() + "d"].append(name)
+
+        for name in entity_names:
+            tt = transition_types.get(name, "").upper()
+            if tt in ("CREATE", "UPDATE", "DELETE"):
+                buckets["entities"][tt.lower() + "d"].append(name)
+
+        for obj_type, transitions in buckets.items():
+            for transition, names in transitions.items():
+                if names:
+                    self._client.set_tag(
+                        run_id,
+                        f"feast.{obj_type}_{transition}",
+                        self._truncate_for_tag(",".join(names)),
+                    )
+
+    def log_materialize(
+        self,
+        feature_view_names: List[str],
+        start_date: Optional[datetime],
+        end_date: datetime,
+        duration_seconds: float,
+        incremental: bool = False,
+    ) -> bool:
+        """Log a feast materialize operation to a dedicated MLflow experiment."""
+        try:
+            project = self._store.project
+            mlflow_cfg = self._store.config.mlflow
+            ops_suffix = mlflow_cfg.ops_experiment_suffix
+
+            experiment_name = f"{project}{ops_suffix}"
+            experiment_id = self._get_or_create_experiment(experiment_name)
+
+            op_type = "materialize_incremental" if incremental else "materialize"
+            run = self._client.create_run(
+                experiment_id, run_name=f"{op_type}_{project}"
+            )
+            run_id = run.info.run_id
+            try:
+                self._client.set_tag(run_id, "feast.operation", op_type)
+                self._client.set_tag(run_id, "feast.project", project)
+                self._client.set_tag(
+                    run_id,
+                    "feast.materialize.feature_views",
+                    self._truncate_for_tag(",".join(feature_view_names)),
+                )
+                if start_date:
+                    self._client.log_param(
+                        run_id,
+                        "feast.materialize.start_date",
+                        start_date.isoformat(),
+                    )
+                self._client.log_param(
+                    run_id,
+                    "feast.materialize.end_date",
+                    end_date.isoformat(),
+                )
+                self._client.log_metric(
+                    run_id,
+                    "feast.materialize.duration_sec",
+                    round(duration_seconds, 4),
+                )
+            finally:
+                self._client.set_terminated(run_id)
+
+            self._report_success()
+            return True
+        except Exception as e:
+            self._report_failure("Failed to log materialize to MLflow", e)
+            return False
+
+    def log_entity_df_metadata(
+        self, entity_df: Any, start_date: Any = None, end_date: Any = None
+    ) -> None:
+        """Log lightweight entity_df metadata to MLflow.
+
+        Uses ``set_tag`` (not ``log_param``) so the metadata can safely be
+        updated when ``get_historical_features`` is called multiple times
+        within the same MLflow run.
+        """
+        try:
+            if self._mlflow.active_run() is None:
+                return
+            run_id = self._mlflow.active_run().info.run_id
+
+            if isinstance(entity_df, str):
+                if len(entity_df) > MLFLOW_TAG_TRUNCATION_LIMIT:
+                    query = entity_df[:MLFLOW_TAG_TRUNCATION_SLICE] + "..."
+                else:
+                    query = entity_df
+                self._client.set_tag(run_id, "feast.entity_df_query", query)
+                self._client.set_tag(run_id, "feast.entity_df_type", "sql")
+
+            elif isinstance(entity_df, pd.DataFrame):
+                self._client.set_tag(run_id, "feast.entity_df_type", "dataframe")
+                self._client.set_tag(
+                    run_id, "feast.entity_df_rows", str(len(entity_df))
+                )
+                cols = ",".join(entity_df.columns)
+                if len(cols) > MLFLOW_TAG_TRUNCATION_LIMIT:
+                    cols = cols[:MLFLOW_TAG_TRUNCATION_SLICE] + "..."
+                self._client.set_tag(run_id, "feast.entity_df_columns", cols)
+
+            elif entity_df is None and (start_date or end_date):
+                self._client.set_tag(run_id, "feast.entity_df_type", "range")
+                if start_date:
+                    self._client.set_tag(run_id, "feast.start_date", str(start_date))
+                if end_date:
+                    self._client.set_tag(run_id, "feast.end_date", str(end_date))
+
+        except Exception as e:
+            _logger.debug("Failed to log entity_df metadata to MLflow: %s", e)
+
+    def log_entity_df_artifact(self, entity_df: Any) -> None:
+        """Upload entity DataFrame as a parquet artifact to MLflow."""
+        try:
+            import os
+            import tempfile
+
+            if self._mlflow.active_run() is None:
+                return
+            if not isinstance(entity_df, pd.DataFrame):
+                return
+
+            mlflow_cfg = self._store.config.mlflow
+            run_id = self._mlflow.active_run().info.run_id
+
+            max_rows = mlflow_cfg.entity_df_max_rows
+            if len(entity_df) <= max_rows:
+                with tempfile.TemporaryDirectory() as tmp_dir:
+                    path = os.path.join(tmp_dir, "entity_df.parquet")
+                    entity_df.to_parquet(path, index=False)
+                    self._client.log_artifact(run_id, path)
+
+        except Exception as e:
+            _logger.debug("Failed to log entity_df artifact to MLflow: %s", e)
diff --git a/sdk/python/feast/mlflow_integration/model_resolver.py b/sdk/python/feast/mlflow_integration/model_resolver.py
new file mode 100644
index 00000000000..b2d94dccbee
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/model_resolver.py
@@ -0,0 +1,138 @@
+from __future__ import annotations
+
+import json
+import logging
+import re
+from typing import TYPE_CHECKING, Any, Optional
+
+if TYPE_CHECKING:
+    from feast import FeatureStore
+
+_logger = logging.getLogger(__name__)
+
+
+class FeastMlflowModelResolutionError(Exception):
+    """Raised when a model URI cannot be resolved to a feature service."""
+
+    pass
+
+
+class FeastMlflowModelResolver:
+    """Resolves MLflow model URIs to Feast feature service names.
+
+    Instantiated once inside :class:`FeastMlflowClient` and reuses its
+    ``MlflowClient`` — no separate ``import mlflow`` needed.
+    """
+
+    def __init__(self, store: "FeatureStore", mlflow_mod: Any, client: Any):
+        self._store = store
+        self._mlflow = mlflow_mod
+        self._client = client
+
+    def resolve(self, model_uri: str) -> str:
+        """Resolve the Feast feature service name for a given MLflow model URI.
+
+        Resolution order:
+          1. Model version tag ``feast.feature_service`` (explicit override).
+          2. Training run tag ``feast.feature_service`` (set by auto-log).
+
+        Args:
+            model_uri: MLflow model URI in the form
+                ``models:/<name>/<version_or_alias>``.
+
+        Raises:
+            FeastMlflowModelResolutionError: If URI is invalid, resolution
+                fails, or validation against the store fails.
+        """
+        from mlflow.exceptions import MlflowException
+
+        pattern = r"^models:/([^/]+)/(.+)$"
+        match = re.match(pattern, model_uri)
+        if not match:
+            raise FeastMlflowModelResolutionError(
+                f"Invalid model_uri format: '{model_uri}'. "
+                f"Expected 'models:/<model_name>/<version_or_alias>'."
+            )
+
+        model_name, version_or_alias = match.group(1), match.group(2)
+
+        try:
+            if version_or_alias.isdigit():
+                mv = self._client.get_model_version(model_name, version_or_alias)
+            else:
+                mv = self._client.get_model_version_by_alias(
+                    model_name, version_or_alias
+                )
+        except MlflowException as e:
+            raise FeastMlflowModelResolutionError(
+                f"Could not resolve model '{model_uri}': {e}"
+            )
+
+        tags = mv.tags or {}
+        if "feast.feature_service" in tags:
+            fs_name = tags["feast.feature_service"]
+        else:
+            fs_name = self._resolve_from_run_tags(mv)
+            if fs_name is None:
+                raise FeastMlflowModelResolutionError(
+                    f"Could not determine feature service for model '{model_uri}'. "
+                    f"No 'feast.feature_service' tag found on the model version or "
+                    f"its training run. Set the tag explicitly on the model version "
+                    f"or ensure auto_log was enabled during training."
+                )
+
+        self._validate_feature_service(fs_name, mv)
+        return fs_name
+
+    def _resolve_from_run_tags(self, model_version: Any) -> Optional[str]:
+        try:
+            run = self._client.get_run(model_version.run_id)
+            return run.data.tags.get("feast.feature_service")
+        except Exception as e:
+            _logger.debug("Could not read run tags for model version: %s", e)
+            return None
+
+    def _validate_feature_service(self, fs_name: str, model_version: Any) -> None:
+        try:
+            fs = self._store.get_feature_service(fs_name)
+        except Exception:
+            raise FeastMlflowModelResolutionError(
+                f"Feature service '{fs_name}' not found in the Feast registry."
+            )
+
+        if not self._has_artifact(model_version.run_id, "feast_features.json"):
+            return
+
+        try:
+            local_path = self._client.download_artifacts(
+                model_version.run_id, "feast_features.json"
+            )
+            with open(local_path) as f:
+                expected_features = json.load(f)
+
+            actual_features = []
+            for proj in fs.feature_view_projections:
+                for feat in proj.features:
+                    actual_features.append(f"{proj.name_to_use()}:{feat.name}")
+
+            expected_set = set(expected_features)
+            actual_set = set(actual_features)
+
+            if expected_set != actual_set:
+                missing = expected_set - actual_set
+                extra = actual_set - expected_set
+                raise FeastMlflowModelResolutionError(
+                    f"Feature mismatch for service '{fs_name}'. "
+                    f"Missing: {missing}, Extra: {extra}"
+                )
+        except FeastMlflowModelResolutionError:
+            raise
+        except Exception as e:
+            _logger.debug("Could not validate feast_features.json: %s", e)
+
+    def _has_artifact(self, run_id: str, artifact_name: str) -> bool:
+        try:
+            artifacts = self._client.list_artifacts(run_id)
+            return any(a.path == artifact_name for a in artifacts)
+        except Exception:
+            return False
diff --git a/sdk/python/feast/offline_server.py b/sdk/python/feast/offline_server.py
index ffe648e8749..0373b3a8146 100644
--- a/sdk/python/feast/offline_server.py
+++ b/sdk/python/feast/offline_server.py
@@ -436,6 +436,10 @@ def get_historical_features(self, command: dict, key: Optional[str] = None):
             if len(entity_df.columns) == 1 and "key" in entity_df.columns:
                 entity_df = None
 
+        # If the client sent a SQL string, use it directly
+        if entity_df is None and "entity_df_sql" in command:
+            entity_df = command["entity_df_sql"]
+
         feature_view_names = command["feature_view_names"]
         name_aliases = command["name_aliases"]
         feature_refs = command["feature_refs"]
diff --git a/sdk/python/feast/on_demand_feature_view.py b/sdk/python/feast/on_demand_feature_view.py
index 530a96065a8..bf2d34666cf 100644
--- a/sdk/python/feast/on_demand_feature_view.py
+++ b/sdk/python/feast/on_demand_feature_view.py
@@ -14,7 +14,7 @@
 from feast.data_source import RequestSource
 from feast.entity import Entity
 from feast.errors import RegistryInferenceFailure, SpecifiedFeaturesNotPresentError
-from feast.feature_view import DUMMY_ENTITY_NAME, FeatureView
+from feast.feature_view import DUMMY_ENTITY_NAME, FeatureView, FeatureViewState
 from feast.feature_view_projection import FeatureViewProjection
 from feast.field import Field, from_value_type
 from feast.proto_utils import transformation_to_proto
@@ -131,26 +131,33 @@ class OnDemandFeatureView(BaseFeatureView):
         tags: A dictionary of key-value pairs to store arbitrary metadata.
         owner: The owner of the on demand feature view, typically the email of the primary
             maintainer.
+        org: The organizational unit that owns this on demand feature view (e.g. "ads",
+            "search"). Defaults to empty string.
     """
 
     _TRACK_METRICS_TAG = "feast:track_metrics"
+    _INPUT_SCHEMA_SOURCE_PREFIX = "__input_schema__"
 
     name: str
     entities: Optional[List[str]]
     features: List[Field]
     source_feature_view_projections: dict[str, FeatureViewProjection]
     source_request_sources: dict[str, RequestSource]
-    feature_transformation: Transformation
+    feature_transformation: Optional[Transformation]
     mode: str
     description: str
     tags: dict[str, str]
     owner: str
+    org: str
     write_to_online_store: bool
     singleton: bool
     track_metrics: bool
     udf: Optional[FunctionType]
     udf_string: Optional[str]
     aggregations: List[Aggregation]
+    enabled: bool
+    state: FeatureViewState
+    _raw_feature_transformation_proto: Optional[Any] = None
 
     def __init__(  # noqa: C901
         self,
@@ -158,7 +165,8 @@ def __init__(  # noqa: C901
         name: str,
         entities: Optional[List[Entity]] = None,
         schema: Optional[List[Field]] = None,
-        sources: List[OnDemandSourceType],
+        sources: Optional[List[OnDemandSourceType]] = None,
+        input_schema: Optional[List[Field]] = None,
         udf: Optional[FunctionType] = None,
         udf_string: Optional[str] = "",
         feature_transformation: Optional[Transformation] = None,
@@ -166,11 +174,13 @@ def __init__(  # noqa: C901
         description: str = "",
         tags: Optional[dict[str, str]] = None,
         owner: str = "",
+        org: str = "",
         write_to_online_store: bool = False,
         singleton: bool = False,
         track_metrics: bool = False,
         aggregations: Optional[List[Aggregation]] = None,
         version: str = "latest",
+        enabled: bool = True,
     ):
         """
         Creates an OnDemandFeatureView object.
@@ -183,6 +193,11 @@ def __init__(  # noqa: C901
             sources: A map from input source names to the actual input sources, which may be
                 feature views, or request data sources. These sources serve as inputs to the udf,
                 which will refer to them by name.
+            input_schema (optional): A list of Fields describing data that is accepted as input
+                but not stored directly as features — e.g. aggregation columns, normalization
+                parameters, thresholds, or other contextual values passed at request time.
+                When provided, sources is not required — an internal RequestSource will be
+                created automatically.
             udf: The user defined transformation function, which must take pandas
                 dataframes as inputs.
             udf_string: The source code version of the udf (for diffing and displaying in Web UI)
@@ -192,6 +207,8 @@ def __init__(  # noqa: C901
             tags (optional): A dictionary of key-value pairs to store arbitrary metadata.
             owner (optional): The owner of the on demand feature view, typically the email
                 of the primary maintainer.
+            org (optional): The organizational unit that owns this feature view
+                (e.g. "ads", "search").
             write_to_online_store (optional): A boolean that indicates whether to write the on demand feature view to
             the online store for faster retrieval.
             singleton (optional): A boolean that indicates whether the transformation is executed on a singleton
@@ -211,18 +228,48 @@ def __init__(  # noqa: C901
             owner=owner,
         )
 
+        self.org = org
         self.version = version
         schema = schema or []
         self.entities = [e.name for e in entities] if entities else [DUMMY_ENTITY_NAME]
-        self.sources = sources
+        self.input_schema = input_schema
         self.mode = mode.lower()
         self.udf = udf
         self.udf_string = udf_string
         self.source_feature_view_projections: dict[str, FeatureViewProjection] = {}
         self.source_request_sources: dict[str, RequestSource] = {}
+        self._input_schema_sentinel: Optional[RequestSource] = None
+
+        # Strip any existing sentinel from sources (handles __copy__ round-trip)
+        effective_sources: List[OnDemandSourceType] = [
+            s
+            for s in (sources or [])
+            if not (
+                isinstance(s, RequestSource)
+                and s.name.startswith(self._INPUT_SCHEMA_SOURCE_PREFIX)
+            )
+        ]
+
+        if input_schema is not None:
+            # Automatically create an internal RequestSource from input_schema.
+            # Stored privately so it does not appear in source_request_sources for
+            # external consumers (e.g. the feature server, apply(), utils.py).
+            self._input_schema_sentinel = RequestSource(
+                name=f"{self._INPUT_SCHEMA_SOURCE_PREFIX}{name}",
+                schema=input_schema,
+            )
+            self.source_request_sources[self._input_schema_sentinel.name] = (
+                self._input_schema_sentinel
+            )
+        elif not effective_sources:
+            raise ValueError(
+                "Either 'sources' or 'input_schema' must be provided for OnDemandFeatureView."
+            )
+
+        self.sources = effective_sources
 
         # Process each source with explicit type handling
-        for odfv_source in sources:
+        for odfv_source in effective_sources:
             self._add_source_to_collections(odfv_source)
 
         features: List[Field] = []
@@ -259,9 +306,12 @@ def __init__(  # noqa: C901
                 features.append(field)
 
         self.features = features
-        self.feature_transformation = (
-            feature_transformation or self.get_feature_transformation()
-        )
+        if feature_transformation is not None:
+            self.feature_transformation = feature_transformation
+        elif self.udf is not None:
+            self.feature_transformation = self.get_feature_transformation()
+        else:
+            self.feature_transformation = None
         self.write_to_online_store = write_to_online_store
         self.singleton = singleton
         if self.singleton and self.mode != "python":
@@ -270,6 +320,23 @@ def __init__(  # noqa: C901
             )
         self.track_metrics = track_metrics
         self.aggregations = aggregations or []
+        self.enabled = enabled
+
+        self.state = FeatureViewState.STATE_UNSPECIFIED
+
+        if input_schema is not None and self.aggregations:
+            input_field_names = {f.name for f in input_schema}
+            unknown = [
+                agg.column
+                for agg in self.aggregations
+                if agg.column and agg.column not in input_field_names
+            ]
+            if unknown:
+                raise ValueError(
+                    f"Aggregation column(s) {unknown} not found in input_schema "
+                    f"for OnDemandFeatureView '{name}'. "
+                    f"Available fields: {sorted(input_field_names)}"
+                )
 
     def _add_source_to_collections(self, odfv_source: OnDemandSourceType) -> None:
         """
@@ -325,20 +392,25 @@ def __copy__(self):
             schema=self.features,
             sources=list(self.source_feature_view_projections.values())
             + list(self.source_request_sources.values()),
+            input_schema=self.input_schema,
             feature_transformation=self.feature_transformation,
             mode=self.mode,
             description=self.description,
             tags=self.tags,
             owner=self.owner,
+            org=self.org,
             write_to_online_store=self.write_to_online_store,
             singleton=self.singleton,
             version=self.version,
             track_metrics=self.track_metrics,
+            aggregations=self.aggregations,
         )
         fv.entities = self.entities
         fv.features = self.features
         fv.projection = copy.copy(self.projection)
         fv.entity_columns = copy.copy(self.entity_columns)
+        fv.enabled = self.enabled
+        fv.state = self.state
 
         return fv
 
@@ -408,6 +480,7 @@ def __eq__(self, other):
             or self.aggregations != other.aggregations
             or normalize_version_string(self.version)
             != normalize_version_string(other.version)
+            or self.org != other.org
         ):
             return False
 
@@ -472,6 +545,10 @@ def _validate_sources_config(self) -> None:
 
     def _validate_transformation_config(self) -> None:
         """Validate transformation configuration."""
+        # Aggregations provide their own transformation; no udf/feature_transformation required.
+        if self.aggregations:
+            return
+
         if not self.feature_transformation:
             raise ValueError(ODFVErrorMessages.no_transformation_provided())
 
@@ -520,6 +597,8 @@ def to_proto(self) -> OnDemandFeatureViewProto:
             meta.last_updated_timestamp.FromDatetime(self.last_updated_timestamp)
         if self.current_version_number is not None:
             meta.current_version_number = self.current_version_number
+        if self.state != FeatureViewState.STATE_UNSPECIFIED:
+            meta.state = self.state.to_proto()
         sources = {}
         for source_name, fv_projection in self.source_feature_view_projections.items():
             sources[source_name] = OnDemandSource(
@@ -533,7 +612,20 @@ def to_proto(self) -> OnDemandFeatureViewProto:
                 request_data_source=request_sources.to_proto()
             )
 
-        feature_transformation = transformation_to_proto(self.feature_transformation)
+        # Serialize the input_schema sentinel so that from_proto() can reconstruct
+        # input_schema correctly; it is excluded from source_request_sources so that
+        # external consumers never see it as a real data source.
+        if self._input_schema_sentinel is not None:
+            sources[self._input_schema_sentinel.name] = OnDemandSource(
+                request_data_source=self._input_schema_sentinel.to_proto()
+            )
+
+        if getattr(self, "_raw_feature_transformation_proto", None) is not None:
+            feature_transformation = self._raw_feature_transformation_proto
+        else:
+            feature_transformation = transformation_to_proto(
+                self.feature_transformation
+            )
 
         tags = dict(self.tags) if self.tags else {}
         if self.track_metrics:
@@ -554,10 +646,12 @@ def to_proto(self) -> OnDemandFeatureViewProto:
             description=self.description,
             tags=tags,
             owner=self.owner,
+            org=self.org,
             write_to_online_store=self.write_to_online_store,
             singleton=self.singleton or False,
-            aggregations=self.aggregations,
+            aggregations=[agg.to_proto() for agg in self.aggregations],
             version=self.version,
+            disabled=not self.enabled,
         )
         return OnDemandFeatureViewProto(spec=spec, meta=meta)
 
@@ -578,11 +672,25 @@ def from_proto(
             A OnDemandFeatureView object based on the on-demand feature view protobuf.
         """
         # Parse sources from proto
-        sources = cls._parse_sources_from_proto(on_demand_feature_view_proto)
+        sources = cls._parse_sources_from_proto(
+            on_demand_feature_view_proto, skip_udf=skip_udf
+        )
+
+        # Detect and strip input_schema sentinel from sources
+        input_schema: Optional[List[Field]] = None
+        sources_without_sentinel: List[OnDemandSourceType] = []
+        for source in sources:
+            if isinstance(source, RequestSource) and source.name.startswith(
+                cls._INPUT_SCHEMA_SOURCE_PREFIX
+            ):
+                input_schema = source.schema
+            else:
+                sources_without_sentinel.append(source)
+        sources = sources_without_sentinel
 
-        # Parse transformation from proto
+        # Parse transformation from proto (skip UDF deserialization if requested)
         transformation = cls._parse_transformation_from_proto(
-            on_demand_feature_view_proto
+            on_demand_feature_view_proto, skip_udf=skip_udf
         )
 
         # Parse optional fields with defaults
@@ -602,11 +710,13 @@ def from_proto(
             name=on_demand_feature_view_proto.spec.name,
             schema=cls._parse_features_from_proto(on_demand_feature_view_proto),
             sources=cast(List[OnDemandSourceType], sources),
+            input_schema=input_schema,
             feature_transformation=transformation,
             mode=on_demand_feature_view_proto.spec.mode or "pandas",
             description=on_demand_feature_view_proto.spec.description,
             tags=proto_tags,
             owner=on_demand_feature_view_proto.spec.owner,
+            org=on_demand_feature_view_proto.spec.org,
             write_to_online_store=optional_fields["write_to_online_store"],
             singleton=optional_fields["singleton"],
             track_metrics=track_metrics,
@@ -616,6 +726,14 @@ def from_proto(
         # Set additional attributes that aren't part of the constructor
         on_demand_feature_view_obj.entities = optional_fields["entities"]
         on_demand_feature_view_obj.entity_columns = optional_fields["entity_columns"]
+        on_demand_feature_view_obj.enabled = (
+            not on_demand_feature_view_proto.spec.disabled
+        )
+
+        # Restore lifecycle state from meta.
+        on_demand_feature_view_obj.state = FeatureViewState.from_proto(
+            on_demand_feature_view_proto.meta.state
+        )
 
         # FeatureViewProjections are not saved in the OnDemandFeatureView proto.
         # Create the default projection.
@@ -634,6 +752,13 @@ def from_proto(
         else:
             on_demand_feature_view_obj.current_version_number = None
 
+        if skip_udf and on_demand_feature_view_proto.spec.HasField(
+            "feature_transformation"
+        ):
+            on_demand_feature_view_obj._raw_feature_transformation_proto = (
+                on_demand_feature_view_proto.spec.feature_transformation
+            )
+
         # Set timestamps if present
         cls._set_timestamps_from_proto(
             on_demand_feature_view_proto, on_demand_feature_view_obj
@@ -643,7 +768,7 @@ def from_proto(
 
     @classmethod
     def _parse_sources_from_proto(
-        cls, proto: OnDemandFeatureViewProto
+        cls, proto: OnDemandFeatureViewProto, skip_udf: bool = False
     ) -> List[OnDemandSourceType]:
         """Parse and convert sources from the protobuf representation."""
         sources: List[OnDemandSourceType] = []
@@ -652,7 +777,9 @@ def _parse_sources_from_proto(
 
             if source_type == "feature_view":
                 sources.append(
-                    FeatureView.from_proto(on_demand_source.feature_view).projection
+                    FeatureView.from_proto(
+                        on_demand_source.feature_view, skip_udf=skip_udf
+                    ).projection
                 )
             elif source_type == "feature_view_projection":
                 sources.append(
@@ -673,9 +800,12 @@ def _parse_sources_from_proto(
 
     @classmethod
     def _parse_transformation_from_proto(
-        cls, proto: OnDemandFeatureViewProto
-    ) -> Transformation:
+        cls, proto: OnDemandFeatureViewProto, skip_udf: bool = False
+    ) -> Optional[Transformation]:
         """Parse and convert the transformation from the protobuf representation."""
+        if skip_udf:
+            return None
+
         feature_transformation = proto.spec.feature_transformation
         transformation_type = feature_transformation.WhichOneof("transformation")
         mode = proto.spec.mode
@@ -700,6 +830,8 @@ def _parse_transformation_from_proto(
                 feature_transformation.substrait_transformation
             )
         elif transformation_type is None:
+            if proto.spec.aggregations:
+                return None
             # Handle backward compatibility case where feature_transformation is cleared
             return cls._handle_backward_compatible_udf(proto)
         else:
@@ -807,6 +939,10 @@ def get_request_data_schema(self) -> dict[str, ValueType]:
                 raise TypeError(
                     f"Request source schema is not correct type: ${str(type(request_source.schema))}"
                 )
+        # Include fields from the input_schema sentinel (stored privately)
+        if self._input_schema_sentinel is not None:
+            for field in self._input_schema_sentinel.schema:
+                schema[field.name] = field.dtype.to_value_type()
         return schema
 
     def _get_projected_feature_name(self, feature: str) -> str:
@@ -898,6 +1034,7 @@ def transform_arrow(
         pa_table, columns_to_cleanup = self._preprocess_arrow_table(pa_table)
 
         # Apply the transformation
+        assert self.feature_transformation is not None
         transformed_table = self.feature_transformation.transform_arrow(
             pa_table, self.features
         )
@@ -983,6 +1120,7 @@ def transform_dict(
         )
 
         # Apply the appropriate transformation based on mode
+        assert self.feature_transformation is not None
         if self.singleton and self.mode == "python":
             output_dict = self.feature_transformation.transform_singleton(
                 preprocessed_dict
@@ -1024,6 +1162,14 @@ def _preprocess_feature_dict(
         return preprocessed_dict, columns_to_cleanup
 
     def infer_features(self) -> None:
+        if self.aggregations and not self.feature_transformation:
+            if not self.features:
+                raise RegistryInferenceFailure(
+                    "OnDemandFeatureView",
+                    f"Could not infer Features for the feature view '{self.name}'.",
+                )
+            return
+        assert self.feature_transformation is not None
         random_input = self._construct_random_input(singleton=self.singleton)
         inferred_features = self.feature_transformation.infer_features(
             random_input=random_input, singleton=self.singleton
@@ -1079,7 +1225,7 @@ def _is_array_type(self, dtype) -> bool:
         """Check if the dtype represents an array type."""
         # Use proper type checking instead of string comparison
         dtype_str = str(dtype)
-        return "Array" in dtype_str or "List" in dtype_str
+        return "Array" in dtype_str or "List" in dtype_str or "Set" in dtype_str
 
     def _construct_random_input(
         self, singleton: bool = False
@@ -1124,6 +1270,13 @@ def _construct_random_input(
                 sample_value = sample_values.get(value_type, default_value)
                 feature_dict[field.name] = sample_value
 
+        # Add input_schema fields (stored privately outside source_request_sources)
+        if self._input_schema_sentinel is not None:
+            for field in self._input_schema_sentinel.schema:
+                value_type = field.dtype.to_value_type()
+                sample_value = sample_values.get(value_type, default_value)
+                feature_dict[field.name] = sample_value
+
         return feature_dict
 
     def _get_sample_values_by_type(self) -> dict[ValueType, list[Any]]:
@@ -1211,17 +1364,22 @@ def on_demand_feature_view(
     name: Optional[str] = None,
     entities: Optional[List[Entity]] = None,
     schema: list[Field],
-    sources: list[
-        Union[
-            FeatureView,
-            RequestSource,
-            FeatureViewProjection,
+    sources: Optional[
+        list[
+            Union[
+                FeatureView,
+                RequestSource,
+                FeatureViewProjection,
+            ]
         ]
-    ],
+    ] = None,
+    input_schema: Optional[list[Field]] = None,
+    aggregations: Optional[List[Aggregation]] = None,
     mode: str = "pandas",
     description: str = "",
     tags: Optional[dict[str, str]] = None,
     owner: str = "",
+    org: str = "",
     write_to_online_store: bool = False,
     singleton: bool = False,
     track_metrics: bool = False,
@@ -1239,11 +1397,17 @@ def on_demand_feature_view(
         sources: A map from input source names to the actual input sources, which may be
             feature views, or request data sources. These sources serve as inputs to the udf,
             which will refer to them by name.
+        input_schema (optional): A list of Fields describing data that is accepted as input
+            but not stored directly as features — e.g. aggregation columns, normalization
+            parameters, thresholds, or other contextual values passed at request time.
+            When provided, sources is not required.
         mode: The mode of execution (e.g,. Pandas or Python Native)
         description (optional): A human-readable description.
         tags (optional): A dictionary of key-value pairs to store arbitrary metadata.
         owner (optional): The owner of the on demand feature view, typically the email
             of the primary maintainer.
+        org (optional): The organizational unit that owns this on demand feature view
+            (e.g. "ads", "search"). Defaults to empty string.
         write_to_online_store (optional): A boolean that indicates whether to write the on demand feature view to
             the online store for faster retrieval.
         singleton (optional): A boolean that indicates whether the transformation is executed on a singleton
@@ -1266,15 +1430,18 @@ def decorator(user_function):
         on_demand_feature_view_obj = OnDemandFeatureView(
             name=name if name is not None else user_function.__name__,
             sources=sources,
+            input_schema=input_schema,
             schema=schema,
             mode=mode,
             description=description,
             tags=tags,
             owner=owner,
+            org=org,
             write_to_online_store=write_to_online_store,
             entities=entities,
             singleton=singleton,
             track_metrics=track_metrics,
+            aggregations=aggregations,
             udf=user_function,
             udf_string=udf_string,
             version=version,
diff --git a/sdk/python/feast/openlineage/__init__.py b/sdk/python/feast/openlineage/__init__.py
index a8328417475..e32ae967004 100644
--- a/sdk/python/feast/openlineage/__init__.py
+++ b/sdk/python/feast/openlineage/__init__.py
@@ -35,27 +35,27 @@
 Usage:
     Simply configure OpenLineage in your feature_store.yaml:
 
-    ```yaml
-    project: my_project
-    # ... other config ...
-
-    openlineage:
-      enabled: true
-      transport_type: http
-      transport_url: http://localhost:5000
-      transport_endpoint: api/v1/lineage
-      namespace: my_namespace  # Optional: defaults to project name
-    ```
+    .. code-block:: yaml
+
+        project: my_project
+        # ... other config ...
+
+        openlineage:
+          enabled: true
+          transport_type: http
+          transport_url: http://localhost:5000
+          transport_endpoint: api/v1/lineage
+          namespace: my_namespace  # Optional: defaults to project name
 
     Then use Feast normally - lineage events are emitted automatically!
 
-    ```python
-    from feast import FeatureStore
+    .. code-block:: python
+
+        from feast import FeatureStore
 
-    fs = FeatureStore(repo_path="feature_repo")
-    fs.apply([entity, feature_view, feature_service])  # Emits lineage
-    fs.materialize(start, end)  # Emits START/COMPLETE/FAIL events
-    ```
+        fs = FeatureStore(repo_path="feature_repo")
+        fs.apply([entity, feature_view, feature_service])  # Emits lineage
+        fs.materialize(start, end)  # Emits START/COMPLETE/FAIL events
 """
 
 from feast.openlineage.client import FeastOpenLineageClient
diff --git a/sdk/python/feast/openlineage/client.py b/sdk/python/feast/openlineage/client.py
index 927f998ac3e..45d021f2f07 100644
--- a/sdk/python/feast/openlineage/client.py
+++ b/sdk/python/feast/openlineage/client.py
@@ -55,7 +55,8 @@ class FeastOpenLineageClient:
     from Feast operations like materialization, feature retrieval, and
     registry changes.
 
-    Example:
+    Example::
+
         from feast.openlineage import FeastOpenLineageClient, OpenLineageConfig
 
         config = OpenLineageConfig(
diff --git a/sdk/python/feast/openlineage/emitter.py b/sdk/python/feast/openlineage/emitter.py
index 1f63e39210e..7486d04be27 100644
--- a/sdk/python/feast/openlineage/emitter.py
+++ b/sdk/python/feast/openlineage/emitter.py
@@ -644,11 +644,13 @@ def emit_apply(
         1. feast_feature_views_{project}: DataSources + Entities → FeatureViews
         2. feast_feature_services_{project}: FeatureViews → FeatureServices
 
-        This creates a lineage graph matching Feast UI:
+        This creates a lineage graph matching Feast UI::
+
             DataSource ──→ FeatureView ──→ FeatureService
                  ↑
               Entity
 
+
         Args:
             objects: List of Feast objects being applied
             project: Project name
diff --git a/sdk/python/feast/permissions/client/intra_comm_authentication_client_manager.py b/sdk/python/feast/permissions/client/intra_comm_authentication_client_manager.py
index 30476316c12..bdc6159a2f8 100644
--- a/sdk/python/feast/permissions/client/intra_comm_authentication_client_manager.py
+++ b/sdk/python/feast/permissions/client/intra_comm_authentication_client_manager.py
@@ -29,4 +29,4 @@ def get_token(self):
                 f"No Auth client manager implemented for the auth type:{self.auth_config.type}"
             )
 
-        return jwt.encode(payload, "")
+        return jwt.encode(payload, "", algorithm="none")
diff --git a/sdk/python/feast/permissions/client/kubernetes_auth_client_manager.py b/sdk/python/feast/permissions/client/kubernetes_auth_client_manager.py
index 0cee687d08f..ac94b8713ad 100644
--- a/sdk/python/feast/permissions/client/kubernetes_auth_client_manager.py
+++ b/sdk/python/feast/permissions/client/kubernetes_auth_client_manager.py
@@ -22,7 +22,7 @@ def get_token(self):
                 "sub": f":::{intra_communication_base64}",  # Subject claim
             }
 
-            return jwt.encode(payload, "")
+            return jwt.encode(payload, "", algorithm="none")
 
         # Check if user token is provided in config (for external users)
         if hasattr(self.auth_config, "user_token") and self.auth_config.user_token:
diff --git a/sdk/python/feast/permissions/client/oidc_authentication_client_manager.py b/sdk/python/feast/permissions/client/oidc_authentication_client_manager.py
index 84a0c0115c9..37e613dafc1 100644
--- a/sdk/python/feast/permissions/client/oidc_authentication_client_manager.py
+++ b/sdk/python/feast/permissions/client/oidc_authentication_client_manager.py
@@ -24,7 +24,7 @@ def get_token(self):
             payload = {
                 "preferred_username": f"{intra_communication_base64}",
             }
-            return jwt.encode(payload, "")
+            return jwt.encode(payload, "", algorithm="none")
 
         if self.auth_config.token:
             return self.auth_config.token
diff --git a/sdk/python/feast/protos/feast/core/DataSource_pb2.py b/sdk/python/feast/protos/feast/core/DataSource_pb2.py
index f3086233584..51dee5652a2 100644
--- a/sdk/python/feast/protos/feast/core/DataSource_pb2.py
+++ b/sdk/python/feast/protos/feast/core/DataSource_pb2.py
@@ -19,7 +19,7 @@
 from feast.protos.feast.core import Feature_pb2 as feast_dot_core_dot_Feature__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1b\x66\x65\x61st/core/DataSource.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataFormat.proto\x1a\x17\x66\x65\x61st/types/Value.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\"\x89\x18\n\nDataSource\x12\x0c\n\x04name\x18\x14 \x01(\t\x12\x0f\n\x07project\x18\x15 \x01(\t\x12\x13\n\x0b\x64\x65scription\x18\x17 \x01(\t\x12.\n\x04tags\x18\x18 \x03(\x0b\x32 .feast.core.DataSource.TagsEntry\x12\r\n\x05owner\x18\x19 \x01(\t\x12/\n\x04type\x18\x01 \x01(\x0e\x32!.feast.core.DataSource.SourceType\x12?\n\rfield_mapping\x18\x02 \x03(\x0b\x32(.feast.core.DataSource.FieldMappingEntry\x12\x17\n\x0ftimestamp_field\x18\x03 \x01(\t\x12\x1d\n\x15\x64\x61te_partition_column\x18\x04 \x01(\t\x12 \n\x18\x63reated_timestamp_column\x18\x05 \x01(\t\x12\x1e\n\x16\x64\x61ta_source_class_type\x18\x11 \x01(\t\x12,\n\x0c\x62\x61tch_source\x18\x1a 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+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1b\x66\x65\x61st/core/DataSource.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataFormat.proto\x1a\x17\x66\x65\x61st/types/Value.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\"\xa7\x18\n\nDataSource\x12\x0c\n\x04name\x18\x14 \x01(\t\x12\x0f\n\x07project\x18\x15 \x01(\t\x12\x13\n\x0b\x64\x65scription\x18\x17 \x01(\t\x12.\n\x04tags\x18\x18 \x03(\x0b\x32 .feast.core.DataSource.TagsEntry\x12\r\n\x05owner\x18\x19 \x01(\t\x12/\n\x04type\x18\x01 \x01(\x0e\x32!.feast.core.DataSource.SourceType\x12?\n\rfield_mapping\x18\x02 \x03(\x0b\x32(.feast.core.DataSource.FieldMappingEntry\x12\x17\n\x0ftimestamp_field\x18\x03 \x01(\t\x12\x1d\n\x15\x64\x61te_partition_column\x18\x04 \x01(\t\x12 \n\x18\x63reated_timestamp_column\x18\x05 \x01(\t\x12\x1c\n\x14timestamp_field_type\x18\x1c \x01(\t\x12\x1e\n\x16\x64\x61ta_source_class_type\x18\x11 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\x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x12\x10\n\x08\x64\x61tabase\x18\x03 \x01(\t\x12\x13\n\x0b\x64\x61ta_source\x18\x04 \x01(\t\x1aX\n\x10SnowflakeOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x12\x0e\n\x06schema\x18\x03 \x01(\t\x12\x10\n\x08\x64\x61tabase\x18\x04 \x01(\tJ\x04\x08\x05\x10\x06\x1a\xa4\x01\n\x0cSparkOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x12\x0c\n\x04path\x18\x03 \x01(\t\x12\x13\n\x0b\x66ile_format\x18\x04 \x01(\t\x12$\n\x1c\x64\x61te_partition_column_format\x18\x05 \x01(\t\x12-\n\x0ctable_format\x18\x06 \x01(\x0b\x32\x17.feast.core.TableFormat\x1a,\n\x13\x43ustomSourceOptions\x12\x15\n\rconfiguration\x18\x01 \x01(\x0c\x1a\xf7\x01\n\x12RequestDataOptions\x12Z\n\x11\x64\x65precated_schema\x18\x02 \x03(\x0b\x32?.feast.core.DataSource.RequestDataOptions.DeprecatedSchemaEntry\x12)\n\x06schema\x18\x03 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x1aT\n\x15\x44\x65precatedSchemaEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12*\n\x05value\x18\x02 \x01(\x0e\x32\x1b.feast.types.ValueType.Enum:\x02\x38\x01J\x04\x08\x01\x10\x02\x1a\x13\n\x0bPushOptionsJ\x04\x08\x01\x10\x02\"\xf8\x01\n\nSourceType\x12\x0b\n\x07INVALID\x10\x00\x12\x0e\n\nBATCH_FILE\x10\x01\x12\x13\n\x0f\x42\x41TCH_SNOWFLAKE\x10\x08\x12\x12\n\x0e\x42\x41TCH_BIGQUERY\x10\x02\x12\x12\n\x0e\x42\x41TCH_REDSHIFT\x10\x05\x12\x10\n\x0cSTREAM_KAFKA\x10\x03\x12\x12\n\x0eSTREAM_KINESIS\x10\x04\x12\x11\n\rCUSTOM_SOURCE\x10\x06\x12\x12\n\x0eREQUEST_SOURCE\x10\x07\x12\x0f\n\x0bPUSH_SOURCE\x10\t\x12\x0f\n\x0b\x42\x41TCH_TRINO\x10\n\x12\x0f\n\x0b\x42\x41TCH_SPARK\x10\x0b\x12\x10\n\x0c\x42\x41TCH_ATHENA\x10\x0c\x42\t\n\x07optionsJ\x04\x08\x06\x10\x0b\"=\n\x0e\x44\x61taSourceList\x12+\n\x0b\x64\x61tasources\x18\x01 \x03(\x0b\x32\x16.feast.core.DataSourceBT\n\x10\x66\x65\x61st.proto.coreB\x0f\x44\x61taSourceProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -34,41 +34,41 @@
   _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._options = None
   _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_options = b'8\001'
   _globals['_DATASOURCE']._serialized_start=189
-  _globals['_DATASOURCE']._serialized_end=3270
-  _globals['_DATASOURCE_TAGSENTRY']._serialized_start=1436
-  _globals['_DATASOURCE_TAGSENTRY']._serialized_end=1479
-  _globals['_DATASOURCE_FIELDMAPPINGENTRY']._serialized_start=1481
-  _globals['_DATASOURCE_FIELDMAPPINGENTRY']._serialized_end=1532
-  _globals['_DATASOURCE_SOURCEMETA']._serialized_start=1535
-  _globals['_DATASOURCE_SOURCEMETA']._serialized_end=1780
-  _globals['_DATASOURCE_FILEOPTIONS']._serialized_start=1782
-  _globals['_DATASOURCE_FILEOPTIONS']._serialized_end=1883
-  _globals['_DATASOURCE_BIGQUERYOPTIONS']._serialized_start=1885
-  _globals['_DATASOURCE_BIGQUERYOPTIONS']._serialized_end=1932
-  _globals['_DATASOURCE_TRINOOPTIONS']._serialized_start=1934
-  _globals['_DATASOURCE_TRINOOPTIONS']._serialized_end=1978
-  _globals['_DATASOURCE_KAFKAOPTIONS']._serialized_start=1981
-  _globals['_DATASOURCE_KAFKAOPTIONS']._serialized_end=2155
-  _globals['_DATASOURCE_KINESISOPTIONS']._serialized_start=2157
-  _globals['_DATASOURCE_KINESISOPTIONS']._serialized_end=2259
-  _globals['_DATASOURCE_REDSHIFTOPTIONS']._serialized_start=2261
-  _globals['_DATASOURCE_REDSHIFTOPTIONS']._serialized_end=2342
-  _globals['_DATASOURCE_ATHENAOPTIONS']._serialized_start=2344
-  _globals['_DATASOURCE_ATHENAOPTIONS']._serialized_end=2428
-  _globals['_DATASOURCE_SNOWFLAKEOPTIONS']._serialized_start=2430
-  _globals['_DATASOURCE_SNOWFLAKEOPTIONS']._serialized_end=2518
-  _globals['_DATASOURCE_SPARKOPTIONS']._serialized_start=2521
-  _globals['_DATASOURCE_SPARKOPTIONS']._serialized_end=2685
-  _globals['_DATASOURCE_CUSTOMSOURCEOPTIONS']._serialized_start=2687
-  _globals['_DATASOURCE_CUSTOMSOURCEOPTIONS']._serialized_end=2731
-  _globals['_DATASOURCE_REQUESTDATAOPTIONS']._serialized_start=2734
-  _globals['_DATASOURCE_REQUESTDATAOPTIONS']._serialized_end=2981
-  _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_start=2891
-  _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_end=2975
-  _globals['_DATASOURCE_PUSHOPTIONS']._serialized_start=2983
-  _globals['_DATASOURCE_PUSHOPTIONS']._serialized_end=3002
-  _globals['_DATASOURCE_SOURCETYPE']._serialized_start=3005
-  _globals['_DATASOURCE_SOURCETYPE']._serialized_end=3253
-  _globals['_DATASOURCELIST']._serialized_start=3272
-  _globals['_DATASOURCELIST']._serialized_end=3333
+  _globals['_DATASOURCE']._serialized_end=3300
+  _globals['_DATASOURCE_TAGSENTRY']._serialized_start=1466
+  _globals['_DATASOURCE_TAGSENTRY']._serialized_end=1509
+  _globals['_DATASOURCE_FIELDMAPPINGENTRY']._serialized_start=1511
+  _globals['_DATASOURCE_FIELDMAPPINGENTRY']._serialized_end=1562
+  _globals['_DATASOURCE_SOURCEMETA']._serialized_start=1565
+  _globals['_DATASOURCE_SOURCEMETA']._serialized_end=1810
+  _globals['_DATASOURCE_FILEOPTIONS']._serialized_start=1812
+  _globals['_DATASOURCE_FILEOPTIONS']._serialized_end=1913
+  _globals['_DATASOURCE_BIGQUERYOPTIONS']._serialized_start=1915
+  _globals['_DATASOURCE_BIGQUERYOPTIONS']._serialized_end=1962
+  _globals['_DATASOURCE_TRINOOPTIONS']._serialized_start=1964
+  _globals['_DATASOURCE_TRINOOPTIONS']._serialized_end=2008
+  _globals['_DATASOURCE_KAFKAOPTIONS']._serialized_start=2011
+  _globals['_DATASOURCE_KAFKAOPTIONS']._serialized_end=2185
+  _globals['_DATASOURCE_KINESISOPTIONS']._serialized_start=2187
+  _globals['_DATASOURCE_KINESISOPTIONS']._serialized_end=2289
+  _globals['_DATASOURCE_REDSHIFTOPTIONS']._serialized_start=2291
+  _globals['_DATASOURCE_REDSHIFTOPTIONS']._serialized_end=2372
+  _globals['_DATASOURCE_ATHENAOPTIONS']._serialized_start=2374
+  _globals['_DATASOURCE_ATHENAOPTIONS']._serialized_end=2458
+  _globals['_DATASOURCE_SNOWFLAKEOPTIONS']._serialized_start=2460
+  _globals['_DATASOURCE_SNOWFLAKEOPTIONS']._serialized_end=2548
+  _globals['_DATASOURCE_SPARKOPTIONS']._serialized_start=2551
+  _globals['_DATASOURCE_SPARKOPTIONS']._serialized_end=2715
+  _globals['_DATASOURCE_CUSTOMSOURCEOPTIONS']._serialized_start=2717
+  _globals['_DATASOURCE_CUSTOMSOURCEOPTIONS']._serialized_end=2761
+  _globals['_DATASOURCE_REQUESTDATAOPTIONS']._serialized_start=2764
+  _globals['_DATASOURCE_REQUESTDATAOPTIONS']._serialized_end=3011
+  _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_start=2921
+  _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_end=3005
+  _globals['_DATASOURCE_PUSHOPTIONS']._serialized_start=3013
+  _globals['_DATASOURCE_PUSHOPTIONS']._serialized_end=3032
+  _globals['_DATASOURCE_SOURCETYPE']._serialized_start=3035
+  _globals['_DATASOURCE_SOURCETYPE']._serialized_end=3283
+  _globals['_DATASOURCELIST']._serialized_start=3302
+  _globals['_DATASOURCELIST']._serialized_end=3363
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi b/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi
index 7876e1adc98..3df12085cb6 100644
--- a/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi
@@ -16,40 +16,42 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-import builtins
-import collections.abc
-import feast.core.DataFormat_pb2
-import feast.core.Feature_pb2
-import feast.types.Value_pb2
-import google.protobuf.descriptor
-import google.protobuf.duration_pb2
-import google.protobuf.internal.containers
-import google.protobuf.internal.enum_type_wrapper
-import google.protobuf.message
-import google.protobuf.timestamp_pb2
+
+from collections import abc as _abc
+from feast.core import DataFormat_pb2 as _DataFormat_pb2  # type: ignore[attr-defined]
+from feast.core import Feature_pb2 as _Feature_pb2  # type: ignore[attr-defined]
+from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import duration_pb2 as _duration_pb2
+from google.protobuf import message as _message
+from google.protobuf import timestamp_pb2 as _timestamp_pb2
+from google.protobuf.internal import containers as _containers
+from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
+import builtins as _builtins
 import sys
-import typing
+import typing as _typing
 
 if sys.version_info >= (3, 10):
-    import typing as typing_extensions
+    from typing import TypeAlias as _TypeAlias
 else:
-    import typing_extensions
+    from typing_extensions import TypeAlias as _TypeAlias
 
-DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
+DESCRIPTOR: _descriptor.FileDescriptor
 
-class DataSource(google.protobuf.message.Message):
+@_typing.final
+class DataSource(_message.Message):
     """Defines a Data Source that can be used source Feature data
-    Next available id: 28
+    Next available id: 29
     """
 
-    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+    DESCRIPTOR: _descriptor.Descriptor
 
     class _SourceType:
-        ValueType = typing.NewType("ValueType", builtins.int)
-        V: typing_extensions.TypeAlias = ValueType
+        ValueType = _typing.NewType("ValueType", _builtins.int)
+        V: _TypeAlias = ValueType  # noqa: Y015
 
-    class _SourceTypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[DataSource._SourceType.ValueType], builtins.type):  # noqa: F821
-        DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
+    class _SourceTypeEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[DataSource._SourceType.ValueType], _builtins.type):
+        DESCRIPTOR: _descriptor.EnumDescriptor
         INVALID: DataSource._SourceType.ValueType  # 0
         BATCH_FILE: DataSource._SourceType.ValueType  # 1
         BATCH_SNOWFLAKE: DataSource._SourceType.ValueType  # 8
@@ -83,510 +85,565 @@ class DataSource(google.protobuf.message.Message):
     BATCH_SPARK: DataSource.SourceType.ValueType  # 11
     BATCH_ATHENA: DataSource.SourceType.ValueType  # 12
 
-    class TagsEntry(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+    @_typing.final
+    class TagsEntry(_message.Message):
+        DESCRIPTOR: _descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: builtins.int
-        VALUE_FIELD_NUMBER: builtins.int
-        key: builtins.str
-        value: builtins.str
+        KEY_FIELD_NUMBER: _builtins.int
+        VALUE_FIELD_NUMBER: _builtins.int
+        key: _builtins.str
+        value: _builtins.str
         def __init__(
             self,
             *,
-            key: builtins.str = ...,
-            value: builtins.str = ...,
+            key: _builtins.str = ...,
+            value: _builtins.str = ...,
         ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class FieldMappingEntry(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+    @_typing.final
+    class FieldMappingEntry(_message.Message):
+        DESCRIPTOR: _descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: builtins.int
-        VALUE_FIELD_NUMBER: builtins.int
-        key: builtins.str
-        value: builtins.str
+        KEY_FIELD_NUMBER: _builtins.int
+        VALUE_FIELD_NUMBER: _builtins.int
+        key: _builtins.str
+        value: _builtins.str
         def __init__(
             self,
             *,
-            key: builtins.str = ...,
-            value: builtins.str = ...,
+            key: _builtins.str = ...,
+            value: _builtins.str = ...,
         ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
-
-    class SourceMeta(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        EARLIESTEVENTTIMESTAMP_FIELD_NUMBER: builtins.int
-        LATESTEVENTTIMESTAMP_FIELD_NUMBER: builtins.int
-        CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
-        LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
-        @property
-        def earliestEventTimestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
-        @property
-        def latestEventTimestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
-        @property
-        def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
-        @property
-        def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+
+    @_typing.final
+    class SourceMeta(_message.Message):
+        DESCRIPTOR: _descriptor.Descriptor
+
+        EARLIESTEVENTTIMESTAMP_FIELD_NUMBER: _builtins.int
+        LATESTEVENTTIMESTAMP_FIELD_NUMBER: _builtins.int
+        CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
+        LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
+        @_builtins.property
+        def earliestEventTimestamp(self) -> _timestamp_pb2.Timestamp: ...
+        @_builtins.property
+        def latestEventTimestamp(self) -> _timestamp_pb2.Timestamp: ...
+        @_builtins.property
+        def created_timestamp(self) -> _timestamp_pb2.Timestamp: ...
+        @_builtins.property
+        def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp: ...
         def __init__(
             self,
             *,
-            earliestEventTimestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
-            latestEventTimestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
-            created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
-            last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+            earliestEventTimestamp: _timestamp_pb2.Timestamp | None = ...,
+            latestEventTimestamp: _timestamp_pb2.Timestamp | None = ...,
+            created_timestamp: _timestamp_pb2.Timestamp | None = ...,
+            last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
         ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "earliestEventTimestamp", b"earliestEventTimestamp", "last_updated_timestamp", b"last_updated_timestamp", "latestEventTimestamp", b"latestEventTimestamp"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "earliestEventTimestamp", b"earliestEventTimestamp", "last_updated_timestamp", b"last_updated_timestamp", "latestEventTimestamp", b"latestEventTimestamp"]) -> None: ...
+        _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "earliestEventTimestamp", b"earliestEventTimestamp", "last_updated_timestamp", b"last_updated_timestamp", "latestEventTimestamp", b"latestEventTimestamp"]  # noqa: Y015
+        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "earliestEventTimestamp", b"earliestEventTimestamp", "last_updated_timestamp", b"last_updated_timestamp", "latestEventTimestamp", b"latestEventTimestamp"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class FileOptions(google.protobuf.message.Message):
+    @_typing.final
+    class FileOptions(_message.Message):
         """Defines options for DataSource that sources features from a file"""
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        FILE_FORMAT_FIELD_NUMBER: builtins.int
-        URI_FIELD_NUMBER: builtins.int
-        S3_ENDPOINT_OVERRIDE_FIELD_NUMBER: builtins.int
-        @property
-        def file_format(self) -> feast.core.DataFormat_pb2.FileFormat: ...
-        uri: builtins.str
+        FILE_FORMAT_FIELD_NUMBER: _builtins.int
+        URI_FIELD_NUMBER: _builtins.int
+        S3_ENDPOINT_OVERRIDE_FIELD_NUMBER: _builtins.int
+        uri: _builtins.str
         """Target URL of file to retrieve and source features from.
         s3://path/to/file for AWS S3 storage
         gs://path/to/file for GCP GCS storage
         file:///path/to/file for local storage
         """
-        s3_endpoint_override: builtins.str
+        s3_endpoint_override: _builtins.str
         """override AWS S3 storage endpoint with custom S3 endpoint"""
+        @_builtins.property
+        def file_format(self) -> _DataFormat_pb2.FileFormat: ...
         def __init__(
             self,
             *,
-            file_format: feast.core.DataFormat_pb2.FileFormat | None = ...,
-            uri: builtins.str = ...,
-            s3_endpoint_override: builtins.str = ...,
+            file_format: _DataFormat_pb2.FileFormat | None = ...,
+            uri: _builtins.str = ...,
+            s3_endpoint_override: _builtins.str = ...,
         ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["file_format", b"file_format"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["file_format", b"file_format", "s3_endpoint_override", b"s3_endpoint_override", "uri", b"uri"]) -> None: ...
+        _HasFieldArgType: _TypeAlias = _typing.Literal["file_format", b"file_format"]  # noqa: Y015
+        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["file_format", b"file_format", "s3_endpoint_override", b"s3_endpoint_override", "uri", b"uri"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class BigQueryOptions(google.protobuf.message.Message):
+    @_typing.final
+    class BigQueryOptions(_message.Message):
         """Defines options for DataSource that sources features from a BigQuery Query"""
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: builtins.int
-        QUERY_FIELD_NUMBER: builtins.int
-        table: builtins.str
+        TABLE_FIELD_NUMBER: _builtins.int
+        QUERY_FIELD_NUMBER: _builtins.int
+        table: _builtins.str
         """Full table reference in the form of [project:dataset.table]"""
-        query: builtins.str
+        query: _builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
         def __init__(
             self,
             *,
-            table: builtins.str = ...,
-            query: builtins.str = ...,
+            table: _builtins.str = ...,
+            query: _builtins.str = ...,
         ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["query", b"query", "table", b"table"]) -> None: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["query", b"query", "table", b"table"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class TrinoOptions(google.protobuf.message.Message):
+    @_typing.final
+    class TrinoOptions(_message.Message):
         """Defines options for DataSource that sources features from a Trino Query"""
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: builtins.int
-        QUERY_FIELD_NUMBER: builtins.int
-        table: builtins.str
+        TABLE_FIELD_NUMBER: _builtins.int
+        QUERY_FIELD_NUMBER: _builtins.int
+        table: _builtins.str
         """Full table reference in the form of [project:dataset.table]"""
-        query: builtins.str
+        query: _builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
         def __init__(
             self,
             *,
-            table: builtins.str = ...,
-            query: builtins.str = ...,
+            table: _builtins.str = ...,
+            query: _builtins.str = ...,
         ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["query", b"query", "table", b"table"]) -> None: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["query", b"query", "table", b"table"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class KafkaOptions(google.protobuf.message.Message):
+    @_typing.final
+    class KafkaOptions(_message.Message):
         """Defines options for DataSource that sources features from Kafka messages.
         Each message should be a Protobuf that can be decoded with the generated
         Java Protobuf class at the given class path
         """
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        KAFKA_BOOTSTRAP_SERVERS_FIELD_NUMBER: builtins.int
-        TOPIC_FIELD_NUMBER: builtins.int
-        MESSAGE_FORMAT_FIELD_NUMBER: builtins.int
-        WATERMARK_DELAY_THRESHOLD_FIELD_NUMBER: builtins.int
-        kafka_bootstrap_servers: builtins.str
+        KAFKA_BOOTSTRAP_SERVERS_FIELD_NUMBER: _builtins.int
+        TOPIC_FIELD_NUMBER: _builtins.int
+        MESSAGE_FORMAT_FIELD_NUMBER: _builtins.int
+        WATERMARK_DELAY_THRESHOLD_FIELD_NUMBER: _builtins.int
+        kafka_bootstrap_servers: _builtins.str
         """Comma separated list of Kafka bootstrap servers. Used for feature tables without a defined source host[:port]]"""
-        topic: builtins.str
+        topic: _builtins.str
         """Kafka topic to collect feature data from."""
-        @property
-        def message_format(self) -> feast.core.DataFormat_pb2.StreamFormat:
+        @_builtins.property
+        def message_format(self) -> _DataFormat_pb2.StreamFormat:
             """Defines the stream data format encoding feature/entity data in Kafka messages."""
-        @property
-        def watermark_delay_threshold(self) -> google.protobuf.duration_pb2.Duration:
+
+        @_builtins.property
+        def watermark_delay_threshold(self) -> _duration_pb2.Duration:
             """Watermark delay threshold for stream data"""
+
         def __init__(
             self,
             *,
-            kafka_bootstrap_servers: builtins.str = ...,
-            topic: builtins.str = ...,
-            message_format: feast.core.DataFormat_pb2.StreamFormat | None = ...,
-            watermark_delay_threshold: google.protobuf.duration_pb2.Duration | None = ...,
+            kafka_bootstrap_servers: _builtins.str = ...,
+            topic: _builtins.str = ...,
+            message_format: _DataFormat_pb2.StreamFormat | None = ...,
+            watermark_delay_threshold: _duration_pb2.Duration | None = ...,
         ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["message_format", b"message_format", "watermark_delay_threshold", b"watermark_delay_threshold"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["kafka_bootstrap_servers", b"kafka_bootstrap_servers", "message_format", b"message_format", "topic", b"topic", "watermark_delay_threshold", b"watermark_delay_threshold"]) -> None: ...
+        _HasFieldArgType: _TypeAlias = _typing.Literal["message_format", b"message_format", "watermark_delay_threshold", b"watermark_delay_threshold"]  # noqa: Y015
+        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["kafka_bootstrap_servers", b"kafka_bootstrap_servers", "message_format", b"message_format", "topic", b"topic", "watermark_delay_threshold", b"watermark_delay_threshold"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class KinesisOptions(google.protobuf.message.Message):
+    @_typing.final
+    class KinesisOptions(_message.Message):
         """Defines options for DataSource that sources features from Kinesis records.
         Each record should be a Protobuf that can be decoded with the generated
         Java Protobuf class at the given class path
         """
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        REGION_FIELD_NUMBER: builtins.int
-        STREAM_NAME_FIELD_NUMBER: builtins.int
-        RECORD_FORMAT_FIELD_NUMBER: builtins.int
-        region: builtins.str
+        REGION_FIELD_NUMBER: _builtins.int
+        STREAM_NAME_FIELD_NUMBER: _builtins.int
+        RECORD_FORMAT_FIELD_NUMBER: _builtins.int
+        region: _builtins.str
         """AWS region of the Kinesis stream"""
-        stream_name: builtins.str
+        stream_name: _builtins.str
         """Name of the Kinesis stream to obtain feature data from."""
-        @property
-        def record_format(self) -> feast.core.DataFormat_pb2.StreamFormat:
+        @_builtins.property
+        def record_format(self) -> _DataFormat_pb2.StreamFormat:
             """Defines the data format encoding the feature/entity data in Kinesis records.
             Kinesis Data Sources support Avro and Proto as data formats.
             """
+
         def __init__(
             self,
             *,
-            region: builtins.str = ...,
-            stream_name: builtins.str = ...,
-            record_format: feast.core.DataFormat_pb2.StreamFormat | None = ...,
+            region: _builtins.str = ...,
+            stream_name: _builtins.str = ...,
+            record_format: _DataFormat_pb2.StreamFormat | None = ...,
         ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["record_format", b"record_format"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["record_format", b"record_format", "region", b"region", "stream_name", b"stream_name"]) -> None: ...
+        _HasFieldArgType: _TypeAlias = _typing.Literal["record_format", b"record_format"]  # noqa: Y015
+        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["record_format", b"record_format", "region", b"region", "stream_name", b"stream_name"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class RedshiftOptions(google.protobuf.message.Message):
+    @_typing.final
+    class RedshiftOptions(_message.Message):
         """Defines options for DataSource that sources features from a Redshift Query"""
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: builtins.int
-        QUERY_FIELD_NUMBER: builtins.int
-        SCHEMA_FIELD_NUMBER: builtins.int
-        DATABASE_FIELD_NUMBER: builtins.int
-        table: builtins.str
+        TABLE_FIELD_NUMBER: _builtins.int
+        QUERY_FIELD_NUMBER: _builtins.int
+        SCHEMA_FIELD_NUMBER: _builtins.int
+        DATABASE_FIELD_NUMBER: _builtins.int
+        table: _builtins.str
         """Redshift table name"""
-        query: builtins.str
+        query: _builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
-        schema: builtins.str
+        schema: _builtins.str
         """Redshift schema name"""
-        database: builtins.str
+        database: _builtins.str
         """Redshift database name"""
         def __init__(
             self,
             *,
-            table: builtins.str = ...,
-            query: builtins.str = ...,
-            schema: builtins.str = ...,
-            database: builtins.str = ...,
+            table: _builtins.str = ...,
+            query: _builtins.str = ...,
+            schema: _builtins.str = ...,
+            database: _builtins.str = ...,
         ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["database", b"database", "query", b"query", "schema", b"schema", "table", b"table"]) -> None: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["database", b"database", "query", b"query", "schema", b"schema", "table", b"table"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class AthenaOptions(google.protobuf.message.Message):
+    @_typing.final
+    class AthenaOptions(_message.Message):
         """Defines options for DataSource that sources features from a Athena Query"""
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: builtins.int
-        QUERY_FIELD_NUMBER: builtins.int
-        DATABASE_FIELD_NUMBER: builtins.int
-        DATA_SOURCE_FIELD_NUMBER: builtins.int
-        table: builtins.str
+        TABLE_FIELD_NUMBER: _builtins.int
+        QUERY_FIELD_NUMBER: _builtins.int
+        DATABASE_FIELD_NUMBER: _builtins.int
+        DATA_SOURCE_FIELD_NUMBER: _builtins.int
+        table: _builtins.str
         """Athena table name"""
-        query: builtins.str
+        query: _builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
-        database: builtins.str
+        database: _builtins.str
         """Athena database name"""
-        data_source: builtins.str
+        data_source: _builtins.str
         """Athena schema name"""
         def __init__(
             self,
             *,
-            table: builtins.str = ...,
-            query: builtins.str = ...,
-            database: builtins.str = ...,
-            data_source: builtins.str = ...,
+            table: _builtins.str = ...,
+            query: _builtins.str = ...,
+            database: _builtins.str = ...,
+            data_source: _builtins.str = ...,
         ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["data_source", b"data_source", "database", b"database", "query", b"query", "table", b"table"]) -> None: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["data_source", b"data_source", "database", b"database", "query", b"query", "table", b"table"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class SnowflakeOptions(google.protobuf.message.Message):
+    @_typing.final
+    class SnowflakeOptions(_message.Message):
         """Defines options for DataSource that sources features from a Snowflake Query"""
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: builtins.int
-        QUERY_FIELD_NUMBER: builtins.int
-        SCHEMA_FIELD_NUMBER: builtins.int
-        DATABASE_FIELD_NUMBER: builtins.int
-        table: builtins.str
+        TABLE_FIELD_NUMBER: _builtins.int
+        QUERY_FIELD_NUMBER: _builtins.int
+        SCHEMA_FIELD_NUMBER: _builtins.int
+        DATABASE_FIELD_NUMBER: _builtins.int
+        table: _builtins.str
         """Snowflake table name"""
-        query: builtins.str
+        query: _builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
-        schema: builtins.str
+        schema: _builtins.str
         """Snowflake schema name"""
-        database: builtins.str
+        database: _builtins.str
         """Snowflake schema name"""
         def __init__(
             self,
             *,
-            table: builtins.str = ...,
-            query: builtins.str = ...,
-            schema: builtins.str = ...,
-            database: builtins.str = ...,
+            table: _builtins.str = ...,
+            query: _builtins.str = ...,
+            schema: _builtins.str = ...,
+            database: _builtins.str = ...,
         ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["database", b"database", "query", b"query", "schema", b"schema", "table", b"table"]) -> None: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["database", b"database", "query", b"query", "schema", b"schema", "table", b"table"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class SparkOptions(google.protobuf.message.Message):
+    @_typing.final
+    class SparkOptions(_message.Message):
         """Defines options for DataSource that sources features from a spark table/query"""
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: builtins.int
-        QUERY_FIELD_NUMBER: builtins.int
-        PATH_FIELD_NUMBER: builtins.int
-        FILE_FORMAT_FIELD_NUMBER: builtins.int
-        DATE_PARTITION_COLUMN_FORMAT_FIELD_NUMBER: builtins.int
-        TABLE_FORMAT_FIELD_NUMBER: builtins.int
-        table: builtins.str
+        TABLE_FIELD_NUMBER: _builtins.int
+        QUERY_FIELD_NUMBER: _builtins.int
+        PATH_FIELD_NUMBER: _builtins.int
+        FILE_FORMAT_FIELD_NUMBER: _builtins.int
+        DATE_PARTITION_COLUMN_FORMAT_FIELD_NUMBER: _builtins.int
+        TABLE_FORMAT_FIELD_NUMBER: _builtins.int
+        table: _builtins.str
         """Table name"""
-        query: builtins.str
+        query: _builtins.str
         """Spark SQl query that returns the table, this is an alternative to `table`"""
-        path: builtins.str
+        path: _builtins.str
         """Path from which spark can read the table, this is an alternative to `table`"""
-        file_format: builtins.str
+        file_format: _builtins.str
         """Format of files at `path` (e.g. parquet, avro, etc)"""
-        date_partition_column_format: builtins.str
+        date_partition_column_format: _builtins.str
         """Date Format of date partition column (e.g. %Y-%m-%d)"""
-        @property
-        def table_format(self) -> feast.core.DataFormat_pb2.TableFormat:
+        @_builtins.property
+        def table_format(self) -> _DataFormat_pb2.TableFormat:
             """Table Format (e.g. iceberg, delta, hudi)"""
+
         def __init__(
             self,
             *,
-            table: builtins.str = ...,
-            query: builtins.str = ...,
-            path: builtins.str = ...,
-            file_format: builtins.str = ...,
-            date_partition_column_format: builtins.str = ...,
-            table_format: feast.core.DataFormat_pb2.TableFormat | None = ...,
+            table: _builtins.str = ...,
+            query: _builtins.str = ...,
+            path: _builtins.str = ...,
+            file_format: _builtins.str = ...,
+            date_partition_column_format: _builtins.str = ...,
+            table_format: _DataFormat_pb2.TableFormat | None = ...,
         ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["table_format", b"table_format"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["date_partition_column_format", b"date_partition_column_format", "file_format", b"file_format", "path", b"path", "query", b"query", "table", b"table", "table_format", b"table_format"]) -> None: ...
+        _HasFieldArgType: _TypeAlias = _typing.Literal["table_format", b"table_format"]  # noqa: Y015
+        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["date_partition_column_format", b"date_partition_column_format", "file_format", b"file_format", "path", b"path", "query", b"query", "table", b"table", "table_format", b"table_format"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class CustomSourceOptions(google.protobuf.message.Message):
+    @_typing.final
+    class CustomSourceOptions(_message.Message):
         """Defines configuration for custom third-party data sources."""
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        CONFIGURATION_FIELD_NUMBER: builtins.int
-        configuration: builtins.bytes
+        CONFIGURATION_FIELD_NUMBER: _builtins.int
+        configuration: _builtins.bytes
         """Serialized configuration information for the data source. The implementer of the custom data source is
         responsible for serializing and deserializing data from bytes
         """
         def __init__(
             self,
             *,
-            configuration: builtins.bytes = ...,
+            configuration: _builtins.bytes = ...,
         ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["configuration", b"configuration"]) -> None: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["configuration", b"configuration"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class RequestDataOptions(google.protobuf.message.Message):
+    @_typing.final
+    class RequestDataOptions(_message.Message):
         """Defines options for DataSource that sources features from request data"""
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
-        class DeprecatedSchemaEntry(google.protobuf.message.Message):
-            DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        @_typing.final
+        class DeprecatedSchemaEntry(_message.Message):
+            DESCRIPTOR: _descriptor.Descriptor
 
-            KEY_FIELD_NUMBER: builtins.int
-            VALUE_FIELD_NUMBER: builtins.int
-            key: builtins.str
-            value: feast.types.Value_pb2.ValueType.Enum.ValueType
+            KEY_FIELD_NUMBER: _builtins.int
+            VALUE_FIELD_NUMBER: _builtins.int
+            key: _builtins.str
+            value: _Value_pb2.ValueType.Enum.ValueType
             def __init__(
                 self,
                 *,
-                key: builtins.str = ...,
-                value: feast.types.Value_pb2.ValueType.Enum.ValueType = ...,
+                key: _builtins.str = ...,
+                value: _Value_pb2.ValueType.Enum.ValueType = ...,
             ) -> None: ...
-            def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+            _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
+            def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-        DEPRECATED_SCHEMA_FIELD_NUMBER: builtins.int
-        SCHEMA_FIELD_NUMBER: builtins.int
-        @property
-        def deprecated_schema(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, feast.types.Value_pb2.ValueType.Enum.ValueType]:
+        DEPRECATED_SCHEMA_FIELD_NUMBER: _builtins.int
+        SCHEMA_FIELD_NUMBER: _builtins.int
+        @_builtins.property
+        def deprecated_schema(self) -> _containers.ScalarMap[_builtins.str, _Value_pb2.ValueType.Enum.ValueType]:
             """Mapping of feature name to type"""
-        @property
-        def schema(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]: ...
+
+        @_builtins.property
+        def schema(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]: ...
         def __init__(
             self,
             *,
-            deprecated_schema: collections.abc.Mapping[builtins.str, feast.types.Value_pb2.ValueType.Enum.ValueType] | None = ...,
-            schema: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+            deprecated_schema: _abc.Mapping[_builtins.str, _Value_pb2.ValueType.Enum.ValueType] | None = ...,
+            schema: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
         ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["deprecated_schema", b"deprecated_schema", "schema", b"schema"]) -> None: ...
+        _ClearFieldArgType: _TypeAlias = _typing.Literal["deprecated_schema", b"deprecated_schema", "schema", b"schema"]  # noqa: Y015
+        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-    class PushOptions(google.protobuf.message.Message):
+    @_typing.final
+    class PushOptions(_message.Message):
         """Defines options for DataSource that supports pushing data to it. This allows data to be pushed to
         the online store on-demand, such as by stream consumers.
         """
 
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+        DESCRIPTOR: _descriptor.Descriptor
 
         def __init__(
             self,
         ) -> None: ...
 
-    NAME_FIELD_NUMBER: builtins.int
-    PROJECT_FIELD_NUMBER: builtins.int
-    DESCRIPTION_FIELD_NUMBER: builtins.int
-    TAGS_FIELD_NUMBER: builtins.int
-    OWNER_FIELD_NUMBER: builtins.int
-    TYPE_FIELD_NUMBER: builtins.int
-    FIELD_MAPPING_FIELD_NUMBER: builtins.int
-    TIMESTAMP_FIELD_FIELD_NUMBER: builtins.int
-    DATE_PARTITION_COLUMN_FIELD_NUMBER: builtins.int
-    CREATED_TIMESTAMP_COLUMN_FIELD_NUMBER: builtins.int
-    DATA_SOURCE_CLASS_TYPE_FIELD_NUMBER: builtins.int
-    BATCH_SOURCE_FIELD_NUMBER: builtins.int
-    META_FIELD_NUMBER: builtins.int
-    FILE_OPTIONS_FIELD_NUMBER: builtins.int
-    BIGQUERY_OPTIONS_FIELD_NUMBER: builtins.int
-    KAFKA_OPTIONS_FIELD_NUMBER: builtins.int
-    KINESIS_OPTIONS_FIELD_NUMBER: builtins.int
-    REDSHIFT_OPTIONS_FIELD_NUMBER: builtins.int
-    REQUEST_DATA_OPTIONS_FIELD_NUMBER: builtins.int
-    CUSTOM_OPTIONS_FIELD_NUMBER: builtins.int
-    SNOWFLAKE_OPTIONS_FIELD_NUMBER: builtins.int
-    PUSH_OPTIONS_FIELD_NUMBER: builtins.int
-    SPARK_OPTIONS_FIELD_NUMBER: builtins.int
-    TRINO_OPTIONS_FIELD_NUMBER: builtins.int
-    ATHENA_OPTIONS_FIELD_NUMBER: builtins.int
-    name: builtins.str
+    NAME_FIELD_NUMBER: _builtins.int
+    PROJECT_FIELD_NUMBER: _builtins.int
+    DESCRIPTION_FIELD_NUMBER: _builtins.int
+    TAGS_FIELD_NUMBER: _builtins.int
+    OWNER_FIELD_NUMBER: _builtins.int
+    TYPE_FIELD_NUMBER: _builtins.int
+    FIELD_MAPPING_FIELD_NUMBER: _builtins.int
+    TIMESTAMP_FIELD_FIELD_NUMBER: _builtins.int
+    DATE_PARTITION_COLUMN_FIELD_NUMBER: _builtins.int
+    CREATED_TIMESTAMP_COLUMN_FIELD_NUMBER: _builtins.int
+    DATA_SOURCE_CLASS_TYPE_FIELD_NUMBER: _builtins.int
+    BATCH_SOURCE_FIELD_NUMBER: _builtins.int
+    META_FIELD_NUMBER: _builtins.int
+    FILE_OPTIONS_FIELD_NUMBER: _builtins.int
+    BIGQUERY_OPTIONS_FIELD_NUMBER: _builtins.int
+    KAFKA_OPTIONS_FIELD_NUMBER: _builtins.int
+    KINESIS_OPTIONS_FIELD_NUMBER: _builtins.int
+    REDSHIFT_OPTIONS_FIELD_NUMBER: _builtins.int
+    REQUEST_DATA_OPTIONS_FIELD_NUMBER: _builtins.int
+    CUSTOM_OPTIONS_FIELD_NUMBER: _builtins.int
+    SNOWFLAKE_OPTIONS_FIELD_NUMBER: _builtins.int
+    PUSH_OPTIONS_FIELD_NUMBER: _builtins.int
+    SPARK_OPTIONS_FIELD_NUMBER: _builtins.int
+    TRINO_OPTIONS_FIELD_NUMBER: _builtins.int
+    ATHENA_OPTIONS_FIELD_NUMBER: _builtins.int
+    TIMESTAMP_FIELD_TYPE_FIELD_NUMBER: _builtins.int
+    name: _builtins.str
     """Unique name of data source within the project"""
-    project: builtins.str
+    project: _builtins.str
     """Name of Feast project that this data source belongs to."""
-    description: builtins.str
-    @property
-    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
-    owner: builtins.str
-    type: global___DataSource.SourceType.ValueType
-    @property
-    def field_mapping(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
-        """Defines mapping between fields in the sourced data
-        and fields in parent FeatureTable.
-        """
-    timestamp_field: builtins.str
+    description: _builtins.str
+    owner: _builtins.str
+    type: Global___DataSource.SourceType.ValueType
+    timestamp_field: _builtins.str
     """Must specify event timestamp column name"""
-    date_partition_column: builtins.str
+    date_partition_column: _builtins.str
     """(Optional) Specify partition column
     useful for file sources
     """
-    created_timestamp_column: builtins.str
+    created_timestamp_column: _builtins.str
     """Must specify creation timestamp column name"""
-    data_source_class_type: builtins.str
+    timestamp_field_type: _builtins.str
+    """(Optional) Type of the timestamp_field column ("TIMESTAMP" or "DATE").
+    When set to "DATE", SQL generation uses date-only comparisons.
+    """
+    data_source_class_type: _builtins.str
     """This is an internal field that is represents the python class for the data source object a proto object represents.
     This should be set by feast, and not by users.
     The field is used primarily by custom data sources and is mandatory for them to set. Feast may set it for
     first party sources as well.
     """
-    @property
-    def batch_source(self) -> global___DataSource:
+    @_builtins.property
+    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
+    @_builtins.property
+    def field_mapping(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+        """Defines mapping between fields in the sourced data
+        and fields in parent FeatureTable.
+        """
+
+    @_builtins.property
+    def batch_source(self) -> Global___DataSource:
         """Optional batch source for streaming sources for historical features and materialization."""
-    @property
-    def meta(self) -> global___DataSource.SourceMeta: ...
-    @property
-    def file_options(self) -> global___DataSource.FileOptions: ...
-    @property
-    def bigquery_options(self) -> global___DataSource.BigQueryOptions: ...
-    @property
-    def kafka_options(self) -> global___DataSource.KafkaOptions: ...
-    @property
-    def kinesis_options(self) -> global___DataSource.KinesisOptions: ...
-    @property
-    def redshift_options(self) -> global___DataSource.RedshiftOptions: ...
-    @property
-    def request_data_options(self) -> global___DataSource.RequestDataOptions: ...
-    @property
-    def custom_options(self) -> global___DataSource.CustomSourceOptions: ...
-    @property
-    def snowflake_options(self) -> global___DataSource.SnowflakeOptions: ...
-    @property
-    def push_options(self) -> global___DataSource.PushOptions: ...
-    @property
-    def spark_options(self) -> global___DataSource.SparkOptions: ...
-    @property
-    def trino_options(self) -> global___DataSource.TrinoOptions: ...
-    @property
-    def athena_options(self) -> global___DataSource.AthenaOptions: ...
+
+    @_builtins.property
+    def meta(self) -> Global___DataSource.SourceMeta: ...
+    @_builtins.property
+    def file_options(self) -> Global___DataSource.FileOptions: ...
+    @_builtins.property
+    def bigquery_options(self) -> Global___DataSource.BigQueryOptions: ...
+    @_builtins.property
+    def kafka_options(self) -> Global___DataSource.KafkaOptions: ...
+    @_builtins.property
+    def kinesis_options(self) -> Global___DataSource.KinesisOptions: ...
+    @_builtins.property
+    def redshift_options(self) -> Global___DataSource.RedshiftOptions: ...
+    @_builtins.property
+    def request_data_options(self) -> Global___DataSource.RequestDataOptions: ...
+    @_builtins.property
+    def custom_options(self) -> Global___DataSource.CustomSourceOptions: ...
+    @_builtins.property
+    def snowflake_options(self) -> Global___DataSource.SnowflakeOptions: ...
+    @_builtins.property
+    def push_options(self) -> Global___DataSource.PushOptions: ...
+    @_builtins.property
+    def spark_options(self) -> Global___DataSource.SparkOptions: ...
+    @_builtins.property
+    def trino_options(self) -> Global___DataSource.TrinoOptions: ...
+    @_builtins.property
+    def athena_options(self) -> Global___DataSource.AthenaOptions: ...
     def __init__(
         self,
         *,
-        name: builtins.str = ...,
-        project: builtins.str = ...,
-        description: builtins.str = ...,
-        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
-        owner: builtins.str = ...,
-        type: global___DataSource.SourceType.ValueType = ...,
-        field_mapping: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
-        timestamp_field: builtins.str = ...,
-        date_partition_column: builtins.str = ...,
-        created_timestamp_column: builtins.str = ...,
-        data_source_class_type: builtins.str = ...,
-        batch_source: global___DataSource | None = ...,
-        meta: global___DataSource.SourceMeta | None = ...,
-        file_options: global___DataSource.FileOptions | None = ...,
-        bigquery_options: global___DataSource.BigQueryOptions | None = ...,
-        kafka_options: global___DataSource.KafkaOptions | None = ...,
-        kinesis_options: global___DataSource.KinesisOptions | None = ...,
-        redshift_options: global___DataSource.RedshiftOptions | None = ...,
-        request_data_options: global___DataSource.RequestDataOptions | None = ...,
-        custom_options: global___DataSource.CustomSourceOptions | None = ...,
-        snowflake_options: global___DataSource.SnowflakeOptions | None = ...,
-        push_options: global___DataSource.PushOptions | None = ...,
-        spark_options: global___DataSource.SparkOptions | None = ...,
-        trino_options: global___DataSource.TrinoOptions | None = ...,
-        athena_options: global___DataSource.AthenaOptions | None = ...,
+        name: _builtins.str = ...,
+        project: _builtins.str = ...,
+        description: _builtins.str = ...,
+        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
+        owner: _builtins.str = ...,
+        type: Global___DataSource.SourceType.ValueType = ...,
+        field_mapping: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
+        timestamp_field: _builtins.str = ...,
+        date_partition_column: _builtins.str = ...,
+        created_timestamp_column: _builtins.str = ...,
+        timestamp_field_type: _builtins.str = ...,
+        data_source_class_type: _builtins.str = ...,
+        batch_source: Global___DataSource | None = ...,
+        meta: Global___DataSource.SourceMeta | None = ...,
+        file_options: Global___DataSource.FileOptions | None = ...,
+        bigquery_options: Global___DataSource.BigQueryOptions | None = ...,
+        kafka_options: Global___DataSource.KafkaOptions | None = ...,
+        kinesis_options: Global___DataSource.KinesisOptions | None = ...,
+        redshift_options: Global___DataSource.RedshiftOptions | None = ...,
+        request_data_options: Global___DataSource.RequestDataOptions | None = ...,
+        custom_options: Global___DataSource.CustomSourceOptions | None = ...,
+        snowflake_options: Global___DataSource.SnowflakeOptions | None = ...,
+        push_options: Global___DataSource.PushOptions | None = ...,
+        spark_options: Global___DataSource.SparkOptions | None = ...,
+        trino_options: Global___DataSource.TrinoOptions | None = ...,
+        athena_options: Global___DataSource.AthenaOptions | None = ...,
     ) -> None: ...
-    def HasField(self, field_name: typing_extensions.Literal["athena_options", b"athena_options", "batch_source", b"batch_source", "bigquery_options", b"bigquery_options", "custom_options", b"custom_options", "file_options", b"file_options", "kafka_options", b"kafka_options", "kinesis_options", b"kinesis_options", "meta", b"meta", "options", b"options", "push_options", b"push_options", "redshift_options", b"redshift_options", "request_data_options", b"request_data_options", "snowflake_options", b"snowflake_options", "spark_options", b"spark_options", "trino_options", b"trino_options"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["athena_options", b"athena_options", "batch_source", b"batch_source", "bigquery_options", b"bigquery_options", "created_timestamp_column", b"created_timestamp_column", "custom_options", b"custom_options", "data_source_class_type", b"data_source_class_type", "date_partition_column", b"date_partition_column", "description", b"description", "field_mapping", b"field_mapping", "file_options", b"file_options", "kafka_options", b"kafka_options", "kinesis_options", b"kinesis_options", "meta", b"meta", "name", b"name", "options", b"options", "owner", b"owner", "project", b"project", "push_options", b"push_options", "redshift_options", b"redshift_options", "request_data_options", b"request_data_options", "snowflake_options", b"snowflake_options", "spark_options", b"spark_options", "tags", b"tags", "timestamp_field", b"timestamp_field", "trino_options", b"trino_options", "type", b"type"]) -> None: ...
-    def WhichOneof(self, oneof_group: typing_extensions.Literal["options", b"options"]) -> typing_extensions.Literal["file_options", "bigquery_options", "kafka_options", "kinesis_options", "redshift_options", "request_data_options", "custom_options", "snowflake_options", "push_options", "spark_options", "trino_options", "athena_options"] | None: ...
-
-global___DataSource = DataSource
-
-class DataSourceList(google.protobuf.message.Message):
-    DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-    DATASOURCES_FIELD_NUMBER: builtins.int
-    @property
-    def datasources(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___DataSource]: ...
+    _HasFieldArgType: _TypeAlias = _typing.Literal["athena_options", b"athena_options", "batch_source", b"batch_source", "bigquery_options", b"bigquery_options", "custom_options", b"custom_options", "file_options", b"file_options", "kafka_options", b"kafka_options", "kinesis_options", b"kinesis_options", "meta", b"meta", "options", b"options", "push_options", b"push_options", "redshift_options", b"redshift_options", "request_data_options", b"request_data_options", "snowflake_options", b"snowflake_options", "spark_options", b"spark_options", "trino_options", b"trino_options"]  # noqa: Y015
+    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
+    _ClearFieldArgType: _TypeAlias = _typing.Literal["athena_options", b"athena_options", "batch_source", b"batch_source", "bigquery_options", b"bigquery_options", "created_timestamp_column", b"created_timestamp_column", "custom_options", b"custom_options", "data_source_class_type", b"data_source_class_type", "date_partition_column", b"date_partition_column", "description", b"description", "field_mapping", b"field_mapping", "file_options", b"file_options", "kafka_options", b"kafka_options", "kinesis_options", b"kinesis_options", "meta", b"meta", "name", b"name", "options", b"options", "owner", b"owner", "project", b"project", "push_options", b"push_options", "redshift_options", b"redshift_options", "request_data_options", b"request_data_options", "snowflake_options", b"snowflake_options", "spark_options", b"spark_options", "tags", b"tags", "timestamp_field", b"timestamp_field", "timestamp_field_type", b"timestamp_field_type", "trino_options", b"trino_options", "type", b"type"]  # noqa: Y015
+    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    _WhichOneofReturnType_options: _TypeAlias = _typing.Literal["file_options", "bigquery_options", "kafka_options", "kinesis_options", "redshift_options", "request_data_options", "custom_options", "snowflake_options", "push_options", "spark_options", "trino_options", "athena_options"]  # noqa: Y015
+    _WhichOneofArgType_options: _TypeAlias = _typing.Literal["options", b"options"]  # noqa: Y015
+    def WhichOneof(self, oneof_group: _WhichOneofArgType_options) -> _WhichOneofReturnType_options | None: ...
+
+Global___DataSource: _TypeAlias = DataSource  # noqa: Y015
+
+@_typing.final
+class DataSourceList(_message.Message):
+    DESCRIPTOR: _descriptor.Descriptor
+
+    DATASOURCES_FIELD_NUMBER: _builtins.int
+    @_builtins.property
+    def datasources(self) -> _containers.RepeatedCompositeFieldContainer[Global___DataSource]: ...
     def __init__(
         self,
         *,
-        datasources: collections.abc.Iterable[global___DataSource] | None = ...,
+        datasources: _abc.Iterable[Global___DataSource] | None = ...,
     ) -> None: ...
-    def ClearField(self, field_name: typing_extensions.Literal["datasources", b"datasources"]) -> None: ...
+    _ClearFieldArgType: _TypeAlias = _typing.Literal["datasources", b"datasources"]  # noqa: Y015
+    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
 
-global___DataSourceList = DataSourceList
+Global___DataSourceList: _TypeAlias = DataSourceList  # noqa: Y015
diff --git a/sdk/python/feast/protos/feast/core/FeatureView_pb2.py b/sdk/python/feast/protos/feast/core/FeatureView_pb2.py
index 43995d4aa72..71766558c82 100644
--- a/sdk/python/feast/protos/feast/core/FeatureView_pb2.py
+++ b/sdk/python/feast/protos/feast/core/FeatureView_pb2.py
@@ -19,7 +19,7 @@
 from feast.protos.feast.core import Transformation_pb2 as feast_dot_core_dot_Transformation__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1c\x66\x65\x61st/core/FeatureView.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\"c\n\x0b\x46\x65\x61tureView\x12)\n\x04spec\x18\x01 \x01(\x0b\x32\x1b.feast.core.FeatureViewSpec\x12)\n\x04meta\x18\x02 \x01(\x0b\x32\x1b.feast.core.FeatureViewMeta\"\x80\x05\n\x0f\x46\x65\x61tureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x65ntities\x18\x03 \x03(\t\x12+\n\x08\x66\x65\x61tures\x18\x04 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x33\n\x04tags\x18\x05 \x03(\x0b\x32%.feast.core.FeatureViewSpec.TagsEntry\x12&\n\x03ttl\x18\x06 \x01(\x0b\x32\x19.google.protobuf.Duration\x12,\n\x0c\x62\x61tch_source\x18\x07 \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0e\n\x06online\x18\x08 \x01(\x08\x12-\n\rstream_source\x18\t \x01(\x0b\x32\x16.feast.core.DataSource\x12\x13\n\x0b\x64\x65scription\x18\n \x01(\t\x12\r\n\x05owner\x18\x0b \x01(\t\x12\x31\n\x0e\x65ntity_columns\x18\x0c \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x0f\n\x07offline\x18\r \x01(\x08\x12\x31\n\x0csource_views\x18\x0e \x03(\x0b\x32\x1b.feast.core.FeatureViewSpec\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\x0f \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x0c\n\x04mode\x18\x10 \x01(\t\x12\x19\n\x11\x65nable_validation\x18\x11 \x01(\x08\x12\x0f\n\x07version\x18\x12 \x01(\t\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\x80\x02\n\x0f\x46\x65\x61tureViewMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x46\n\x19materialization_intervals\x18\x03 \x03(\x0b\x32#.feast.core.MaterializationInterval\x12\x1e\n\x16\x63urrent_version_number\x18\x04 \x01(\x05\x12\x12\n\nversion_id\x18\x05 \x01(\t\"w\n\x17MaterializationInterval\x12.\n\nstart_time\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12,\n\x08\x65nd_time\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"@\n\x0f\x46\x65\x61tureViewList\x12-\n\x0c\x66\x65\x61tureviews\x18\x01 \x03(\x0b\x32\x17.feast.core.FeatureViewBU\n\x10\x66\x65\x61st.proto.coreB\x10\x46\x65\x61tureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1c\x66\x65\x61st/core/FeatureView.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\"c\n\x0b\x46\x65\x61tureView\x12)\n\x04spec\x18\x01 \x01(\x0b\x32\x1b.feast.core.FeatureViewSpec\x12)\n\x04meta\x18\x02 \x01(\x0b\x32\x1b.feast.core.FeatureViewMeta\"\x9f\x05\n\x0f\x46\x65\x61tureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x65ntities\x18\x03 \x03(\t\x12+\n\x08\x66\x65\x61tures\x18\x04 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x33\n\x04tags\x18\x05 \x03(\x0b\x32%.feast.core.FeatureViewSpec.TagsEntry\x12&\n\x03ttl\x18\x06 \x01(\x0b\x32\x19.google.protobuf.Duration\x12,\n\x0c\x62\x61tch_source\x18\x07 \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0e\n\x06online\x18\x08 \x01(\x08\x12-\n\rstream_source\x18\t \x01(\x0b\x32\x16.feast.core.DataSource\x12\x13\n\x0b\x64\x65scription\x18\n \x01(\t\x12\r\n\x05owner\x18\x0b \x01(\t\x12\x31\n\x0e\x65ntity_columns\x18\x0c \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x0f\n\x07offline\x18\r \x01(\x08\x12\x31\n\x0csource_views\x18\x0e \x03(\x0b\x32\x1b.feast.core.FeatureViewSpec\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\x0f \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x0c\n\x04mode\x18\x10 \x01(\t\x12\x19\n\x11\x65nable_validation\x18\x11 \x01(\x08\x12\x0f\n\x07version\x18\x12 \x01(\t\x12\x0b\n\x03org\x18\x13 \x01(\t\x12\x10\n\x08\x64isabled\x18\x14 \x01(\x08\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\xad\x02\n\x0f\x46\x65\x61tureViewMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x46\n\x19materialization_intervals\x18\x03 \x03(\x0b\x32#.feast.core.MaterializationInterval\x12\x1e\n\x16\x63urrent_version_number\x18\x04 \x01(\x05\x12\x12\n\nversion_id\x18\x05 \x01(\t\x12+\n\x05state\x18\x06 \x01(\x0e\x32\x1c.feast.core.FeatureViewState\"w\n\x17MaterializationInterval\x12.\n\nstart_time\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12,\n\x08\x65nd_time\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"@\n\x0f\x46\x65\x61tureViewList\x12-\n\x0c\x66\x65\x61tureviews\x18\x01 \x03(\x0b\x32\x17.feast.core.FeatureView*n\n\x10\x46\x65\x61tureViewState\x12\x15\n\x11STATE_UNSPECIFIED\x10\x00\x12\x0b\n\x07\x43REATED\x10\x01\x12\r\n\tGENERATED\x10\x02\x12\x11\n\rMATERIALIZING\x10\x03\x12\x14\n\x10\x41VAILABLE_ONLINE\x10\x04\x42U\n\x10\x66\x65\x61st.proto.coreB\x10\x46\x65\x61tureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -29,16 +29,18 @@
   _globals['DESCRIPTOR']._serialized_options = b'\n\020feast.proto.coreB\020FeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/core'
   _globals['_FEATUREVIEWSPEC_TAGSENTRY']._options = None
   _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_options = b'8\001'
+  _globals['_FEATUREVIEWSTATE']._serialized_start=1463
+  _globals['_FEATUREVIEWSTATE']._serialized_end=1573
   _globals['_FEATUREVIEW']._serialized_start=197
   _globals['_FEATUREVIEW']._serialized_end=296
   _globals['_FEATUREVIEWSPEC']._serialized_start=299
-  _globals['_FEATUREVIEWSPEC']._serialized_end=939
-  _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_start=896
-  _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_end=939
-  _globals['_FEATUREVIEWMETA']._serialized_start=942
-  _globals['_FEATUREVIEWMETA']._serialized_end=1198
-  _globals['_MATERIALIZATIONINTERVAL']._serialized_start=1200
-  _globals['_MATERIALIZATIONINTERVAL']._serialized_end=1319
-  _globals['_FEATUREVIEWLIST']._serialized_start=1321
-  _globals['_FEATUREVIEWLIST']._serialized_end=1385
+  _globals['_FEATUREVIEWSPEC']._serialized_end=970
+  _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_start=927
+  _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_end=970
+  _globals['_FEATUREVIEWMETA']._serialized_start=973
+  _globals['_FEATUREVIEWMETA']._serialized_end=1274
+  _globals['_MATERIALIZATIONINTERVAL']._serialized_start=1276
+  _globals['_MATERIALIZATIONINTERVAL']._serialized_end=1395
+  _globals['_FEATUREVIEWLIST']._serialized_start=1397
+  _globals['_FEATUREVIEWLIST']._serialized_end=1461
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/FeatureView_pb2.pyi b/sdk/python/feast/protos/feast/core/FeatureView_pb2.pyi
index a62e275260f..e73bc66a555 100644
--- a/sdk/python/feast/protos/feast/core/FeatureView_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/FeatureView_pb2.pyi
@@ -24,17 +24,59 @@ import feast.core.Transformation_pb2
 import google.protobuf.descriptor
 import google.protobuf.duration_pb2
 import google.protobuf.internal.containers
+import google.protobuf.internal.enum_type_wrapper
 import google.protobuf.message
 import google.protobuf.timestamp_pb2
 import sys
+import typing
 
-if sys.version_info >= (3, 8):
+if sys.version_info >= (3, 10):
     import typing as typing_extensions
 else:
     import typing_extensions
 
 DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
+class _FeatureViewState:
+    ValueType = typing.NewType("ValueType", builtins.int)
+    V: typing_extensions.TypeAlias = ValueType
+
+class _FeatureViewStateEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[_FeatureViewState.ValueType], builtins.type):  # noqa: F821
+    DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
+    STATE_UNSPECIFIED: _FeatureViewState.ValueType  # 0
+    """Default value for backward compatibility. Treated as AVAILABLE_ONLINE
+    for existing feature views that predate the state machine.
+    """
+    CREATED: _FeatureViewState.ValueType  # 1
+    """Feature view has been registered via feast apply but no data is available."""
+    GENERATED: _FeatureViewState.ValueType  # 2
+    """Feature engineering / offline data generation is complete.
+    The feature view is ready to be materialized.
+    """
+    MATERIALIZING: _FeatureViewState.ValueType  # 3
+    """Materialization is currently in progress."""
+    AVAILABLE_ONLINE: _FeatureViewState.ValueType  # 4
+    """Materialization completed. Features are available in the online store."""
+
+class FeatureViewState(_FeatureViewState, metaclass=_FeatureViewStateEnumTypeWrapper):
+    """Lifecycle state of a feature view."""
+
+STATE_UNSPECIFIED: FeatureViewState.ValueType  # 0
+"""Default value for backward compatibility. Treated as AVAILABLE_ONLINE
+for existing feature views that predate the state machine.
+"""
+CREATED: FeatureViewState.ValueType  # 1
+"""Feature view has been registered via feast apply but no data is available."""
+GENERATED: FeatureViewState.ValueType  # 2
+"""Feature engineering / offline data generation is complete.
+The feature view is ready to be materialized.
+"""
+MATERIALIZING: FeatureViewState.ValueType  # 3
+"""Materialization is currently in progress."""
+AVAILABLE_ONLINE: FeatureViewState.ValueType  # 4
+"""Materialization completed. Features are available in the online store."""
+global___FeatureViewState = FeatureViewState
+
 class FeatureView(google.protobuf.message.Message):
     DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
@@ -58,7 +100,7 @@ class FeatureView(google.protobuf.message.Message):
 global___FeatureView = FeatureView
 
 class FeatureViewSpec(google.protobuf.message.Message):
-    """Next available id: 19
+    """Next available id: 20
     TODO(adchia): refactor common fields from this and ODFV into separate metadata proto
     """
 
@@ -97,6 +139,8 @@ class FeatureViewSpec(google.protobuf.message.Message):
     MODE_FIELD_NUMBER: builtins.int
     ENABLE_VALIDATION_FIELD_NUMBER: builtins.int
     VERSION_FIELD_NUMBER: builtins.int
+    ORG_FIELD_NUMBER: builtins.int
+    DISABLED_FIELD_NUMBER: builtins.int
     name: builtins.str
     """Name of the feature view. Must be unique. Not updated."""
     project: builtins.str
@@ -151,6 +195,13 @@ class FeatureViewSpec(google.protobuf.message.Message):
     """Whether schema validation is enabled during materialization"""
     version: builtins.str
     """User-specified version pin (e.g. "latest", "v2", "version2")"""
+    org: builtins.str
+    """Organizational unit that owns this feature view (e.g. "ads", "search")."""
+    disabled: builtins.bool
+    """Whether this feature view is disabled for serving and materialization.
+    When true, the feature view will not serve online features or be materialized.
+    Defaults to false (enabled) for backward compatibility.
+    """
     def __init__(
         self,
         *,
@@ -172,9 +223,11 @@ class FeatureViewSpec(google.protobuf.message.Message):
         mode: builtins.str = ...,
         enable_validation: builtins.bool = ...,
         version: builtins.str = ...,
+        org: builtins.str = ...,
+        disabled: builtins.bool = ...,
     ) -> None: ...
     def HasField(self, field_name: typing_extensions.Literal["batch_source", b"batch_source", "feature_transformation", b"feature_transformation", "stream_source", b"stream_source", "ttl", b"ttl"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["batch_source", b"batch_source", "description", b"description", "enable_validation", b"enable_validation", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "offline", b"offline", "online", b"online", "owner", b"owner", "project", b"project", "source_views", b"source_views", "stream_source", b"stream_source", "tags", b"tags", "ttl", b"ttl", "version", b"version"]) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["batch_source", b"batch_source", "description", b"description", "disabled", b"disabled", "enable_validation", b"enable_validation", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "offline", b"offline", "online", b"online", "org", b"org", "owner", b"owner", "project", b"project", "source_views", b"source_views", "stream_source", b"stream_source", "tags", b"tags", "ttl", b"ttl", "version", b"version"]) -> None: ...
 
 global___FeatureViewSpec = FeatureViewSpec
 
@@ -186,6 +239,7 @@ class FeatureViewMeta(google.protobuf.message.Message):
     MATERIALIZATION_INTERVALS_FIELD_NUMBER: builtins.int
     CURRENT_VERSION_NUMBER_FIELD_NUMBER: builtins.int
     VERSION_ID_FIELD_NUMBER: builtins.int
+    STATE_FIELD_NUMBER: builtins.int
     @property
     def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time where this Feature View is created"""
@@ -199,6 +253,8 @@ class FeatureViewMeta(google.protobuf.message.Message):
     """The current version number of this feature view in the version history."""
     version_id: builtins.str
     """Auto-generated UUID identifying this specific version."""
+    state: global___FeatureViewState.ValueType
+    """Lifecycle state of this feature view."""
     def __init__(
         self,
         *,
@@ -207,9 +263,10 @@ class FeatureViewMeta(google.protobuf.message.Message):
         materialization_intervals: collections.abc.Iterable[global___MaterializationInterval] | None = ...,
         current_version_number: builtins.int = ...,
         version_id: builtins.str = ...,
+        state: global___FeatureViewState.ValueType = ...,
     ) -> None: ...
     def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "current_version_number", b"current_version_number", "last_updated_timestamp", b"last_updated_timestamp", "materialization_intervals", b"materialization_intervals", "version_id", b"version_id"]) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "current_version_number", b"current_version_number", "last_updated_timestamp", b"last_updated_timestamp", "materialization_intervals", b"materialization_intervals", "state", b"state", "version_id", b"version_id"]) -> None: ...
 
 global___FeatureViewMeta = FeatureViewMeta
 
diff --git a/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.py b/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.py
index 629c02c3a5f..1c264ec06c5 100644
--- a/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.py
+++ b/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.py
@@ -21,7 +21,7 @@
 from feast.protos.feast.core import Aggregation_pb2 as feast_dot_core_dot_Aggregation__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n$feast/core/OnDemandFeatureView.proto\x12\nfeast.core\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a&feast/core/FeatureViewProjection.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\x1a\x1c\x66\x65\x61st/core/Aggregation.proto\"{\n\x13OnDemandFeatureView\x12\x31\n\x04spec\x18\x01 \x01(\x0b\x32#.feast.core.OnDemandFeatureViewSpec\x12\x31\n\x04meta\x18\x02 \x01(\x0b\x32#.feast.core.OnDemandFeatureViewMeta\"\xd0\x05\n\x17OnDemandFeatureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12+\n\x08\x66\x65\x61tures\x18\x03 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x41\n\x07sources\x18\x04 \x03(\x0b\x32\x30.feast.core.OnDemandFeatureViewSpec.SourcesEntry\x12\x42\n\x15user_defined_function\x18\x05 \x01(\x0b\x32\x1f.feast.core.UserDefinedFunctionB\x02\x18\x01\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\n \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x13\n\x0b\x64\x65scription\x18\x06 \x01(\t\x12;\n\x04tags\x18\x07 \x03(\x0b\x32-.feast.core.OnDemandFeatureViewSpec.TagsEntry\x12\r\n\x05owner\x18\x08 \x01(\t\x12\x0c\n\x04mode\x18\x0b \x01(\t\x12\x1d\n\x15write_to_online_store\x18\x0c \x01(\x08\x12\x10\n\x08\x65ntities\x18\r \x03(\t\x12\x31\n\x0e\x65ntity_columns\x18\x0e \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x11\n\tsingleton\x18\x0f \x01(\x08\x12-\n\x0c\x61ggregations\x18\x10 \x03(\x0b\x32\x17.feast.core.Aggregation\x12\x0f\n\x07version\x18\x11 \x01(\t\x1aJ\n\x0cSourcesEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12)\n\x05value\x18\x02 \x01(\x0b\x32\x1a.feast.core.OnDemandSource:\x02\x38\x01\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\xc0\x01\n\x17OnDemandFeatureViewMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x1e\n\x16\x63urrent_version_number\x18\x03 \x01(\x05\x12\x12\n\nversion_id\x18\x04 \x01(\t\"\xc8\x01\n\x0eOnDemandSource\x12/\n\x0c\x66\x65\x61ture_view\x18\x01 \x01(\x0b\x32\x17.feast.core.FeatureViewH\x00\x12\x44\n\x17\x66\x65\x61ture_view_projection\x18\x03 \x01(\x0b\x32!.feast.core.FeatureViewProjectionH\x00\x12\x35\n\x13request_data_source\x18\x02 \x01(\x0b\x32\x16.feast.core.DataSourceH\x00\x42\x08\n\x06source\"H\n\x13UserDefinedFunction\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0c\n\x04\x62ody\x18\x02 \x01(\x0c\x12\x11\n\tbody_text\x18\x03 \x01(\t:\x02\x18\x01\"X\n\x17OnDemandFeatureViewList\x12=\n\x14ondemandfeatureviews\x18\x01 \x03(\x0b\x32\x1f.feast.core.OnDemandFeatureViewB]\n\x10\x66\x65\x61st.proto.coreB\x18OnDemandFeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n$feast/core/OnDemandFeatureView.proto\x12\nfeast.core\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a&feast/core/FeatureViewProjection.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\x1a\x1c\x66\x65\x61st/core/Aggregation.proto\"{\n\x13OnDemandFeatureView\x12\x31\n\x04spec\x18\x01 \x01(\x0b\x32#.feast.core.OnDemandFeatureViewSpec\x12\x31\n\x04meta\x18\x02 \x01(\x0b\x32#.feast.core.OnDemandFeatureViewMeta\"\xef\x05\n\x17OnDemandFeatureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12+\n\x08\x66\x65\x61tures\x18\x03 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x41\n\x07sources\x18\x04 \x03(\x0b\x32\x30.feast.core.OnDemandFeatureViewSpec.SourcesEntry\x12\x42\n\x15user_defined_function\x18\x05 \x01(\x0b\x32\x1f.feast.core.UserDefinedFunctionB\x02\x18\x01\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\n \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x13\n\x0b\x64\x65scription\x18\x06 \x01(\t\x12;\n\x04tags\x18\x07 \x03(\x0b\x32-.feast.core.OnDemandFeatureViewSpec.TagsEntry\x12\r\n\x05owner\x18\x08 \x01(\t\x12\x0c\n\x04mode\x18\x0b \x01(\t\x12\x1d\n\x15write_to_online_store\x18\x0c \x01(\x08\x12\x10\n\x08\x65ntities\x18\r \x03(\t\x12\x31\n\x0e\x65ntity_columns\x18\x0e \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x11\n\tsingleton\x18\x0f \x01(\x08\x12-\n\x0c\x61ggregations\x18\x10 \x03(\x0b\x32\x17.feast.core.Aggregation\x12\x0f\n\x07version\x18\x11 \x01(\t\x12\x0b\n\x03org\x18\x12 \x01(\t\x12\x10\n\x08\x64isabled\x18\x13 \x01(\x08\x1aJ\n\x0cSourcesEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12)\n\x05value\x18\x02 \x01(\x0b\x32\x1a.feast.core.OnDemandSource:\x02\x38\x01\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\xed\x01\n\x17OnDemandFeatureViewMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x1e\n\x16\x63urrent_version_number\x18\x03 \x01(\x05\x12\x12\n\nversion_id\x18\x04 \x01(\t\x12+\n\x05state\x18\x05 \x01(\x0e\x32\x1c.feast.core.FeatureViewState\"\xc8\x01\n\x0eOnDemandSource\x12/\n\x0c\x66\x65\x61ture_view\x18\x01 \x01(\x0b\x32\x17.feast.core.FeatureViewH\x00\x12\x44\n\x17\x66\x65\x61ture_view_projection\x18\x03 \x01(\x0b\x32!.feast.core.FeatureViewProjectionH\x00\x12\x35\n\x13request_data_source\x18\x02 \x01(\x0b\x32\x16.feast.core.DataSourceH\x00\x42\x08\n\x06source\"H\n\x13UserDefinedFunction\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0c\n\x04\x62ody\x18\x02 \x01(\x0c\x12\x11\n\tbody_text\x18\x03 \x01(\t:\x02\x18\x01\"X\n\x17OnDemandFeatureViewList\x12=\n\x14ondemandfeatureviews\x18\x01 \x03(\x0b\x32\x1f.feast.core.OnDemandFeatureViewB]\n\x10\x66\x65\x61st.proto.coreB\x18OnDemandFeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -40,17 +40,17 @@
   _globals['_ONDEMANDFEATUREVIEW']._serialized_start=273
   _globals['_ONDEMANDFEATUREVIEW']._serialized_end=396
   _globals['_ONDEMANDFEATUREVIEWSPEC']._serialized_start=399
-  _globals['_ONDEMANDFEATUREVIEWSPEC']._serialized_end=1119
-  _globals['_ONDEMANDFEATUREVIEWSPEC_SOURCESENTRY']._serialized_start=1000
-  _globals['_ONDEMANDFEATUREVIEWSPEC_SOURCESENTRY']._serialized_end=1074
-  _globals['_ONDEMANDFEATUREVIEWSPEC_TAGSENTRY']._serialized_start=1076
-  _globals['_ONDEMANDFEATUREVIEWSPEC_TAGSENTRY']._serialized_end=1119
-  _globals['_ONDEMANDFEATUREVIEWMETA']._serialized_start=1122
-  _globals['_ONDEMANDFEATUREVIEWMETA']._serialized_end=1314
-  _globals['_ONDEMANDSOURCE']._serialized_start=1317
-  _globals['_ONDEMANDSOURCE']._serialized_end=1517
-  _globals['_USERDEFINEDFUNCTION']._serialized_start=1519
-  _globals['_USERDEFINEDFUNCTION']._serialized_end=1591
-  _globals['_ONDEMANDFEATUREVIEWLIST']._serialized_start=1593
-  _globals['_ONDEMANDFEATUREVIEWLIST']._serialized_end=1681
+  _globals['_ONDEMANDFEATUREVIEWSPEC']._serialized_end=1150
+  _globals['_ONDEMANDFEATUREVIEWSPEC_SOURCESENTRY']._serialized_start=1031
+  _globals['_ONDEMANDFEATUREVIEWSPEC_SOURCESENTRY']._serialized_end=1105
+  _globals['_ONDEMANDFEATUREVIEWSPEC_TAGSENTRY']._serialized_start=1107
+  _globals['_ONDEMANDFEATUREVIEWSPEC_TAGSENTRY']._serialized_end=1150
+  _globals['_ONDEMANDFEATUREVIEWMETA']._serialized_start=1153
+  _globals['_ONDEMANDFEATUREVIEWMETA']._serialized_end=1390
+  _globals['_ONDEMANDSOURCE']._serialized_start=1393
+  _globals['_ONDEMANDSOURCE']._serialized_end=1593
+  _globals['_USERDEFINEDFUNCTION']._serialized_start=1595
+  _globals['_USERDEFINEDFUNCTION']._serialized_end=1667
+  _globals['_ONDEMANDFEATUREVIEWLIST']._serialized_start=1669
+  _globals['_ONDEMANDFEATUREVIEWLIST']._serialized_end=1757
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.pyi b/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.pyi
index 42fd91f7725..9b5db304df7 100644
--- a/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.pyi
@@ -59,7 +59,7 @@ class OnDemandFeatureView(google.protobuf.message.Message):
 global___OnDemandFeatureView = OnDemandFeatureView
 
 class OnDemandFeatureViewSpec(google.protobuf.message.Message):
-    """Next available id: 18"""
+    """Next available id: 19"""
 
     DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
@@ -111,6 +111,8 @@ class OnDemandFeatureViewSpec(google.protobuf.message.Message):
     SINGLETON_FIELD_NUMBER: builtins.int
     AGGREGATIONS_FIELD_NUMBER: builtins.int
     VERSION_FIELD_NUMBER: builtins.int
+    ORG_FIELD_NUMBER: builtins.int
+    DISABLED_FIELD_NUMBER: builtins.int
     name: builtins.str
     """Name of the feature view. Must be unique. Not updated."""
     project: builtins.str
@@ -147,6 +149,13 @@ class OnDemandFeatureViewSpec(google.protobuf.message.Message):
         """Aggregation definitions"""
     version: builtins.str
     """User-specified version pin (e.g. "latest", "v2", "version2")"""
+    org: builtins.str
+    """Organizational unit that owns this feature view (e.g. "ads", "search")."""
+    disabled: builtins.bool
+    """Whether this feature view is disabled for serving.
+    When true, the feature view will not serve features.
+    Defaults to false (enabled) for backward compatibility.
+    """
     def __init__(
         self,
         *,
@@ -166,9 +175,11 @@ class OnDemandFeatureViewSpec(google.protobuf.message.Message):
         singleton: builtins.bool = ...,
         aggregations: collections.abc.Iterable[feast.core.Aggregation_pb2.Aggregation] | None = ...,
         version: builtins.str = ...,
+        org: builtins.str = ...,
+        disabled: builtins.bool = ...,
     ) -> None: ...
     def HasField(self, field_name: typing_extensions.Literal["feature_transformation", b"feature_transformation", "user_defined_function", b"user_defined_function"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["aggregations", b"aggregations", "description", b"description", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "owner", b"owner", "project", b"project", "singleton", b"singleton", "sources", b"sources", "tags", b"tags", "user_defined_function", b"user_defined_function", "version", b"version", "write_to_online_store", b"write_to_online_store"]) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["aggregations", b"aggregations", "description", b"description", "disabled", b"disabled", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "org", b"org", "owner", b"owner", "project", b"project", "singleton", b"singleton", "sources", b"sources", "tags", b"tags", "user_defined_function", b"user_defined_function", "version", b"version", "write_to_online_store", b"write_to_online_store"]) -> None: ...
 
 global___OnDemandFeatureViewSpec = OnDemandFeatureViewSpec
 
@@ -179,6 +190,7 @@ class OnDemandFeatureViewMeta(google.protobuf.message.Message):
     LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
     CURRENT_VERSION_NUMBER_FIELD_NUMBER: builtins.int
     VERSION_ID_FIELD_NUMBER: builtins.int
+    STATE_FIELD_NUMBER: builtins.int
     @property
     def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time where this Feature View is created"""
@@ -189,6 +201,8 @@ class OnDemandFeatureViewMeta(google.protobuf.message.Message):
     """The current version number of this feature view in the version history."""
     version_id: builtins.str
     """Auto-generated UUID identifying this specific version."""
+    state: feast.core.FeatureView_pb2.FeatureViewState.ValueType
+    """Lifecycle state of this feature view."""
     def __init__(
         self,
         *,
@@ -196,9 +210,10 @@ class OnDemandFeatureViewMeta(google.protobuf.message.Message):
         last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
         current_version_number: builtins.int = ...,
         version_id: builtins.str = ...,
+        state: feast.core.FeatureView_pb2.FeatureViewState.ValueType = ...,
     ) -> None: ...
     def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "current_version_number", b"current_version_number", "last_updated_timestamp", b"last_updated_timestamp", "version_id", b"version_id"]) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "current_version_number", b"current_version_number", "last_updated_timestamp", b"last_updated_timestamp", "state", b"state", "version_id", b"version_id"]) -> None: ...
 
 global___OnDemandFeatureViewMeta = OnDemandFeatureViewMeta
 
diff --git a/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.py b/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.py
index 3c87e635b92..9222c1bd2ae 100644
--- a/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.py
+++ b/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.py
@@ -21,7 +21,7 @@
 from feast.protos.feast.core import Transformation_pb2 as feast_dot_core_dot_Transformation__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\"feast/core/StreamFeatureView.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a$feast/core/OnDemandFeatureView.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1c\x66\x65\x61st/core/Aggregation.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\"o\n\x11StreamFeatureView\x12/\n\x04spec\x18\x01 \x01(\x0b\x32!.feast.core.StreamFeatureViewSpec\x12)\n\x04meta\x18\x02 \x01(\x0b\x32\x1b.feast.core.FeatureViewMeta\"\x9f\x06\n\x15StreamFeatureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x65ntities\x18\x03 \x03(\t\x12+\n\x08\x66\x65\x61tures\x18\x04 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x31\n\x0e\x65ntity_columns\x18\x05 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x13\n\x0b\x64\x65scription\x18\x06 \x01(\t\x12\x39\n\x04tags\x18\x07 \x03(\x0b\x32+.feast.core.StreamFeatureViewSpec.TagsEntry\x12\r\n\x05owner\x18\x08 \x01(\t\x12&\n\x03ttl\x18\t \x01(\x0b\x32\x19.google.protobuf.Duration\x12,\n\x0c\x62\x61tch_source\x18\n \x01(\x0b\x32\x16.feast.core.DataSource\x12-\n\rstream_source\x18\x0b \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0e\n\x06online\x18\x0c \x01(\x08\x12\x42\n\x15user_defined_function\x18\r \x01(\x0b\x32\x1f.feast.core.UserDefinedFunctionB\x02\x18\x01\x12\x0c\n\x04mode\x18\x0e \x01(\t\x12-\n\x0c\x61ggregations\x18\x0f \x03(\x0b\x32\x17.feast.core.Aggregation\x12\x17\n\x0ftimestamp_field\x18\x10 \x01(\t\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\x11 \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x15\n\renable_tiling\x18\x12 \x01(\x08\x12\x32\n\x0ftiling_hop_size\x18\x13 \x01(\x0b\x32\x19.google.protobuf.Duration\x12\x19\n\x11\x65nable_validation\x18\x14 \x01(\x08\x12\x0f\n\x07version\x18\x15 \x01(\t\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x42[\n\x10\x66\x65\x61st.proto.coreB\x16StreamFeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\"feast/core/StreamFeatureView.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a$feast/core/OnDemandFeatureView.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1c\x66\x65\x61st/core/Aggregation.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\"o\n\x11StreamFeatureView\x12/\n\x04spec\x18\x01 \x01(\x0b\x32!.feast.core.StreamFeatureViewSpec\x12)\n\x04meta\x18\x02 \x01(\x0b\x32\x1b.feast.core.FeatureViewMeta\"\xbe\x06\n\x15StreamFeatureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x65ntities\x18\x03 \x03(\t\x12+\n\x08\x66\x65\x61tures\x18\x04 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x31\n\x0e\x65ntity_columns\x18\x05 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x13\n\x0b\x64\x65scription\x18\x06 \x01(\t\x12\x39\n\x04tags\x18\x07 \x03(\x0b\x32+.feast.core.StreamFeatureViewSpec.TagsEntry\x12\r\n\x05owner\x18\x08 \x01(\t\x12&\n\x03ttl\x18\t \x01(\x0b\x32\x19.google.protobuf.Duration\x12,\n\x0c\x62\x61tch_source\x18\n \x01(\x0b\x32\x16.feast.core.DataSource\x12-\n\rstream_source\x18\x0b \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0e\n\x06online\x18\x0c \x01(\x08\x12\x42\n\x15user_defined_function\x18\r \x01(\x0b\x32\x1f.feast.core.UserDefinedFunctionB\x02\x18\x01\x12\x0c\n\x04mode\x18\x0e \x01(\t\x12-\n\x0c\x61ggregations\x18\x0f \x03(\x0b\x32\x17.feast.core.Aggregation\x12\x17\n\x0ftimestamp_field\x18\x10 \x01(\t\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\x11 \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x15\n\renable_tiling\x18\x12 \x01(\x08\x12\x32\n\x0ftiling_hop_size\x18\x13 \x01(\x0b\x32\x19.google.protobuf.Duration\x12\x19\n\x11\x65nable_validation\x18\x14 \x01(\x08\x12\x0f\n\x07version\x18\x15 \x01(\t\x12\x0b\n\x03org\x18\x16 \x01(\t\x12\x10\n\x08\x64isabled\x18\x17 \x01(\x08\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x42[\n\x10\x66\x65\x61st.proto.coreB\x16StreamFeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -36,7 +36,7 @@
   _globals['_STREAMFEATUREVIEW']._serialized_start=268
   _globals['_STREAMFEATUREVIEW']._serialized_end=379
   _globals['_STREAMFEATUREVIEWSPEC']._serialized_start=382
-  _globals['_STREAMFEATUREVIEWSPEC']._serialized_end=1181
-  _globals['_STREAMFEATUREVIEWSPEC_TAGSENTRY']._serialized_start=1138
-  _globals['_STREAMFEATUREVIEWSPEC_TAGSENTRY']._serialized_end=1181
+  _globals['_STREAMFEATUREVIEWSPEC']._serialized_end=1212
+  _globals['_STREAMFEATUREVIEWSPEC_TAGSENTRY']._serialized_start=1169
+  _globals['_STREAMFEATUREVIEWSPEC_TAGSENTRY']._serialized_end=1212
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.pyi b/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.pyi
index b4ab6a9a016..3fa504654f4 100644
--- a/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.pyi
@@ -59,7 +59,7 @@ class StreamFeatureView(google.protobuf.message.Message):
 global___StreamFeatureView = StreamFeatureView
 
 class StreamFeatureViewSpec(google.protobuf.message.Message):
-    """Next available id: 22"""
+    """Next available id: 23"""
 
     DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
@@ -99,6 +99,8 @@ class StreamFeatureViewSpec(google.protobuf.message.Message):
     TILING_HOP_SIZE_FIELD_NUMBER: builtins.int
     ENABLE_VALIDATION_FIELD_NUMBER: builtins.int
     VERSION_FIELD_NUMBER: builtins.int
+    ORG_FIELD_NUMBER: builtins.int
+    DISABLED_FIELD_NUMBER: builtins.int
     name: builtins.str
     """Name of the feature view. Must be unique. Not updated."""
     project: builtins.str
@@ -158,6 +160,13 @@ class StreamFeatureViewSpec(google.protobuf.message.Message):
     """Whether schema validation is enabled during materialization"""
     version: builtins.str
     """User-specified version pin (e.g. "latest", "v2", "version2")"""
+    org: builtins.str
+    """Organizational unit that owns this stream feature view (e.g. "ads", "search")."""
+    disabled: builtins.bool
+    """Whether this feature view is disabled for serving and materialization.
+    When true, the feature view will not serve online features or be materialized.
+    Defaults to false (enabled) for backward compatibility.
+    """
     def __init__(
         self,
         *,
@@ -182,8 +191,10 @@ class StreamFeatureViewSpec(google.protobuf.message.Message):
         tiling_hop_size: google.protobuf.duration_pb2.Duration | None = ...,
         enable_validation: builtins.bool = ...,
         version: builtins.str = ...,
+        org: builtins.str = ...,
+        disabled: builtins.bool = ...,
     ) -> None: ...
     def HasField(self, field_name: typing_extensions.Literal["batch_source", b"batch_source", "feature_transformation", b"feature_transformation", "stream_source", b"stream_source", "tiling_hop_size", b"tiling_hop_size", "ttl", b"ttl", "user_defined_function", b"user_defined_function"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["aggregations", b"aggregations", "batch_source", b"batch_source", "description", b"description", "enable_tiling", b"enable_tiling", "enable_validation", b"enable_validation", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "online", b"online", "owner", b"owner", "project", b"project", "stream_source", b"stream_source", "tags", b"tags", "tiling_hop_size", b"tiling_hop_size", "timestamp_field", b"timestamp_field", "ttl", b"ttl", "user_defined_function", b"user_defined_function", "version", b"version"]) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["aggregations", b"aggregations", "batch_source", b"batch_source", "description", b"description", "disabled", b"disabled", "enable_tiling", b"enable_tiling", "enable_validation", b"enable_validation", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "online", b"online", "org", b"org", "owner", b"owner", "project", b"project", "stream_source", b"stream_source", "tags", b"tags", "tiling_hop_size", b"tiling_hop_size", "timestamp_field", b"timestamp_field", "ttl", b"ttl", "user_defined_function", b"user_defined_function", "version", b"version"]) -> None: ...
 
 global___StreamFeatureViewSpec = StreamFeatureViewSpec
diff --git a/sdk/python/feast/protos/feast/types/Value_pb2.py b/sdk/python/feast/protos/feast/types/Value_pb2.py
index 3f6e55d3005..e8c67b76c3f 100644
--- a/sdk/python/feast/protos/feast/types/Value_pb2.py
+++ b/sdk/python/feast/protos/feast/types/Value_pb2.py
@@ -14,7 +14,7 @@
 
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x17\x66\x65\x61st/types/Value.proto\x12\x0b\x66\x65\x61st.types\"\x92\x05\n\tValueType\"\x84\x05\n\x04\x45num\x12\x0b\n\x07INVALID\x10\x00\x12\t\n\x05\x42YTES\x10\x01\x12\n\n\x06STRING\x10\x02\x12\t\n\x05INT32\x10\x03\x12\t\n\x05INT64\x10\x04\x12\n\n\x06\x44OUBLE\x10\x05\x12\t\n\x05\x46LOAT\x10\x06\x12\x08\n\x04\x42OOL\x10\x07\x12\x12\n\x0eUNIX_TIMESTAMP\x10\x08\x12\x0e\n\nBYTES_LIST\x10\x0b\x12\x0f\n\x0bSTRING_LIST\x10\x0c\x12\x0e\n\nINT32_LIST\x10\r\x12\x0e\n\nINT64_LIST\x10\x0e\x12\x0f\n\x0b\x44OUBLE_LIST\x10\x0f\x12\x0e\n\nFLOAT_LIST\x10\x10\x12\r\n\tBOOL_LIST\x10\x11\x12\x17\n\x13UNIX_TIMESTAMP_LIST\x10\x12\x12\x08\n\x04NULL\x10\x13\x12\x07\n\x03MAP\x10\x14\x12\x0c\n\x08MAP_LIST\x10\x15\x12\r\n\tBYTES_SET\x10\x16\x12\x0e\n\nSTRING_SET\x10\x17\x12\r\n\tINT32_SET\x10\x18\x12\r\n\tINT64_SET\x10\x19\x12\x0e\n\nDOUBLE_SET\x10\x1a\x12\r\n\tFLOAT_SET\x10\x1b\x12\x0c\n\x08\x42OOL_SET\x10\x1c\x12\x16\n\x12UNIX_TIMESTAMP_SET\x10\x1d\x12\x08\n\x04JSON\x10 \x12\r\n\tJSON_LIST\x10!\x12\n\n\x06STRUCT\x10\"\x12\x0f\n\x0bSTRUCT_LIST\x10#\x12\x08\n\x04UUID\x10$\x12\r\n\tTIME_UUID\x10%\x12\r\n\tUUID_LIST\x10&\x12\x12\n\x0eTIME_UUID_LIST\x10\'\x12\x0c\n\x08UUID_SET\x10(\x12\x11\n\rTIME_UUID_SET\x10)\x12\x0e\n\nVALUE_LIST\x10*\x12\r\n\tVALUE_SET\x10+\x12\x0b\n\x07\x44\x45\x43IMAL\x10,\x12\x10\n\x0c\x44\x45\x43IMAL_LIST\x10-\x12\x0f\n\x0b\x44\x45\x43IMAL_SET\x10.\"\xd8\r\n\x05Value\x12\x13\n\tbytes_val\x18\x01 \x01(\x0cH\x00\x12\x14\n\nstring_val\x18\x02 \x01(\tH\x00\x12\x13\n\tint32_val\x18\x03 \x01(\x05H\x00\x12\x13\n\tint64_val\x18\x04 \x01(\x03H\x00\x12\x14\n\ndouble_val\x18\x05 \x01(\x01H\x00\x12\x13\n\tfloat_val\x18\x06 \x01(\x02H\x00\x12\x12\n\x08\x62ool_val\x18\x07 \x01(\x08H\x00\x12\x1c\n\x12unix_timestamp_val\x18\x08 \x01(\x03H\x00\x12\x30\n\x0e\x62ytes_list_val\x18\x0b \x01(\x0b\x32\x16.feast.types.BytesListH\x00\x12\x32\n\x0fstring_list_val\x18\x0c \x01(\x0b\x32\x17.feast.types.StringListH\x00\x12\x30\n\x0eint32_list_val\x18\r \x01(\x0b\x32\x16.feast.types.Int32ListH\x00\x12\x30\n\x0eint64_list_val\x18\x0e \x01(\x0b\x32\x16.feast.types.Int64ListH\x00\x12\x32\n\x0f\x64ouble_list_val\x18\x0f \x01(\x0b\x32\x17.feast.types.DoubleListH\x00\x12\x30\n\x0e\x66loat_list_val\x18\x10 \x01(\x0b\x32\x16.feast.types.FloatListH\x00\x12.\n\rbool_list_val\x18\x11 \x01(\x0b\x32\x15.feast.types.BoolListH\x00\x12\x39\n\x17unix_timestamp_list_val\x18\x12 \x01(\x0b\x32\x16.feast.types.Int64ListH\x00\x12%\n\x08null_val\x18\x13 \x01(\x0e\x32\x11.feast.types.NullH\x00\x12#\n\x07map_val\x18\x14 \x01(\x0b\x32\x10.feast.types.MapH\x00\x12,\n\x0cmap_list_val\x18\x15 \x01(\x0b\x32\x14.feast.types.MapListH\x00\x12.\n\rbytes_set_val\x18\x16 \x01(\x0b\x32\x15.feast.types.BytesSetH\x00\x12\x30\n\x0estring_set_val\x18\x17 \x01(\x0b\x32\x16.feast.types.StringSetH\x00\x12.\n\rint32_set_val\x18\x18 \x01(\x0b\x32\x15.feast.types.Int32SetH\x00\x12.\n\rint64_set_val\x18\x19 \x01(\x0b\x32\x15.feast.types.Int64SetH\x00\x12\x30\n\x0e\x64ouble_set_val\x18\x1a \x01(\x0b\x32\x16.feast.types.DoubleSetH\x00\x12.\n\rfloat_set_val\x18\x1b \x01(\x0b\x32\x15.feast.types.FloatSetH\x00\x12,\n\x0c\x62ool_set_val\x18\x1c \x01(\x0b\x32\x14.feast.types.BoolSetH\x00\x12\x37\n\x16unix_timestamp_set_val\x18\x1d \x01(\x0b\x32\x15.feast.types.Int64SetH\x00\x12\x12\n\x08json_val\x18  \x01(\tH\x00\x12\x30\n\rjson_list_val\x18! 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+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x17\x66\x65\x61st/types/Value.proto\x12\x0b\x66\x65\x61st.types\"\xa2\x05\n\tValueType\"\x94\x05\n\x04\x45num\x12\x0b\n\x07INVALID\x10\x00\x12\t\n\x05\x42YTES\x10\x01\x12\n\n\x06STRING\x10\x02\x12\t\n\x05INT32\x10\x03\x12\t\n\x05INT64\x10\x04\x12\n\n\x06\x44OUBLE\x10\x05\x12\t\n\x05\x46LOAT\x10\x06\x12\x08\n\x04\x42OOL\x10\x07\x12\x12\n\x0eUNIX_TIMESTAMP\x10\x08\x12\x0e\n\nBYTES_LIST\x10\x0b\x12\x0f\n\x0bSTRING_LIST\x10\x0c\x12\x0e\n\nINT32_LIST\x10\r\x12\x0e\n\nINT64_LIST\x10\x0e\x12\x0f\n\x0b\x44OUBLE_LIST\x10\x0f\x12\x0e\n\nFLOAT_LIST\x10\x10\x12\r\n\tBOOL_LIST\x10\x11\x12\x17\n\x13UNIX_TIMESTAMP_LIST\x10\x12\x12\x08\n\x04NULL\x10\x13\x12\x07\n\x03MAP\x10\x14\x12\x0c\n\x08MAP_LIST\x10\x15\x12\r\n\tBYTES_SET\x10\x16\x12\x0e\n\nSTRING_SET\x10\x17\x12\r\n\tINT32_SET\x10\x18\x12\r\n\tINT64_SET\x10\x19\x12\x0e\n\nDOUBLE_SET\x10\x1a\x12\r\n\tFLOAT_SET\x10\x1b\x12\x0c\n\x08\x42OOL_SET\x10\x1c\x12\x16\n\x12UNIX_TIMESTAMP_SET\x10\x1d\x12\x08\n\x04JSON\x10 \x12\r\n\tJSON_LIST\x10!\x12\n\n\x06STRUCT\x10\"\x12\x0f\n\x0bSTRUCT_LIST\x10#\x12\x08\n\x04UUID\x10$\x12\r\n\tTIME_UUID\x10%\x12\r\n\tUUID_LIST\x10&\x12\x12\n\x0eTIME_UUID_LIST\x10\'\x12\x0c\n\x08UUID_SET\x10(\x12\x11\n\rTIME_UUID_SET\x10)\x12\x0e\n\nVALUE_LIST\x10*\x12\r\n\tVALUE_SET\x10+\x12\x0b\n\x07\x44\x45\x43IMAL\x10,\x12\x10\n\x0c\x44\x45\x43IMAL_LIST\x10-\x12\x0f\n\x0b\x44\x45\x43IMAL_SET\x10.\x12\x0e\n\nSCALAR_MAP\x10/\"\x8a\x0e\n\x05Value\x12\x13\n\tbytes_val\x18\x01 \x01(\x0cH\x00\x12\x14\n\nstring_val\x18\x02 \x01(\tH\x00\x12\x13\n\tint32_val\x18\x03 \x01(\x05H\x00\x12\x13\n\tint64_val\x18\x04 \x01(\x03H\x00\x12\x14\n\ndouble_val\x18\x05 \x01(\x01H\x00\x12\x13\n\tfloat_val\x18\x06 \x01(\x02H\x00\x12\x12\n\x08\x62ool_val\x18\x07 \x01(\x08H\x00\x12\x1c\n\x12unix_timestamp_val\x18\x08 \x01(\x03H\x00\x12\x30\n\x0e\x62ytes_list_val\x18\x0b \x01(\x0b\x32\x16.feast.types.BytesListH\x00\x12\x32\n\x0fstring_list_val\x18\x0c \x01(\x0b\x32\x17.feast.types.StringListH\x00\x12\x30\n\x0eint32_list_val\x18\r \x01(\x0b\x32\x16.feast.types.Int32ListH\x00\x12\x30\n\x0eint64_list_val\x18\x0e \x01(\x0b\x32\x16.feast.types.Int64ListH\x00\x12\x32\n\x0f\x64ouble_list_val\x18\x0f \x01(\x0b\x32\x17.feast.types.DoubleListH\x00\x12\x30\n\x0e\x66loat_list_val\x18\x10 \x01(\x0b\x32\x16.feast.types.FloatListH\x00\x12.\n\rbool_list_val\x18\x11 \x01(\x0b\x32\x15.feast.types.BoolListH\x00\x12\x39\n\x17unix_timestamp_list_val\x18\x12 \x01(\x0b\x32\x16.feast.types.Int64ListH\x00\x12%\n\x08null_val\x18\x13 \x01(\x0e\x32\x11.feast.types.NullH\x00\x12#\n\x07map_val\x18\x14 \x01(\x0b\x32\x10.feast.types.MapH\x00\x12,\n\x0cmap_list_val\x18\x15 \x01(\x0b\x32\x14.feast.types.MapListH\x00\x12.\n\rbytes_set_val\x18\x16 \x01(\x0b\x32\x15.feast.types.BytesSetH\x00\x12\x30\n\x0estring_set_val\x18\x17 \x01(\x0b\x32\x16.feast.types.StringSetH\x00\x12.\n\rint32_set_val\x18\x18 \x01(\x0b\x32\x15.feast.types.Int32SetH\x00\x12.\n\rint64_set_val\x18\x19 \x01(\x0b\x32\x15.feast.types.Int64SetH\x00\x12\x30\n\x0e\x64ouble_set_val\x18\x1a \x01(\x0b\x32\x16.feast.types.DoubleSetH\x00\x12.\n\rfloat_set_val\x18\x1b \x01(\x0b\x32\x15.feast.types.FloatSetH\x00\x12,\n\x0c\x62ool_set_val\x18\x1c \x01(\x0b\x32\x14.feast.types.BoolSetH\x00\x12\x37\n\x16unix_timestamp_set_val\x18\x1d \x01(\x0b\x32\x15.feast.types.Int64SetH\x00\x12\x12\n\x08json_val\x18  \x01(\tH\x00\x12\x30\n\rjson_list_val\x18! 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 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -24,48 +24,54 @@
   _globals['DESCRIPTOR']._serialized_options = b'\n\021feast.proto.typesB\nValueProtoZ0github.com/feast-dev/feast/go/protos/feast/types'
   _globals['_MAP_VALENTRY']._options = None
   _globals['_MAP_VALENTRY']._serialized_options = b'8\001'
-  _globals['_NULL']._serialized_start=3018
-  _globals['_NULL']._serialized_end=3034
+  _globals['_NULL']._serialized_start=3468
+  _globals['_NULL']._serialized_end=3484
   _globals['_VALUETYPE']._serialized_start=41
-  _globals['_VALUETYPE']._serialized_end=699
+  _globals['_VALUETYPE']._serialized_end=715
   _globals['_VALUETYPE_ENUM']._serialized_start=55
-  _globals['_VALUETYPE_ENUM']._serialized_end=699
-  _globals['_VALUE']._serialized_start=702
-  _globals['_VALUE']._serialized_end=2454
-  _globals['_BYTESLIST']._serialized_start=2456
-  _globals['_BYTESLIST']._serialized_end=2480
-  _globals['_STRINGLIST']._serialized_start=2482
-  _globals['_STRINGLIST']._serialized_end=2507
-  _globals['_INT32LIST']._serialized_start=2509
-  _globals['_INT32LIST']._serialized_end=2533
-  _globals['_INT64LIST']._serialized_start=2535
-  _globals['_INT64LIST']._serialized_end=2559
-  _globals['_DOUBLELIST']._serialized_start=2561
-  _globals['_DOUBLELIST']._serialized_end=2586
-  _globals['_FLOATLIST']._serialized_start=2588
-  _globals['_FLOATLIST']._serialized_end=2612
-  _globals['_BOOLLIST']._serialized_start=2614
-  _globals['_BOOLLIST']._serialized_end=2637
-  _globals['_BYTESSET']._serialized_start=2639
-  _globals['_BYTESSET']._serialized_end=2662
-  _globals['_STRINGSET']._serialized_start=2664
-  _globals['_STRINGSET']._serialized_end=2688
-  _globals['_INT32SET']._serialized_start=2690
-  _globals['_INT32SET']._serialized_end=2713
-  _globals['_INT64SET']._serialized_start=2715
-  _globals['_INT64SET']._serialized_end=2738
-  _globals['_DOUBLESET']._serialized_start=2740
-  _globals['_DOUBLESET']._serialized_end=2764
-  _globals['_FLOATSET']._serialized_start=2766
-  _globals['_FLOATSET']._serialized_end=2789
-  _globals['_BOOLSET']._serialized_start=2791
-  _globals['_BOOLSET']._serialized_end=2813
-  _globals['_MAP']._serialized_start=2815
-  _globals['_MAP']._serialized_end=2924
-  _globals['_MAP_VALENTRY']._serialized_start=2862
-  _globals['_MAP_VALENTRY']._serialized_end=2924
-  _globals['_MAPLIST']._serialized_start=2926
-  _globals['_MAPLIST']._serialized_end=2966
-  _globals['_REPEATEDVALUE']._serialized_start=2968
-  _globals['_REPEATEDVALUE']._serialized_end=3016
+  _globals['_VALUETYPE_ENUM']._serialized_end=715
+  _globals['_VALUE']._serialized_start=718
+  _globals['_VALUE']._serialized_end=2520
+  _globals['_BYTESLIST']._serialized_start=2522
+  _globals['_BYTESLIST']._serialized_end=2546
+  _globals['_STRINGLIST']._serialized_start=2548
+  _globals['_STRINGLIST']._serialized_end=2573
+  _globals['_INT32LIST']._serialized_start=2575
+  _globals['_INT32LIST']._serialized_end=2599
+  _globals['_INT64LIST']._serialized_start=2601
+  _globals['_INT64LIST']._serialized_end=2625
+  _globals['_DOUBLELIST']._serialized_start=2627
+  _globals['_DOUBLELIST']._serialized_end=2652
+  _globals['_FLOATLIST']._serialized_start=2654
+  _globals['_FLOATLIST']._serialized_end=2678
+  _globals['_BOOLLIST']._serialized_start=2680
+  _globals['_BOOLLIST']._serialized_end=2703
+  _globals['_BYTESSET']._serialized_start=2705
+  _globals['_BYTESSET']._serialized_end=2728
+  _globals['_STRINGSET']._serialized_start=2730
+  _globals['_STRINGSET']._serialized_end=2754
+  _globals['_INT32SET']._serialized_start=2756
+  _globals['_INT32SET']._serialized_end=2779
+  _globals['_INT64SET']._serialized_start=2781
+  _globals['_INT64SET']._serialized_end=2804
+  _globals['_DOUBLESET']._serialized_start=2806
+  _globals['_DOUBLESET']._serialized_end=2830
+  _globals['_FLOATSET']._serialized_start=2832
+  _globals['_FLOATSET']._serialized_end=2855
+  _globals['_BOOLSET']._serialized_start=2857
+  _globals['_BOOLSET']._serialized_end=2879
+  _globals['_MAP']._serialized_start=2881
+  _globals['_MAP']._serialized_end=2990
+  _globals['_MAP_VALENTRY']._serialized_start=2928
+  _globals['_MAP_VALENTRY']._serialized_end=2990
+  _globals['_MAPLIST']._serialized_start=2992
+  _globals['_MAPLIST']._serialized_end=3032
+  _globals['_REPEATEDVALUE']._serialized_start=3034
+  _globals['_REPEATEDVALUE']._serialized_end=3082
+  _globals['_MAPKEY']._serialized_start=3085
+  _globals['_MAPKEY']._serialized_end=3324
+  _globals['_SCALARMAPENTRY']._serialized_start=3326
+  _globals['_SCALARMAPENTRY']._serialized_end=3411
+  _globals['_SCALARMAP']._serialized_start=3413
+  _globals['_SCALARMAP']._serialized_end=3466
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/types/Value_pb2.pyi b/sdk/python/feast/protos/feast/types/Value_pb2.pyi
index c0b7bada7bb..4c24284e1e4 100644
--- a/sdk/python/feast/protos/feast/types/Value_pb2.pyi
+++ b/sdk/python/feast/protos/feast/types/Value_pb2.pyi
@@ -16,46 +16,44 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
-import builtins as _builtins
+import builtins
+import collections.abc
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.internal.enum_type_wrapper
+import google.protobuf.message
 import sys
-import typing as _typing
+import typing
 
 if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
 class _Null:
-    ValueType = _typing.NewType("ValueType", _builtins.int)
-    V: _TypeAlias = ValueType  # noqa: Y015
+    ValueType = typing.NewType("ValueType", builtins.int)
+    V: typing_extensions.TypeAlias = ValueType
 
-class _NullEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[_Null.ValueType], _builtins.type):
-    DESCRIPTOR: _descriptor.EnumDescriptor
+class _NullEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[_Null.ValueType], builtins.type):  # noqa: F821
+    DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
     NULL: _Null.ValueType  # 0
 
 class Null(_Null, metaclass=_NullEnumTypeWrapper): ...
 
 NULL: Null.ValueType  # 0
-Global___Null: _TypeAlias = Null  # noqa: Y015
+global___Null = Null
 
-@_typing.final
-class ValueType(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ValueType(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
     class _Enum:
-        ValueType = _typing.NewType("ValueType", _builtins.int)
-        V: _TypeAlias = ValueType  # noqa: Y015
+        ValueType = typing.NewType("ValueType", builtins.int)
+        V: typing_extensions.TypeAlias = ValueType
 
-    class _EnumEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[ValueType._Enum.ValueType], _builtins.type):
-        DESCRIPTOR: _descriptor.EnumDescriptor
+    class _EnumEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[ValueType._Enum.ValueType], builtins.type):  # noqa: F821
+        DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
         INVALID: ValueType._Enum.ValueType  # 0
         BYTES: ValueType._Enum.ValueType  # 1
         STRING: ValueType._Enum.ValueType  # 2
@@ -99,6 +97,7 @@ class ValueType(_message.Message):
         DECIMAL: ValueType._Enum.ValueType  # 44
         DECIMAL_LIST: ValueType._Enum.ValueType  # 45
         DECIMAL_SET: ValueType._Enum.ValueType  # 46
+        SCALAR_MAP: ValueType._Enum.ValueType  # 47
 
     class Enum(_Enum, metaclass=_EnumEnumTypeWrapper): ...
     INVALID: ValueType.Enum.ValueType  # 0
@@ -144,495 +143,542 @@ class ValueType(_message.Message):
     DECIMAL: ValueType.Enum.ValueType  # 44
     DECIMAL_LIST: ValueType.Enum.ValueType  # 45
     DECIMAL_SET: ValueType.Enum.ValueType  # 46
+    SCALAR_MAP: ValueType.Enum.ValueType  # 47
 
     def __init__(
         self,
     ) -> None: ...
 
-Global___ValueType: _TypeAlias = ValueType  # noqa: Y015
-
-@_typing.final
-class Value(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    BYTES_VAL_FIELD_NUMBER: _builtins.int
-    STRING_VAL_FIELD_NUMBER: _builtins.int
-    INT32_VAL_FIELD_NUMBER: _builtins.int
-    INT64_VAL_FIELD_NUMBER: _builtins.int
-    DOUBLE_VAL_FIELD_NUMBER: _builtins.int
-    FLOAT_VAL_FIELD_NUMBER: _builtins.int
-    BOOL_VAL_FIELD_NUMBER: _builtins.int
-    UNIX_TIMESTAMP_VAL_FIELD_NUMBER: _builtins.int
-    BYTES_LIST_VAL_FIELD_NUMBER: _builtins.int
-    STRING_LIST_VAL_FIELD_NUMBER: _builtins.int
-    INT32_LIST_VAL_FIELD_NUMBER: _builtins.int
-    INT64_LIST_VAL_FIELD_NUMBER: _builtins.int
-    DOUBLE_LIST_VAL_FIELD_NUMBER: _builtins.int
-    FLOAT_LIST_VAL_FIELD_NUMBER: _builtins.int
-    BOOL_LIST_VAL_FIELD_NUMBER: _builtins.int
-    UNIX_TIMESTAMP_LIST_VAL_FIELD_NUMBER: _builtins.int
-    NULL_VAL_FIELD_NUMBER: _builtins.int
-    MAP_VAL_FIELD_NUMBER: _builtins.int
-    MAP_LIST_VAL_FIELD_NUMBER: _builtins.int
-    BYTES_SET_VAL_FIELD_NUMBER: _builtins.int
-    STRING_SET_VAL_FIELD_NUMBER: _builtins.int
-    INT32_SET_VAL_FIELD_NUMBER: _builtins.int
-    INT64_SET_VAL_FIELD_NUMBER: _builtins.int
-    DOUBLE_SET_VAL_FIELD_NUMBER: _builtins.int
-    FLOAT_SET_VAL_FIELD_NUMBER: _builtins.int
-    BOOL_SET_VAL_FIELD_NUMBER: _builtins.int
-    UNIX_TIMESTAMP_SET_VAL_FIELD_NUMBER: _builtins.int
-    JSON_VAL_FIELD_NUMBER: _builtins.int
-    JSON_LIST_VAL_FIELD_NUMBER: _builtins.int
-    STRUCT_VAL_FIELD_NUMBER: _builtins.int
-    STRUCT_LIST_VAL_FIELD_NUMBER: _builtins.int
-    UUID_VAL_FIELD_NUMBER: _builtins.int
-    TIME_UUID_VAL_FIELD_NUMBER: _builtins.int
-    UUID_LIST_VAL_FIELD_NUMBER: _builtins.int
-    TIME_UUID_LIST_VAL_FIELD_NUMBER: _builtins.int
-    UUID_SET_VAL_FIELD_NUMBER: _builtins.int
-    TIME_UUID_SET_VAL_FIELD_NUMBER: _builtins.int
-    LIST_VAL_FIELD_NUMBER: _builtins.int
-    SET_VAL_FIELD_NUMBER: _builtins.int
-    DECIMAL_VAL_FIELD_NUMBER: _builtins.int
-    DECIMAL_LIST_VAL_FIELD_NUMBER: _builtins.int
-    DECIMAL_SET_VAL_FIELD_NUMBER: _builtins.int
-    bytes_val: _builtins.bytes
-    string_val: _builtins.str
-    int32_val: _builtins.int
-    int64_val: _builtins.int
-    double_val: _builtins.float
-    float_val: _builtins.float
-    bool_val: _builtins.bool
-    unix_timestamp_val: _builtins.int
-    null_val: Global___Null.ValueType
-    json_val: _builtins.str
-    uuid_val: _builtins.str
-    time_uuid_val: _builtins.str
-    decimal_val: _builtins.str
-    @_builtins.property
-    def bytes_list_val(self) -> Global___BytesList: ...
-    @_builtins.property
-    def string_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def int32_list_val(self) -> Global___Int32List: ...
-    @_builtins.property
-    def int64_list_val(self) -> Global___Int64List: ...
-    @_builtins.property
-    def double_list_val(self) -> Global___DoubleList: ...
-    @_builtins.property
-    def float_list_val(self) -> Global___FloatList: ...
-    @_builtins.property
-    def bool_list_val(self) -> Global___BoolList: ...
-    @_builtins.property
-    def unix_timestamp_list_val(self) -> Global___Int64List: ...
-    @_builtins.property
-    def map_val(self) -> Global___Map: ...
-    @_builtins.property
-    def map_list_val(self) -> Global___MapList: ...
-    @_builtins.property
-    def bytes_set_val(self) -> Global___BytesSet: ...
-    @_builtins.property
-    def string_set_val(self) -> Global___StringSet: ...
-    @_builtins.property
-    def int32_set_val(self) -> Global___Int32Set: ...
-    @_builtins.property
-    def int64_set_val(self) -> Global___Int64Set: ...
-    @_builtins.property
-    def double_set_val(self) -> Global___DoubleSet: ...
-    @_builtins.property
-    def float_set_val(self) -> Global___FloatSet: ...
-    @_builtins.property
-    def bool_set_val(self) -> Global___BoolSet: ...
-    @_builtins.property
-    def unix_timestamp_set_val(self) -> Global___Int64Set: ...
-    @_builtins.property
-    def json_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def struct_val(self) -> Global___Map: ...
-    @_builtins.property
-    def struct_list_val(self) -> Global___MapList: ...
-    @_builtins.property
-    def uuid_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def time_uuid_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def uuid_set_val(self) -> Global___StringSet: ...
-    @_builtins.property
-    def time_uuid_set_val(self) -> Global___StringSet: ...
-    @_builtins.property
-    def list_val(self) -> Global___RepeatedValue: ...
-    @_builtins.property
-    def set_val(self) -> Global___RepeatedValue: ...
-    @_builtins.property
-    def decimal_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def decimal_set_val(self) -> Global___StringSet: ...
+global___ValueType = ValueType
+
+class Value(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    BYTES_VAL_FIELD_NUMBER: builtins.int
+    STRING_VAL_FIELD_NUMBER: builtins.int
+    INT32_VAL_FIELD_NUMBER: builtins.int
+    INT64_VAL_FIELD_NUMBER: builtins.int
+    DOUBLE_VAL_FIELD_NUMBER: builtins.int
+    FLOAT_VAL_FIELD_NUMBER: builtins.int
+    BOOL_VAL_FIELD_NUMBER: builtins.int
+    UNIX_TIMESTAMP_VAL_FIELD_NUMBER: builtins.int
+    BYTES_LIST_VAL_FIELD_NUMBER: builtins.int
+    STRING_LIST_VAL_FIELD_NUMBER: builtins.int
+    INT32_LIST_VAL_FIELD_NUMBER: builtins.int
+    INT64_LIST_VAL_FIELD_NUMBER: builtins.int
+    DOUBLE_LIST_VAL_FIELD_NUMBER: builtins.int
+    FLOAT_LIST_VAL_FIELD_NUMBER: builtins.int
+    BOOL_LIST_VAL_FIELD_NUMBER: builtins.int
+    UNIX_TIMESTAMP_LIST_VAL_FIELD_NUMBER: builtins.int
+    NULL_VAL_FIELD_NUMBER: builtins.int
+    MAP_VAL_FIELD_NUMBER: builtins.int
+    MAP_LIST_VAL_FIELD_NUMBER: builtins.int
+    BYTES_SET_VAL_FIELD_NUMBER: builtins.int
+    STRING_SET_VAL_FIELD_NUMBER: builtins.int
+    INT32_SET_VAL_FIELD_NUMBER: builtins.int
+    INT64_SET_VAL_FIELD_NUMBER: builtins.int
+    DOUBLE_SET_VAL_FIELD_NUMBER: builtins.int
+    FLOAT_SET_VAL_FIELD_NUMBER: builtins.int
+    BOOL_SET_VAL_FIELD_NUMBER: builtins.int
+    UNIX_TIMESTAMP_SET_VAL_FIELD_NUMBER: builtins.int
+    JSON_VAL_FIELD_NUMBER: builtins.int
+    JSON_LIST_VAL_FIELD_NUMBER: builtins.int
+    STRUCT_VAL_FIELD_NUMBER: builtins.int
+    STRUCT_LIST_VAL_FIELD_NUMBER: builtins.int
+    UUID_VAL_FIELD_NUMBER: builtins.int
+    TIME_UUID_VAL_FIELD_NUMBER: builtins.int
+    UUID_LIST_VAL_FIELD_NUMBER: builtins.int
+    TIME_UUID_LIST_VAL_FIELD_NUMBER: builtins.int
+    UUID_SET_VAL_FIELD_NUMBER: builtins.int
+    TIME_UUID_SET_VAL_FIELD_NUMBER: builtins.int
+    LIST_VAL_FIELD_NUMBER: builtins.int
+    SET_VAL_FIELD_NUMBER: builtins.int
+    DECIMAL_VAL_FIELD_NUMBER: builtins.int
+    DECIMAL_LIST_VAL_FIELD_NUMBER: builtins.int
+    DECIMAL_SET_VAL_FIELD_NUMBER: builtins.int
+    SCALAR_MAP_VAL_FIELD_NUMBER: builtins.int
+    bytes_val: builtins.bytes
+    string_val: builtins.str
+    int32_val: builtins.int
+    int64_val: builtins.int
+    double_val: builtins.float
+    float_val: builtins.float
+    bool_val: builtins.bool
+    unix_timestamp_val: builtins.int
+    @property
+    def bytes_list_val(self) -> global___BytesList: ...
+    @property
+    def string_list_val(self) -> global___StringList: ...
+    @property
+    def int32_list_val(self) -> global___Int32List: ...
+    @property
+    def int64_list_val(self) -> global___Int64List: ...
+    @property
+    def double_list_val(self) -> global___DoubleList: ...
+    @property
+    def float_list_val(self) -> global___FloatList: ...
+    @property
+    def bool_list_val(self) -> global___BoolList: ...
+    @property
+    def unix_timestamp_list_val(self) -> global___Int64List: ...
+    null_val: global___Null.ValueType
+    @property
+    def map_val(self) -> global___Map: ...
+    @property
+    def map_list_val(self) -> global___MapList: ...
+    @property
+    def bytes_set_val(self) -> global___BytesSet: ...
+    @property
+    def string_set_val(self) -> global___StringSet: ...
+    @property
+    def int32_set_val(self) -> global___Int32Set: ...
+    @property
+    def int64_set_val(self) -> global___Int64Set: ...
+    @property
+    def double_set_val(self) -> global___DoubleSet: ...
+    @property
+    def float_set_val(self) -> global___FloatSet: ...
+    @property
+    def bool_set_val(self) -> global___BoolSet: ...
+    @property
+    def unix_timestamp_set_val(self) -> global___Int64Set: ...
+    json_val: builtins.str
+    @property
+    def json_list_val(self) -> global___StringList: ...
+    @property
+    def struct_val(self) -> global___Map: ...
+    @property
+    def struct_list_val(self) -> global___MapList: ...
+    uuid_val: builtins.str
+    time_uuid_val: builtins.str
+    @property
+    def uuid_list_val(self) -> global___StringList: ...
+    @property
+    def time_uuid_list_val(self) -> global___StringList: ...
+    @property
+    def uuid_set_val(self) -> global___StringSet: ...
+    @property
+    def time_uuid_set_val(self) -> global___StringSet: ...
+    @property
+    def list_val(self) -> global___RepeatedValue: ...
+    @property
+    def set_val(self) -> global___RepeatedValue: ...
+    decimal_val: builtins.str
+    @property
+    def decimal_list_val(self) -> global___StringList: ...
+    @property
+    def decimal_set_val(self) -> global___StringSet: ...
+    @property
+    def scalar_map_val(self) -> global___ScalarMap: ...
     def __init__(
         self,
         *,
-        bytes_val: _builtins.bytes = ...,
-        string_val: _builtins.str = ...,
-        int32_val: _builtins.int = ...,
-        int64_val: _builtins.int = ...,
-        double_val: _builtins.float = ...,
-        float_val: _builtins.float = ...,
-        bool_val: _builtins.bool = ...,
-        unix_timestamp_val: _builtins.int = ...,
-        bytes_list_val: Global___BytesList | None = ...,
-        string_list_val: Global___StringList | None = ...,
-        int32_list_val: Global___Int32List | None = ...,
-        int64_list_val: Global___Int64List | None = ...,
-        double_list_val: Global___DoubleList | None = ...,
-        float_list_val: Global___FloatList | None = ...,
-        bool_list_val: Global___BoolList | None = ...,
-        unix_timestamp_list_val: Global___Int64List | None = ...,
-        null_val: Global___Null.ValueType = ...,
-        map_val: Global___Map | None = ...,
-        map_list_val: Global___MapList | None = ...,
-        bytes_set_val: Global___BytesSet | None = ...,
-        string_set_val: Global___StringSet | None = ...,
-        int32_set_val: Global___Int32Set | None = ...,
-        int64_set_val: Global___Int64Set | None = ...,
-        double_set_val: Global___DoubleSet | None = ...,
-        float_set_val: Global___FloatSet | None = ...,
-        bool_set_val: Global___BoolSet | None = ...,
-        unix_timestamp_set_val: Global___Int64Set | None = ...,
-        json_val: _builtins.str = ...,
-        json_list_val: Global___StringList | None = ...,
-        struct_val: Global___Map | None = ...,
-        struct_list_val: Global___MapList | None = ...,
-        uuid_val: _builtins.str = ...,
-        time_uuid_val: _builtins.str = ...,
-        uuid_list_val: Global___StringList | None = ...,
-        time_uuid_list_val: Global___StringList | None = ...,
-        uuid_set_val: Global___StringSet | None = ...,
-        time_uuid_set_val: Global___StringSet | None = ...,
-        list_val: Global___RepeatedValue | None = ...,
-        set_val: Global___RepeatedValue | None = ...,
-        decimal_val: _builtins.str = ...,
-        decimal_list_val: Global___StringList | None = ...,
-        decimal_set_val: Global___StringSet | None = ...,
+        bytes_val: builtins.bytes = ...,
+        string_val: builtins.str = ...,
+        int32_val: builtins.int = ...,
+        int64_val: builtins.int = ...,
+        double_val: builtins.float = ...,
+        float_val: builtins.float = ...,
+        bool_val: builtins.bool = ...,
+        unix_timestamp_val: builtins.int = ...,
+        bytes_list_val: global___BytesList | None = ...,
+        string_list_val: global___StringList | None = ...,
+        int32_list_val: global___Int32List | None = ...,
+        int64_list_val: global___Int64List | None = ...,
+        double_list_val: global___DoubleList | None = ...,
+        float_list_val: global___FloatList | None = ...,
+        bool_list_val: global___BoolList | None = ...,
+        unix_timestamp_list_val: global___Int64List | None = ...,
+        null_val: global___Null.ValueType = ...,
+        map_val: global___Map | None = ...,
+        map_list_val: global___MapList | None = ...,
+        bytes_set_val: global___BytesSet | None = ...,
+        string_set_val: global___StringSet | None = ...,
+        int32_set_val: global___Int32Set | None = ...,
+        int64_set_val: global___Int64Set | None = ...,
+        double_set_val: global___DoubleSet | None = ...,
+        float_set_val: global___FloatSet | None = ...,
+        bool_set_val: global___BoolSet | None = ...,
+        unix_timestamp_set_val: global___Int64Set | None = ...,
+        json_val: builtins.str = ...,
+        json_list_val: global___StringList | None = ...,
+        struct_val: global___Map | None = ...,
+        struct_list_val: global___MapList | None = ...,
+        uuid_val: builtins.str = ...,
+        time_uuid_val: builtins.str = ...,
+        uuid_list_val: global___StringList | None = ...,
+        time_uuid_list_val: global___StringList | None = ...,
+        uuid_set_val: global___StringSet | None = ...,
+        time_uuid_set_val: global___StringSet | None = ...,
+        list_val: global___RepeatedValue | None = ...,
+        set_val: global___RepeatedValue | None = ...,
+        decimal_val: builtins.str = ...,
+        decimal_list_val: global___StringList | None = ...,
+        decimal_set_val: global___StringSet | None = ...,
+        scalar_map_val: global___ScalarMap | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["bool_list_val", b"bool_list_val", "bool_set_val", b"bool_set_val", "bool_val", b"bool_val", "bytes_list_val", b"bytes_list_val", "bytes_set_val", b"bytes_set_val", "bytes_val", b"bytes_val", "decimal_list_val", b"decimal_list_val", "decimal_set_val", b"decimal_set_val", "decimal_val", b"decimal_val", "double_list_val", b"double_list_val", "double_set_val", b"double_set_val", "double_val", b"double_val", "float_list_val", b"float_list_val", "float_set_val", b"float_set_val", "float_val", b"float_val", "int32_list_val", b"int32_list_val", "int32_set_val", b"int32_set_val", "int32_val", b"int32_val", "int64_list_val", b"int64_list_val", "int64_set_val", b"int64_set_val", "int64_val", b"int64_val", "json_list_val", b"json_list_val", "json_val", b"json_val", "list_val", b"list_val", "map_list_val", b"map_list_val", "map_val", b"map_val", "null_val", b"null_val", "set_val", b"set_val", "string_list_val", b"string_list_val", "string_set_val", b"string_set_val", "string_val", b"string_val", "struct_list_val", b"struct_list_val", "struct_val", b"struct_val", "time_uuid_list_val", b"time_uuid_list_val", "time_uuid_set_val", b"time_uuid_set_val", "time_uuid_val", b"time_uuid_val", "unix_timestamp_list_val", b"unix_timestamp_list_val", "unix_timestamp_set_val", b"unix_timestamp_set_val", "unix_timestamp_val", b"unix_timestamp_val", "uuid_list_val", b"uuid_list_val", "uuid_set_val", b"uuid_set_val", "uuid_val", b"uuid_val", "val", b"val"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["bool_list_val", b"bool_list_val", "bool_set_val", b"bool_set_val", "bool_val", b"bool_val", "bytes_list_val", b"bytes_list_val", "bytes_set_val", b"bytes_set_val", "bytes_val", b"bytes_val", "decimal_list_val", b"decimal_list_val", "decimal_set_val", b"decimal_set_val", "decimal_val", b"decimal_val", "double_list_val", b"double_list_val", "double_set_val", b"double_set_val", "double_val", b"double_val", "float_list_val", b"float_list_val", "float_set_val", b"float_set_val", "float_val", b"float_val", "int32_list_val", b"int32_list_val", "int32_set_val", b"int32_set_val", "int32_val", b"int32_val", "int64_list_val", b"int64_list_val", "int64_set_val", b"int64_set_val", "int64_val", b"int64_val", "json_list_val", b"json_list_val", "json_val", b"json_val", "list_val", b"list_val", "map_list_val", b"map_list_val", "map_val", b"map_val", "null_val", b"null_val", "set_val", b"set_val", "string_list_val", b"string_list_val", "string_set_val", b"string_set_val", "string_val", b"string_val", "struct_list_val", b"struct_list_val", "struct_val", b"struct_val", "time_uuid_list_val", b"time_uuid_list_val", "time_uuid_set_val", b"time_uuid_set_val", "time_uuid_val", b"time_uuid_val", "unix_timestamp_list_val", b"unix_timestamp_list_val", "unix_timestamp_set_val", b"unix_timestamp_set_val", "unix_timestamp_val", b"unix_timestamp_val", "uuid_list_val", b"uuid_list_val", "uuid_set_val", b"uuid_set_val", "uuid_val", b"uuid_val", "val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_val: _TypeAlias = _typing.Literal["bytes_val", "string_val", "int32_val", "int64_val", "double_val", "float_val", "bool_val", "unix_timestamp_val", "bytes_list_val", "string_list_val", "int32_list_val", "int64_list_val", "double_list_val", "float_list_val", "bool_list_val", "unix_timestamp_list_val", "null_val", "map_val", "map_list_val", "bytes_set_val", "string_set_val", "int32_set_val", "int64_set_val", "double_set_val", "float_set_val", "bool_set_val", "unix_timestamp_set_val", "json_val", "json_list_val", "struct_val", "struct_list_val", "uuid_val", "time_uuid_val", "uuid_list_val", "time_uuid_list_val", "uuid_set_val", "time_uuid_set_val", "list_val", "set_val", "decimal_val", "decimal_list_val", "decimal_set_val"]  # noqa: Y015
-    _WhichOneofArgType_val: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_val) -> _WhichOneofReturnType_val | None: ...
-
-Global___Value: _TypeAlias = Value  # noqa: Y015
-
-@_typing.final
-class BytesList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.bytes]: ...
+    def HasField(self, field_name: typing_extensions.Literal["bool_list_val", b"bool_list_val", "bool_set_val", b"bool_set_val", "bool_val", b"bool_val", "bytes_list_val", b"bytes_list_val", "bytes_set_val", b"bytes_set_val", "bytes_val", b"bytes_val", "decimal_list_val", b"decimal_list_val", "decimal_set_val", b"decimal_set_val", "decimal_val", b"decimal_val", "double_list_val", b"double_list_val", "double_set_val", b"double_set_val", "double_val", b"double_val", "float_list_val", b"float_list_val", "float_set_val", b"float_set_val", "float_val", b"float_val", "int32_list_val", b"int32_list_val", "int32_set_val", b"int32_set_val", "int32_val", b"int32_val", "int64_list_val", b"int64_list_val", "int64_set_val", b"int64_set_val", "int64_val", b"int64_val", "json_list_val", b"json_list_val", "json_val", b"json_val", "list_val", b"list_val", "map_list_val", b"map_list_val", "map_val", b"map_val", "null_val", b"null_val", "scalar_map_val", b"scalar_map_val", "set_val", b"set_val", "string_list_val", b"string_list_val", "string_set_val", b"string_set_val", "string_val", b"string_val", "struct_list_val", b"struct_list_val", "struct_val", b"struct_val", "time_uuid_list_val", b"time_uuid_list_val", "time_uuid_set_val", b"time_uuid_set_val", "time_uuid_val", b"time_uuid_val", "unix_timestamp_list_val", b"unix_timestamp_list_val", "unix_timestamp_set_val", b"unix_timestamp_set_val", "unix_timestamp_val", b"unix_timestamp_val", "uuid_list_val", b"uuid_list_val", "uuid_set_val", b"uuid_set_val", "uuid_val", b"uuid_val", "val", b"val"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["bool_list_val", b"bool_list_val", "bool_set_val", b"bool_set_val", "bool_val", b"bool_val", "bytes_list_val", b"bytes_list_val", "bytes_set_val", b"bytes_set_val", "bytes_val", b"bytes_val", "decimal_list_val", b"decimal_list_val", "decimal_set_val", b"decimal_set_val", "decimal_val", b"decimal_val", "double_list_val", b"double_list_val", "double_set_val", b"double_set_val", "double_val", b"double_val", "float_list_val", b"float_list_val", "float_set_val", b"float_set_val", "float_val", b"float_val", "int32_list_val", b"int32_list_val", "int32_set_val", b"int32_set_val", "int32_val", b"int32_val", "int64_list_val", b"int64_list_val", "int64_set_val", b"int64_set_val", "int64_val", b"int64_val", "json_list_val", b"json_list_val", "json_val", b"json_val", "list_val", b"list_val", "map_list_val", b"map_list_val", "map_val", b"map_val", "null_val", b"null_val", "scalar_map_val", b"scalar_map_val", "set_val", b"set_val", "string_list_val", b"string_list_val", "string_set_val", b"string_set_val", "string_val", b"string_val", "struct_list_val", b"struct_list_val", "struct_val", b"struct_val", "time_uuid_list_val", b"time_uuid_list_val", "time_uuid_set_val", b"time_uuid_set_val", "time_uuid_val", b"time_uuid_val", "unix_timestamp_list_val", b"unix_timestamp_list_val", "unix_timestamp_set_val", b"unix_timestamp_set_val", "unix_timestamp_val", b"unix_timestamp_val", "uuid_list_val", b"uuid_list_val", "uuid_set_val", b"uuid_set_val", "uuid_val", b"uuid_val", "val", b"val"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["val", b"val"]) -> typing_extensions.Literal["bytes_val", "string_val", "int32_val", "int64_val", "double_val", "float_val", "bool_val", "unix_timestamp_val", "bytes_list_val", "string_list_val", "int32_list_val", "int64_list_val", "double_list_val", "float_list_val", "bool_list_val", "unix_timestamp_list_val", "null_val", "map_val", "map_list_val", "bytes_set_val", "string_set_val", "int32_set_val", "int64_set_val", "double_set_val", "float_set_val", "bool_set_val", "unix_timestamp_set_val", "json_val", "json_list_val", "struct_val", "struct_list_val", "uuid_val", "time_uuid_val", "uuid_list_val", "time_uuid_list_val", "uuid_set_val", "time_uuid_set_val", "list_val", "set_val", "decimal_val", "decimal_list_val", "decimal_set_val", "scalar_map_val"] | None: ...
+
+global___Value = Value
+
+class BytesList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.bytes]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.bytes] | None = ...,
+        val: collections.abc.Iterable[builtins.bytes] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___BytesList: _TypeAlias = BytesList  # noqa: Y015
+global___BytesList = BytesList
 
-@_typing.final
-class StringList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class StringList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.str] | None = ...,
+        val: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___StringList: _TypeAlias = StringList  # noqa: Y015
+global___StringList = StringList
 
-@_typing.final
-class Int32List(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Int32List(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.int]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.int] | None = ...,
+        val: collections.abc.Iterable[builtins.int] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Int32List: _TypeAlias = Int32List  # noqa: Y015
+global___Int32List = Int32List
 
-@_typing.final
-class Int64List(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Int64List(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.int]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.int] | None = ...,
+        val: collections.abc.Iterable[builtins.int] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Int64List: _TypeAlias = Int64List  # noqa: Y015
+global___Int64List = Int64List
 
-@_typing.final
-class DoubleList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DoubleList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.float]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.float] | None = ...,
+        val: collections.abc.Iterable[builtins.float] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___DoubleList: _TypeAlias = DoubleList  # noqa: Y015
+global___DoubleList = DoubleList
 
-@_typing.final
-class FloatList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FloatList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.float]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.float] | None = ...,
+        val: collections.abc.Iterable[builtins.float] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___FloatList: _TypeAlias = FloatList  # noqa: Y015
+global___FloatList = FloatList
 
-@_typing.final
-class BoolList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class BoolList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.bool]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.bool]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.bool] | None = ...,
+        val: collections.abc.Iterable[builtins.bool] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___BoolList: _TypeAlias = BoolList  # noqa: Y015
+global___BoolList = BoolList
 
-@_typing.final
-class BytesSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class BytesSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.bytes]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.bytes]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.bytes] | None = ...,
+        val: collections.abc.Iterable[builtins.bytes] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___BytesSet: _TypeAlias = BytesSet  # noqa: Y015
+global___BytesSet = BytesSet
 
-@_typing.final
-class StringSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class StringSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.str] | None = ...,
+        val: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___StringSet: _TypeAlias = StringSet  # noqa: Y015
+global___StringSet = StringSet
 
-@_typing.final
-class Int32Set(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Int32Set(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.int]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.int] | None = ...,
+        val: collections.abc.Iterable[builtins.int] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Int32Set: _TypeAlias = Int32Set  # noqa: Y015
+global___Int32Set = Int32Set
 
-@_typing.final
-class Int64Set(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Int64Set(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.int]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.int] | None = ...,
+        val: collections.abc.Iterable[builtins.int] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Int64Set: _TypeAlias = Int64Set  # noqa: Y015
+global___Int64Set = Int64Set
 
-@_typing.final
-class DoubleSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DoubleSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.float]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.float] | None = ...,
+        val: collections.abc.Iterable[builtins.float] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___DoubleSet: _TypeAlias = DoubleSet  # noqa: Y015
+global___DoubleSet = DoubleSet
 
-@_typing.final
-class FloatSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FloatSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.float]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.float] | None = ...,
+        val: collections.abc.Iterable[builtins.float] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___FloatSet: _TypeAlias = FloatSet  # noqa: Y015
+global___FloatSet = FloatSet
 
-@_typing.final
-class BoolSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class BoolSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.bool]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.bool]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.bool] | None = ...,
+        val: collections.abc.Iterable[builtins.bool] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___BoolSet: _TypeAlias = BoolSet  # noqa: Y015
+global___BoolSet = BoolSet
 
-@_typing.final
-class Map(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Map(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class ValEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class ValEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        @_builtins.property
-        def value(self) -> Global___Value: ...
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        @property
+        def value(self) -> global___Value: ...
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: Global___Value | None = ...,
+            key: builtins.str = ...,
+            value: global___Value | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["value", b"value"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.MessageMap[_builtins.str, Global___Value]: ...
+        def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, global___Value]: ...
     def __init__(
         self,
         *,
-        val: _abc.Mapping[_builtins.str, Global___Value] | None = ...,
+        val: collections.abc.Mapping[builtins.str, global___Value] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Map: _TypeAlias = Map  # noqa: Y015
+global___Map = Map
 
-@_typing.final
-class MapList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class MapList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedCompositeFieldContainer[Global___Map]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___Map]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[Global___Map] | None = ...,
+        val: collections.abc.Iterable[global___Map] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___MapList: _TypeAlias = MapList  # noqa: Y015
+global___MapList = MapList
 
-@_typing.final
-class RepeatedValue(_message.Message):
+class RepeatedValue(google.protobuf.message.Message):
     """This is to avoid an issue of being unable to specify `repeated value` in oneofs or maps
     In JSON "val" field can be omitted
     """
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___Value]: ...
+    def __init__(
+        self,
+        *,
+        val: collections.abc.Iterable[global___Value] | None = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
+
+global___RepeatedValue = RepeatedValue
+
+class MapKey(google.protobuf.message.Message):
+    """Map key for maps with non-string keys.
+    Excludes string (handled by Map) and all collection types (not valid as keys).
+    """
+
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    INT32_KEY_FIELD_NUMBER: builtins.int
+    INT64_KEY_FIELD_NUMBER: builtins.int
+    FLOAT_KEY_FIELD_NUMBER: builtins.int
+    DOUBLE_KEY_FIELD_NUMBER: builtins.int
+    BOOL_KEY_FIELD_NUMBER: builtins.int
+    UNIX_TIMESTAMP_KEY_FIELD_NUMBER: builtins.int
+    BYTES_KEY_FIELD_NUMBER: builtins.int
+    UUID_KEY_FIELD_NUMBER: builtins.int
+    TIME_UUID_KEY_FIELD_NUMBER: builtins.int
+    DECIMAL_KEY_FIELD_NUMBER: builtins.int
+    int32_key: builtins.int
+    int64_key: builtins.int
+    float_key: builtins.float
+    double_key: builtins.float
+    bool_key: builtins.bool
+    unix_timestamp_key: builtins.int
+    bytes_key: builtins.bytes
+    uuid_key: builtins.str
+    time_uuid_key: builtins.str
+    decimal_key: builtins.str
+    def __init__(
+        self,
+        *,
+        int32_key: builtins.int = ...,
+        int64_key: builtins.int = ...,
+        float_key: builtins.float = ...,
+        double_key: builtins.float = ...,
+        bool_key: builtins.bool = ...,
+        unix_timestamp_key: builtins.int = ...,
+        bytes_key: builtins.bytes = ...,
+        uuid_key: builtins.str = ...,
+        time_uuid_key: builtins.str = ...,
+        decimal_key: builtins.str = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["bool_key", b"bool_key", "bytes_key", b"bytes_key", "decimal_key", b"decimal_key", "double_key", b"double_key", "float_key", b"float_key", "int32_key", b"int32_key", "int64_key", b"int64_key", "key", b"key", "time_uuid_key", b"time_uuid_key", "unix_timestamp_key", b"unix_timestamp_key", "uuid_key", b"uuid_key"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["bool_key", b"bool_key", "bytes_key", b"bytes_key", "decimal_key", b"decimal_key", "double_key", b"double_key", "float_key", b"float_key", "int32_key", b"int32_key", "int64_key", b"int64_key", "key", b"key", "time_uuid_key", b"time_uuid_key", "unix_timestamp_key", b"unix_timestamp_key", "uuid_key", b"uuid_key"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["key", b"key"]) -> typing_extensions.Literal["int32_key", "int64_key", "float_key", "double_key", "bool_key", "unix_timestamp_key", "bytes_key", "uuid_key", "time_uuid_key", "decimal_key"] | None: ...
+
+global___MapKey = MapKey
+
+class ScalarMapEntry(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    KEY_FIELD_NUMBER: builtins.int
+    VALUE_FIELD_NUMBER: builtins.int
+    @property
+    def key(self) -> global___MapKey: ...
+    @property
+    def value(self) -> global___Value: ...
+    def __init__(
+        self,
+        *,
+        key: global___MapKey | None = ...,
+        value: global___Value | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+global___ScalarMapEntry = ScalarMapEntry
+
+class ScalarMap(google.protobuf.message.Message):
+    """Map with non-string keys. For string-keyed maps use Map."""
+
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedCompositeFieldContainer[Global___Value]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___ScalarMapEntry]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[Global___Value] | None = ...,
+        val: collections.abc.Iterable[global___ScalarMapEntry] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___RepeatedValue: _TypeAlias = RepeatedValue  # noqa: Y015
+global___ScalarMap = ScalarMap
diff --git a/sdk/python/feast/registry_server.py b/sdk/python/feast/registry_server.py
index f033c5201ec..c55cd1cc3b2 100644
--- a/sdk/python/feast/registry_server.py
+++ b/sdk/python/feast/registry_server.py
@@ -342,22 +342,35 @@ def ApplyFeatureView(
         self, request: RegistryServer_pb2.ApplyFeatureViewRequest, context
     ):
         feature_view_type = request.WhichOneof("base_feature_view")
+
         if feature_view_type == "feature_view":
-            feature_view = FeatureView.from_proto(request.feature_view)
+            feature_view_meta = FeatureView.from_proto(
+                request.feature_view, skip_udf=True
+            )
         elif feature_view_type == "on_demand_feature_view":
-            feature_view = OnDemandFeatureView.from_proto(
-                request.on_demand_feature_view
+            feature_view_meta = OnDemandFeatureView.from_proto(
+                request.on_demand_feature_view, skip_udf=True
             )
         elif feature_view_type == "stream_feature_view":
-            feature_view = StreamFeatureView.from_proto(request.stream_feature_view)
+            feature_view_meta = StreamFeatureView.from_proto(
+                request.stream_feature_view, skip_udf=True
+            )
 
         assert_permissions_to_update(
-            resource=feature_view,
-            # Will replace with the new get_any_feature_view method later
+            resource=feature_view_meta,
             getter=self.proxied_registry.get_feature_view,
             project=request.project,
         )
 
+        if feature_view_type == "feature_view":
+            feature_view = FeatureView.from_proto(request.feature_view)
+        elif feature_view_type == "on_demand_feature_view":
+            feature_view = OnDemandFeatureView.from_proto(
+                request.on_demand_feature_view
+            )
+        elif feature_view_type == "stream_feature_view":
+            feature_view = StreamFeatureView.from_proto(request.stream_feature_view)
+
         (
             self.proxied_registry.apply_feature_view(
                 feature_view=feature_view,
@@ -379,6 +392,7 @@ def ListFeatureViews(
                         project=request.project,
                         allow_cache=request.allow_cache,
                         tags=dict(request.tags),
+                        skip_udf=True,
                     ),
                 ),
                 actions=AuthzedAction.DESCRIBE,
@@ -403,6 +417,7 @@ def ListAllFeatureViews(
                 project=request.project,
                 allow_cache=request.allow_cache,
                 tags=dict(request.tags),
+                skip_udf=True,
             ),
         )
 
@@ -575,6 +590,7 @@ def ListStreamFeatureViews(
                             project=request.project,
                             allow_cache=request.allow_cache,
                             tags=dict(request.tags),
+                            skip_udf=True,
                         ),
                     ),
                     actions=AuthzedAction.DESCRIBE,
@@ -616,6 +632,7 @@ def ListOnDemandFeatureViews(
                             project=request.project,
                             allow_cache=request.allow_cache,
                             tags=dict(request.tags),
+                            skip_udf=True,
                         ),
                     ),
                     actions=AuthzedAction.DESCRIBE,
@@ -1104,16 +1121,19 @@ def GetObjectRelationships(
         )
 
     def Commit(self, request, context):
+        for project in self.proxied_registry.list_projects(allow_cache=True):
+            assert_permissions(resource=project, actions=[AuthzedAction.UPDATE])
         self.proxied_registry.commit()
         return Empty()
 
     def Refresh(self, request, context):
+        project = self.proxied_registry.get_project(
+            name=request.project, allow_cache=True
+        )
+        assert_permissions(resource=project, actions=[AuthzedAction.UPDATE])
         self.proxied_registry.refresh(request.project)
         return Empty()
 
-    def Proto(self, request, context):
-        return self.proxied_registry.proto()
-
     def ListFeatures(self, request: RegistryServer_pb2.ListFeaturesRequest, context):
         """
         List all features in the registry, optionally filtered by project, feature_view, or name.
@@ -1122,6 +1142,7 @@ def ListFeatures(self, request: RegistryServer_pb2.ListFeaturesRequest, context)
         feature_views = self.proxied_registry.list_all_feature_views(
             project=request.project,
             allow_cache=allow_cache,
+            skip_udf=True,
         )
         permitted_fvs = permitted_resources(
             resources=cast(list[FeastObject], feature_views),
diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py
index 208307dc5d5..b8bc794aaf5 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -151,6 +151,13 @@ class FeastConfigBaseModel(BaseModel):
     model_config = ConfigDict(arbitrary_types_allowed=True, extra="forbid")
 
 
+class McpRegistryConfig(FeastBaseModel):
+    """MCP (Model Context Protocol) configuration for the registry REST server."""
+
+    enabled: StrictBool = False
+    """ bool: Enable MCP support on the REST registry server. """
+
+
 class RegistryConfig(FeastBaseModel):
     """Metadata Store Configuration. Configuration that relates to reading from and writing to the Feast registry."""
 
@@ -191,6 +198,9 @@ class RegistryConfig(FeastBaseModel):
         online store table and can be queried independently. Version history
         tracking in the registry is always active regardless of this setting. """
 
+    mcp: Optional[McpRegistryConfig] = None
+    """ McpRegistryConfig: MCP (Model Context Protocol) configuration for the registry REST server. """
+
     @field_validator("path")
     def validate_path(cls, path: str, values: ValidationInfo) -> str:
         if values.data.get("registry_type") == "sql":
@@ -214,6 +224,12 @@ class MaterializationConfig(BaseModel):
     """ bool: If true, feature retrieval jobs will only pull the latest feature values for each entity.
         If false, feature retrieval jobs will pull all feature values within the specified time range. """
 
+    online_write_batch_size: Optional[int] = Field(default=None, gt=0)
+    """ int: Number of rows to write to online store per batch during materialization.
+        If None (default), all rows are written in a single batch for backward compatibility.
+        Set to a positive integer (e.g., 10000) to enable batched writes.
+        Supported compute engines: local, spark, ray. """
+
 
 class OpenLineageConfig(FeastBaseModel):
     """Configuration for OpenLineage integration.
@@ -337,7 +353,10 @@ class RepoConfig(FeastBaseModel):
     """ MaterializationConfig: Configuration options for feature materialization behavior. """
 
     openlineage_config: Optional[OpenLineageConfig] = Field(None, alias="openlineage")
-    """ OpenLineageConfig: Configuration for OpenLineage data lineage integration (optional). """
+    """ Configuration for OpenLineage data lineage integration (optional). """
+
+    mlflow_config: Optional[Any] = Field(None, alias="mlflow")
+    """ MlflowConfig: Configuration for MLflow experiment tracking integration (optional). """
 
     def __init__(self, **data: Any):
         super().__init__(**data)
@@ -379,6 +398,11 @@ def __init__(self, **data: Any):
         if "openlineage" in data:
             self.openlineage_config = data["openlineage"]
 
+        # Initialize MLflow configuration
+        self._mlflow = None
+        if "mlflow" in data:
+            self.mlflow_config = data["mlflow"]
+
         if self.entity_key_serialization_version < 3:
             warnings.warn(
                 "The serialization version below 3 are deprecated. "
@@ -398,10 +422,11 @@ def registry(self):
                     # This may be a custom registry store, which does not need a 'registry_type'
                     self._registry = RegistryConfig(**self.registry_config)
             elif isinstance(self.registry_config, str):
-                # User passed in just a path to file registry
-                self._registry = get_registry_config_from_type("file")(
-                    path=self.registry_config
-                )
+                # Let Registry.__init__ auto-detect the correct store class
+                # from the URI scheme (e.g. gs:// -> GCSRegistryStore).
+                # Previously this hardcoded "file" type, which broke gs:// and
+                # s3:// paths because FileRegistryStore uses pathlib.Path.
+                self._registry = RegistryConfig(path=self.registry_config)
             elif self.registry_config:
                 self._registry = self.registry_config
         return self._registry
@@ -478,6 +503,18 @@ def openlineage(self) -> Optional[OpenLineageConfig]:
                 self._openlineage = self.openlineage_config
         return self._openlineage
 
+    @property
+    def mlflow(self):
+        """Get the MLflow configuration."""
+        if not self._mlflow:
+            if isinstance(self.mlflow_config, Dict):
+                from feast.mlflow_integration.config import MlflowConfig
+
+                self._mlflow = MlflowConfig(**self.mlflow_config)
+            elif self.mlflow_config:
+                self._mlflow = self.mlflow_config
+        return self._mlflow
+
     @model_validator(mode="before")
     def _validate_auth_config(cls, values: Any) -> Any:
         from feast.permissions.auth_model import AuthConfig
diff --git a/sdk/python/feast/stream_feature_view.py b/sdk/python/feast/stream_feature_view.py
index 2773484ecbb..9ee07e6a199 100644
--- a/sdk/python/feast/stream_feature_view.py
+++ b/sdk/python/feast/stream_feature_view.py
@@ -67,6 +67,8 @@ class StreamFeatureView(FeatureView):
         description: A human-readable description.
         tags: A dictionary of key-value pairs to store arbitrary metadata.
         owner: The owner of the stream feature view, typically the email of the primary maintainer.
+        org: The organizational unit that owns this stream feature view (e.g. "ads", "search").
+            Defaults to empty string.
         udf: The user defined transformation function. This transformation function should have all of the corresponding imports imported within the function.
         udf_string: The string representation of the user defined transformation function.
         feature_transformation: The transformation to apply to the features.
@@ -88,6 +90,7 @@ class StreamFeatureView(FeatureView):
     description: str
     tags: Dict[str, str]
     owner: str
+    org: str
     mode: Union[TransformationMode, str]
     materialization_intervals: List[Tuple[datetime, datetime]]
     udf: Optional[FunctionType]
@@ -98,6 +101,8 @@ class StreamFeatureView(FeatureView):
     timestamp_field: str
     enable_tiling: bool
     tiling_hop_size: Optional[timedelta]
+    _raw_udf_proto: Optional[Any] = None
+    _raw_feature_transformation_proto: Optional[Any] = None
 
     def __init__(
         self,
@@ -112,6 +117,7 @@ def __init__(
         offline: bool = False,
         description: str = "",
         owner: str = "",
+        org: str = "",
         schema: Optional[List[Field]] = None,
         aggregations: Optional[List[Aggregation]] = None,
         mode: Union[str, TransformationMode] = TransformationMode.PYTHON,
@@ -183,6 +189,7 @@ def __init__(
             offline=offline,
             description=description,
             owner=owner,
+            org=org,
             schema=schema,
             source=source,  # type: ignore[arg-type]
             mode=mode,
@@ -272,7 +279,12 @@ def to_proto(self):
         stream_source_proto = serialize_data_source(self.stream_source)
 
         udf_proto, feature_transformation = None, None
-        if self.udf:
+        if getattr(self, "_raw_udf_proto", None) is not None:
+            udf_proto = self._raw_udf_proto
+            feature_transformation = getattr(
+                self, "_raw_feature_transformation_proto", None
+            )
+        elif self.udf:
             udf_proto = UserDefinedFunctionProto(
                 name=self.udf.__name__,
                 body=dill.dumps(self.udf, recurse=True),
@@ -304,6 +316,7 @@ def to_proto(self):
             description=self.description,
             tags=self.tags,
             owner=self.owner,
+            org=self.org,
             ttl=ttl_duration,
             online=self.online,
             batch_source=batch_source_proto,
@@ -315,12 +328,13 @@ def to_proto(self):
             tiling_hop_size=tiling_hop_size_duration,
             enable_validation=self.enable_validation,
             version=self.version,
+            disabled=not self.enabled,
         )
 
         return StreamFeatureViewProto(spec=spec, meta=meta)
 
     @classmethod
-    def from_proto(cls, sfv_proto):
+    def from_proto(cls, sfv_proto, skip_udf: bool = False):
         batch_source = (
             DataSource.from_proto(sfv_proto.spec.batch_source)
             if sfv_proto.spec.HasField("batch_source")
@@ -333,7 +347,7 @@ def from_proto(cls, sfv_proto):
         )
         udf = (
             dill.loads(sfv_proto.spec.user_defined_function.body)
-            if sfv_proto.spec.HasField("user_defined_function")
+            if sfv_proto.spec.HasField("user_defined_function") and not skip_udf
             else None
         )
         udf_string = (
@@ -351,6 +365,7 @@ def from_proto(cls, sfv_proto):
             description=sfv_proto.spec.description,
             tags=dict(sfv_proto.spec.tags),
             owner=sfv_proto.spec.owner,
+            org=sfv_proto.spec.org,
             online=sfv_proto.spec.online,
             schema=[
                 Field.from_proto(field_proto) for field_proto in sfv_proto.spec.features
@@ -396,6 +411,20 @@ def from_proto(cls, sfv_proto):
         else:
             stream_feature_view.current_version_number = None
 
+        stream_feature_view.enabled = not sfv_proto.spec.disabled
+
+        # Restore lifecycle state from meta (SFV uses FeatureViewMeta which has state).
+        from feast.feature_view import FeatureViewState
+
+        stream_feature_view.state = FeatureViewState.from_proto(sfv_proto.meta.state)
+
+        if skip_udf and sfv_proto.spec.HasField("user_defined_function"):
+            stream_feature_view._raw_udf_proto = sfv_proto.spec.user_defined_function
+        if skip_udf and sfv_proto.spec.HasField("feature_transformation"):
+            stream_feature_view._raw_feature_transformation_proto = (
+                sfv_proto.spec.feature_transformation
+            )
+
         stream_feature_view.entities = list(sfv_proto.spec.entities)
 
         stream_feature_view.features = [
@@ -434,6 +463,7 @@ def __copy__(self):
             online=self.online,
             description=self.description,
             owner=self.owner,
+            org=self.org,
             aggregations=self.aggregations,
             mode=self.mode,
             timestamp_field=self.timestamp_field,
@@ -444,6 +474,8 @@ def __copy__(self):
             enable_validation=self.enable_validation,
             version=self.version,
         )
+        fv.enabled = self.enabled
+        fv.state = self.state
         fv.entities = self.entities
         fv.features = copy.copy(self.features)
         fv.entity_columns = copy.copy(self.entity_columns)
@@ -463,6 +495,7 @@ def stream_feature_view(
     online: Optional[bool] = True,
     description: Optional[str] = "",
     owner: Optional[str] = "",
+    org: Optional[str] = "",
     schema: Optional[List[Field]] = None,
     source: Optional[DataSource] = None,
     aggregations: Optional[List[Aggregation]] = None,
@@ -498,6 +531,7 @@ def decorator(user_function):
             tags=tags,
             online=online,
             owner=owner,
+            org=org,
             aggregations=aggregations,
             mode=mode,
             timestamp_field=timestamp_field,
diff --git a/sdk/python/feast/templates/ray/feature_repo/feature_definitions.py b/sdk/python/feast/templates/ray/feature_repo/feature_definitions.py
index 046ecb03ac7..741f38cf889 100644
--- a/sdk/python/feast/templates/ray/feature_repo/feature_definitions.py
+++ b/sdk/python/feast/templates/ray/feature_repo/feature_definitions.py
@@ -8,7 +8,7 @@
 from pathlib import Path
 
 from feast import Entity, FeatureService, FeatureView, Field, ValueType
-from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import RaySource
 from feast.on_demand_feature_view import on_demand_feature_view
 from feast.types import Float32, Float64, Int64
 
@@ -30,17 +30,21 @@
     join_keys=["customer_id"],
 )
 
-# Data sources - Ray offline store works with FileSource
-# These will be processed by Ray for efficient distributed data access
-driver_hourly_stats = FileSource(
+# Data sources — RaySource is the recommended data source for the Ray offline
+# store. It tells Feast how to load a Ray Dataset from any Ray Data-supported
+# format (Parquet, CSV, JSON, HuggingFace datasets, MongoDB, SQL, and more).
+# Here we read local Parquet files that are generated by bootstrap.py.
+driver_hourly_stats = RaySource(
     name="driver_hourly_stats",
+    reader_type="parquet",
     path=f"{CURRENT_DIR}/%PARQUET_PATH%",
     timestamp_field="event_timestamp",
     created_timestamp_column="created",
 )
 
-customer_daily_profile = FileSource(
+customer_daily_profile = RaySource(
     name="customer_daily_profile",
+    reader_type="parquet",
     path=f"{CURRENT_DIR}/data/customer_daily_profile.parquet",
     timestamp_field="event_timestamp",
     created_timestamp_column="created",
diff --git a/sdk/python/feast/templates/ray/feature_repo/test_workflow.py b/sdk/python/feast/templates/ray/feature_repo/test_workflow.py
index 8caa4cb6380..721a122d5e1 100644
--- a/sdk/python/feast/templates/ray/feature_repo/test_workflow.py
+++ b/sdk/python/feast/templates/ray/feature_repo/test_workflow.py
@@ -83,12 +83,28 @@ def run_demo():
             ],
         )
 
-        # Convert to DataFrame - Ray processes this efficiently
-        historical_df = historical_features.to_df()
-        print(f"   ✓ Retrieved {len(historical_df)} historical feature rows")
-        print(f"   ✓ Features: {list(historical_df.columns)}")
-
-        # Show sample of the data
+        # to_ray_dataset() returns the result as a Ray Dataset — no data is
+        # collected on the driver when the Ray offline store is used.  This is
+        # the preferred output format for Ray Train, Ray Serve, and other
+        # distributed ML workloads.
+        ray_ds = historical_features.to_ray_dataset()
+        print(f"   ✓ Retrieved Ray Dataset with {ray_ds.count()} rows")
+        print(f"   ✓ Schema: {ray_ds.schema()}")
+
+        # For non-Ray downstream consumers (pandas, scikit-learn, …) chain
+        # to_df() on the same RetrievalJob instead:
+        historical_df = store.get_historical_features(
+            entity_df=entity_df,
+            features=[
+                "driver_hourly_stats:conv_rate",
+                "driver_hourly_stats:acc_rate",
+                "driver_hourly_stats:avg_daily_trips",
+                "customer_daily_profile:current_balance",
+                "customer_daily_profile:avg_passenger_count",
+                "customer_daily_profile:lifetime_trip_count",
+            ],
+        ).to_df()
+        print(f"   ✓ Same features as pandas DataFrame: {list(historical_df.columns)}")
         print("\n   Sample historical features:")
         print(historical_df.head(3).to_string(index=False))
 
diff --git a/sdk/python/feast/type_map.py b/sdk/python/feast/type_map.py
index 691a398c8ef..e9ccee08f25 100644
--- a/sdk/python/feast/type_map.py
+++ b/sdk/python/feast/type_map.py
@@ -52,8 +52,11 @@
     Int64List,
     Int64Set,
     Map,
+    MapKey,
     MapList,
     RepeatedValue,
+    ScalarMap,
+    ScalarMapEntry,
     StringList,
     StringSet,
 )
@@ -121,6 +124,8 @@ def feast_value_type_to_python_type(
         return _handle_map_value(val)
     elif val_attr == "map_list_val":
         return _handle_map_list_value(val)
+    elif val_attr == "scalar_map_val":
+        return _handle_scalar_map_value(val)
 
     # If it's a _LIST or _SET type extract the values.
     if hasattr(val, "val"):
@@ -223,6 +228,43 @@ def _handle_nested_collection_value(repeated_value) -> List[Any]:
     return result
 
 
+def _map_key_to_python_value(map_key: MapKey) -> Any:
+    """Convert a MapKey proto to its Python equivalent."""
+    key_attr = map_key.WhichOneof("key")
+    if key_attr is None:
+        return None
+    val = getattr(map_key, key_attr)
+    if key_attr in ("int32_key", "int64_key"):
+        return int(val)
+    if key_attr in ("float_key", "double_key"):
+        return float(val)
+    if key_attr == "bool_key":
+        return bool(val)
+    if key_attr == "unix_timestamp_key":
+        return (
+            datetime.fromtimestamp(val, tz=timezone.utc)
+            if val != NULL_TIMESTAMP_INT_VALUE
+            else None
+        )
+    if key_attr == "bytes_key":
+        return bytes(val)
+    if key_attr in ("uuid_key", "time_uuid_key"):
+        return uuid_module.UUID(val)
+    if key_attr == "decimal_key":
+        return decimal.Decimal(val)
+    return val
+
+
+def _handle_scalar_map_value(value_map_message: ScalarMap) -> Dict[Any, Any]:
+    """Handle ScalarMap proto message (repeated ScalarMapEntry) → Python dict."""
+    result: Dict[Any, Any] = {}
+    for entry in value_map_message.val:
+        key = _map_key_to_python_value(entry.key)
+        value = feast_value_type_to_python_type(entry.value)
+        result[key] = value
+    return result
+
+
 def feast_value_type_to_pandas_type(value_type: ValueType) -> Any:
     value_type_to_pandas_type: Dict[ValueType, str] = {
         ValueType.FLOAT: "float",
@@ -399,6 +441,9 @@ def python_type_to_feast_value_type(
 
     # Check if it's a dictionary (Map type)
     if isinstance(value, dict):
+        # Non-string keys require ScalarMap; string keys (or empty dict) use Map
+        if value and not isinstance(next(iter(value)), str):
+            return ValueType.SCALAR_MAP
         return ValueType.MAP
 
     raise ValueError(
@@ -909,6 +954,16 @@ def _convert_list_values_to_proto(
     ]
 
 
+def _is_array_like(value: Any) -> bool:
+    """Return True if *value* is array-like (numpy array or any sized,
+    non-string, non-bytes container).  Array-like values in a scalar
+    feature column cannot be mapped to a protobuf scalar field and are
+    therefore always treated as null."""
+    return isinstance(value, np.ndarray) or (
+        hasattr(value, "__len__") and not isinstance(value, (str, bytes))
+    )
+
+
 def _convert_scalar_values_to_proto(
     feast_value_type: ValueType,
     values: List[Any],
@@ -929,16 +984,34 @@ def _convert_scalar_values_to_proto(
         return [ProtoValue()] * len(values)
 
     if feast_value_type == ValueType.UNIX_TIMESTAMP:
-        int_timestamps = _python_datetime_to_int_timestamp(values)
-        return [ProtoValue(unix_timestamp_val=ts) for ts in int_timestamps]  # type: ignore
+        out: List[Any] = [None] * len(values)
+        clean_indices: List[int] = []
+        clean_values: List[Any] = []
+        for i, value in enumerate(values):
+            if _is_array_like(value) or value is None:
+                out[i] = ProtoValue()
+            else:
+                clean_indices.append(i)
+                clean_values.append(value)
+        if clean_values:
+            timestamps = _python_datetime_to_int_timestamp(clean_values)
+            for i, ts in zip(clean_indices, timestamps):
+                out[i] = ProtoValue(unix_timestamp_val=ts)  # type: ignore
+        return out
 
     field_name, func, valid_scalar_types = PYTHON_SCALAR_VALUE_TYPE_TO_PROTO_VALUE[
         feast_value_type
     ]
 
-    # Validate scalar types
+    # Validate scalar types.  The caller guarantees that *sample* is not
+    # array-like (array-like values are filtered out when picking the sample
+    # for scalar columns in python_values_to_proto_values).
     if valid_scalar_types:
-        if (sample == 0 or sample == 0.0) and feast_value_type != ValueType.BOOL:
+        try:
+            is_zero = sample == 0 or sample == 0.0
+        except (ValueError, TypeError):
+            is_zero = False
+        if is_zero and feast_value_type != ValueType.BOOL:
             # Numpy converts 0 to int, but column type may be float
             allowed_types = {np.int64, int, np.float64, float, decimal.Decimal}
             assert type(sample) in allowed_types, (
@@ -951,20 +1024,35 @@ def _convert_scalar_values_to_proto(
 
     # Handle BOOL specially due to np.bool_ conversion requirement
     if feast_value_type == ValueType.BOOL:
-        return [
-            ProtoValue(
-                **{field_name: func(bool(value) if type(value) is np.bool_ else value)}
-            )  # type: ignore
-            if not pd.isnull(value)
-            else ProtoValue()
-            for value in values
-        ]
+        out = []
+        for value in values:
+            if _is_array_like(value):
+                # Array-like value in a scalar BOOL column: treat as null.
+                out.append(ProtoValue())
+            elif not pd.isnull(value):
+                out.append(
+                    ProtoValue(
+                        **{
+                            field_name: func(
+                                bool(value) if type(value) is np.bool_ else value
+                            )
+                        }
+                    )  # type: ignore
+                )
+            else:
+                out.append(ProtoValue())
+        return out
 
     # Generic scalar conversion
     out = []
     for value in values:
         if isinstance(value, ProtoValue):
             out.append(value)
+        elif _is_array_like(value):
+            # Array-like value in a scalar column: always treat as null.
+            # pd.isnull() is vectorised and would return an ndarray here,
+            # making `not pd.isnull(value)` raise ValueError.
+            out.append(ProtoValue())
         elif not pd.isnull(value):
             out.append(ProtoValue(**{field_name: func(value)}))
         else:
@@ -1023,6 +1111,21 @@ def _python_value_to_proto_value(
                 )
         return result
 
+    if feast_value_type == ValueType.SCALAR_MAP:
+        result = []
+        for value in values:
+            if value is None:
+                result.append(ProtoValue())
+            else:
+                if not isinstance(value, dict):
+                    raise TypeError(
+                        f"Expected dict for SCALAR_MAP type, got {type(value).__name__}: {value!r}"
+                    )
+                result.append(
+                    ProtoValue(scalar_map_val=_python_dict_to_scalar_map_proto(value))
+                )
+        return result
+
     # Handle JSON type — serialize Python objects as JSON strings
     if feast_value_type == ValueType.JSON:
         result = []
@@ -1107,12 +1210,18 @@ def _python_value_to_proto_value(
     if "set" in type_name_lower:
         return _python_set_to_proto_values(feast_value_type, values)
 
-    # Scalar types
+    # Scalar types — pick a sample that is not array-like so that the type
+    # validation in _convert_scalar_values_to_proto always receives a plain
+    # scalar (array-like values in a scalar column are treated as null).
     if (
         feast_value_type in PYTHON_SCALAR_VALUE_TYPE_TO_PROTO_VALUE
         or feast_value_type == ValueType.UNIX_TIMESTAMP
     ):
-        return _convert_scalar_values_to_proto(feast_value_type, values, sample)
+        scalar_sample = next(
+            (v for v in values if _non_empty_value(v) and not _is_array_like(v)),
+            None,
+        )
+        return _convert_scalar_values_to_proto(feast_value_type, values, scalar_sample)
 
     raise Exception(f"Unsupported data type: {feast_value_type}")
 
@@ -1200,6 +1309,48 @@ def _python_list_to_map_list_proto(python_list: List[Dict[str, Any]]) -> MapList
     return map_list_proto
 
 
+def _python_value_to_map_key_proto(key: Any) -> MapKey:
+    """Convert a Python value to a MapKey proto for use in ScalarMap entries."""
+    # bool must be checked before int since bool is a subclass of int
+    if isinstance(key, (bool, np.bool_)):
+        return MapKey(bool_key=bool(key))
+    if isinstance(key, np.int32):
+        return MapKey(int32_key=int(key))
+    if isinstance(key, (int, np.integer)):
+        return MapKey(int64_key=int(key))
+    if isinstance(key, np.float32):
+        return MapKey(float_key=float(key))
+    if isinstance(key, (float, np.floating)):
+        return MapKey(double_key=float(key))
+    if isinstance(key, uuid_module.UUID):
+        return MapKey(uuid_key=str(key))
+    if isinstance(key, decimal.Decimal):
+        return MapKey(decimal_key=str(key))
+    if isinstance(key, bytes):
+        return MapKey(bytes_key=key)
+    if isinstance(key, (datetime, pd.Timestamp)):
+        ts = int(pd.Timestamp(key).timestamp())
+        return MapKey(unix_timestamp_key=ts)
+    raise TypeError(
+        f"Unsupported key type for SCALAR_MAP: {type(key).__name__}. "
+        "Supported non-string key types: int, float, bool, uuid.UUID, "
+        "decimal.Decimal, bytes, datetime."
+    )
+
+
+def _python_dict_to_scalar_map_proto(python_dict: Dict[Any, Any]) -> ScalarMap:
+    """Convert a Python dictionary with non-string keys to a ScalarMap proto."""
+    value_map_proto = ScalarMap()
+    for key, value in python_dict.items():
+        map_key = _python_value_to_map_key_proto(key)
+        if value is None:
+            value_proto = ProtoValue()
+        else:
+            value_proto = python_values_to_proto_values([value], ValueType.UNKNOWN)[0]
+        value_map_proto.val.append(ScalarMapEntry(key=map_key, value=value_proto))
+    return value_map_proto
+
+
 def python_values_to_proto_values(
     values: List[Any], feature_type: ValueType = ValueType.UNKNOWN
 ) -> List[ProtoValue]:
@@ -1216,6 +1367,8 @@ def python_values_to_proto_values(
             value_type = python_type_to_feast_value_type("", sample)
 
     if value_type == ValueType.UNKNOWN:
+        if all(v is None for v in values):
+            return [ProtoValue() for _ in values]
         raise TypeError("Couldn't infer value type from empty value")
 
     proto_values = _python_value_to_proto_value(value_type, values)
@@ -1270,6 +1423,7 @@ def python_values_to_proto_values(
     "decimal_val": ValueType.DECIMAL,
     "decimal_list_val": ValueType.DECIMAL_LIST,
     "decimal_set_val": ValueType.DECIMAL_SET,
+    "scalar_map_val": ValueType.SCALAR_MAP,
 }
 
 VALUE_TYPE_TO_PROTO_VALUE_MAP: Dict[ValueType, str] = {
@@ -2000,6 +2154,35 @@ def cb_columnar_type_to_feast_value_type(type_str: str) -> ValueType:
     return value
 
 
+def mongodb_to_feast_value_type(type_str: str) -> ValueType:
+    """Map a Python type string (as inferred from pymongo documents) to a Feast ValueType.
+
+    The type strings are produced by
+    ``feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb_source._infer_python_type_str``.
+    Unrecognised strings are mapped to ``ValueType.UNKNOWN``.
+    """
+    type_map: Dict[str, ValueType] = {
+        "str": ValueType.STRING,
+        "string": ValueType.STRING,
+        "int": ValueType.INT64,
+        "int64": ValueType.INT64,
+        "float": ValueType.DOUBLE,
+        "float64": ValueType.DOUBLE,
+        "bool": ValueType.BOOL,
+        "bytes": ValueType.BYTES,
+        "datetime": ValueType.UNIX_TIMESTAMP,
+        "list": ValueType.UNKNOWN,
+        "dict": ValueType.UNKNOWN,
+        "list[str]": ValueType.STRING_LIST,
+        "list[int]": ValueType.INT64_LIST,
+        "list[float]": ValueType.DOUBLE_LIST,
+        "list[bool]": ValueType.BOOL_LIST,
+        "list[bytes]": ValueType.BYTES_LIST,
+        "list[datetime]": ValueType.UNIX_TIMESTAMP_LIST,
+    }
+    return type_map.get(type_str, ValueType.UNKNOWN)
+
+
 def convert_scalar_column(
     series: pd.Series, value_type: ValueType, target_pandas_type: str
 ) -> pd.Series:
diff --git a/sdk/python/feast/types.py b/sdk/python/feast/types.py
index 0a97037811b..9a9cfeeec84 100644
--- a/sdk/python/feast/types.py
+++ b/sdk/python/feast/types.py
@@ -37,6 +37,7 @@
     "UNIX_TIMESTAMP": "UNIX_TIMESTAMP",
     "MAP": "MAP",
     "JSON": "JSON",
+    "SCALAR_MAP": "SCALAR_MAP",
 }
 
 
@@ -93,6 +94,7 @@ class PrimitiveFeastType(Enum):
     UUID = 13
     TIME_UUID = 14
     DECIMAL = 15
+    SCALAR_MAP = 16
 
     def to_value_type(self) -> ValueType:
         """
@@ -130,6 +132,7 @@ def __hash__(self):
 Uuid = PrimitiveFeastType.UUID
 TimeUuid = PrimitiveFeastType.TIME_UUID
 Decimal = PrimitiveFeastType.DECIMAL
+ScalarMap = PrimitiveFeastType.SCALAR_MAP
 
 SUPPORTED_BASE_TYPES = [
     Invalid,
@@ -167,6 +170,7 @@ def __hash__(self):
     "UUID": "Uuid",
     "TIME_UUID": "TimeUuid",
     "DECIMAL": "Decimal",
+    "SCALAR_MAP": "ScalarMap",
 }
 
 
@@ -346,6 +350,7 @@ def __hash__(self):
     ValueType.DECIMAL: Decimal,
     ValueType.DECIMAL_LIST: Array(Decimal),
     ValueType.DECIMAL_SET: Set(Decimal),
+    ValueType.SCALAR_MAP: ScalarMap,
 }
 
 FEAST_TYPES_TO_PYARROW_TYPES = {
diff --git a/sdk/python/feast/ui_server.py b/sdk/python/feast/ui_server.py
index 99a4abc9c81..883f995b82d 100644
--- a/sdk/python/feast/ui_server.py
+++ b/sdk/python/feast/ui_server.py
@@ -1,7 +1,7 @@
 import json
-import threading
+import logging
 from importlib import resources as importlib_resources
-from typing import Callable, Optional
+from typing import Dict, List
 
 import uvicorn
 from fastapi import FastAPI, Response, status
@@ -10,11 +10,79 @@
 
 import feast
 
+logger = logging.getLogger(__name__)
+
+
+def _build_projects_list(
+    store: "feast.FeatureStore",
+    project_id: str,
+    root_path: str,
+):
+    """Build the projects list for the UI."""
+    discovered_projects = []
+    registry_path_template = f"{root_path}/api/v1"
+
+    try:
+        projects = store.registry.list_projects(allow_cache=True)
+        for proj in projects:
+            discovered_projects.append(
+                {
+                    "name": proj.name.replace("_", " ").title(),
+                    "description": proj.description or f"Project: {proj.name}",
+                    "id": proj.name,
+                    "registryPath": registry_path_template,
+                }
+            )
+    except Exception:
+        pass
+
+    if not discovered_projects:
+        discovered_projects.append(
+            {
+                "name": "Project",
+                "description": "Test project",
+                "id": project_id,
+                "registryPath": registry_path_template,
+            }
+        )
+
+    if len(discovered_projects) > 1:
+        all_projects_entry = {
+            "name": "All Projects",
+            "description": "View data across all projects",
+            "id": "all",
+            "registryPath": registry_path_template,
+        }
+        discovered_projects.insert(0, all_projects_entry)
+
+    return {"projects": discovered_projects}
+
+
+def _setup_rest_mode(app: FastAPI, store: "feast.FeatureStore"):
+    """Mount the REST registry API routes on the UI server under /api/v1."""
+    from feast.api.registry.rest import register_all_routes
+    from feast.registry_server import RegistryServer
+
+    grpc_handler = RegistryServer(store.registry)
+
+    rest_app = FastAPI(root_path="/api/v1")
+    register_all_routes(rest_app, grpc_handler)
+    app.mount("/api/v1", rest_app)
+
+    @app.get("/health")
+    def health():
+        try:
+            store.registry.list_projects(allow_cache=True)
+            return Response(status_code=status.HTTP_200_OK)
+        except Exception:
+            return Response(status_code=status.HTTP_503_SERVICE_UNAVAILABLE)
+
+    logger.info("REST registry API mounted at /api/v1")
+
 
 def get_app(
     store: "feast.FeatureStore",
     project_id: str,
-    registry_ttl_secs: int,
     root_path: str = "",
 ):
     app = FastAPI()
@@ -27,102 +95,288 @@ def get_app(
         allow_headers=["*"],
     )
 
-    # Asynchronously refresh registry, notifying shutdown and canceling the active timer if the app is shutting down
-    registry_proto = None
-    shutting_down = False
-    active_timer: Optional[threading.Timer] = None
-
-    def async_refresh():
-        store.refresh_registry()
-        nonlocal registry_proto
-        registry_proto = store.registry.proto()
-        if shutting_down:
-            return
-        nonlocal active_timer
-        active_timer = threading.Timer(registry_ttl_secs, async_refresh)
-        active_timer.start()
-
-    @app.on_event("shutdown")
-    def shutdown_event():
-        nonlocal shutting_down
-        shutting_down = True
-        if active_timer:
-            active_timer.cancel()
-
-    async_refresh()
+    _setup_rest_mode(app, store)
 
     ui_dir_ref = importlib_resources.files(__spec__.parent) / "ui/build/"  # type: ignore[name-defined, arg-type]
     with importlib_resources.as_file(ui_dir_ref) as ui_dir:
-        # Initialize with the projects-list.json file
+        projects_dict = _build_projects_list(store, project_id, root_path)
         with ui_dir.joinpath("projects-list.json").open(mode="w") as f:
-            # Get all projects from the registry
-            discovered_projects = []
-            registry = store.registry.proto()
-
-            # Use the projects list from the registry
-            if registry and registry.projects and len(registry.projects) > 0:
-                for proj in registry.projects:
-                    if proj.spec and proj.spec.name:
-                        discovered_projects.append(
-                            {
-                                "name": proj.spec.name.replace("_", " ").title(),
-                                "description": proj.spec.description
-                                or f"Project: {proj.spec.name}",
-                                "id": proj.spec.name,
-                                "registryPath": f"{root_path}/registry",
-                            }
-                        )
-            else:
-                # If no projects in registry, use the current project from feature_store.yaml
-                discovered_projects.append(
+            f.write(json.dumps(projects_dict))
+
+    @app.get("/api/mlflow-runs")
+    def get_mlflow_runs(max_results: int = 50):
+        """Return MLflow runs linked to this Feast project via auto-logging."""
+        mlflow_cfg = getattr(store.config, "mlflow", None)
+        if not mlflow_cfg or not mlflow_cfg.enabled:
+            return {"runs": [], "mlflow_uri": None}
+
+        try:
+            import mlflow
+
+            tracking_uri = mlflow_cfg.get_tracking_uri()
+            mlflow_ui_base = tracking_uri or mlflow.get_tracking_uri() or ""
+            client = mlflow.MlflowClient(tracking_uri=tracking_uri)
+
+            project_name = store.config.project
+            experiment = client.get_experiment_by_name(project_name)
+            if experiment is None:
+                return {"runs": [], "mlflow_uri": mlflow_ui_base or None}
+            experiment_ids = [experiment.experiment_id]
+
+            safe_project = project_name.replace("\\", "\\\\").replace("'", "\\'")
+            filter_str = (
+                f"tags.`feast.project` = '{safe_project}' "
+                f"AND tags.`feast.retrieval_type` != ''"
+            )
+
+            max_results = min(max(max_results, 1), 200)
+            runs = client.search_runs(
+                experiment_ids=experiment_ids,
+                filter_string=filter_str,
+                max_results=max_results,
+                order_by=["start_time DESC"],
+            )
+
+            run_id_to_models: Dict[str, List[dict]] = {}
+            try:
+                for rm in client.search_registered_models():
+                    for mv in rm.latest_versions or []:
+                        if mv.run_id:
+                            run_id_to_models.setdefault(mv.run_id, []).append(
+                                {
+                                    "model_name": rm.name,
+                                    "version": mv.version,
+                                    "stage": mv.current_stage,
+                                    "mlflow_url": (
+                                        f"{mlflow_ui_base}/#/models/"
+                                        f"{rm.name}/versions/{mv.version}"
+                                    ),
+                                }
+                            )
+            except Exception:
+                pass
+
+            result = []
+            for run in runs:
+                run_tags = run.data.tags
+                run_params = run.data.params
+                fv_raw = run_tags.get("feast.feature_views", "")
+                refs_raw = run_tags.get(
+                    "feast.feature_refs",
+                    run_params.get("feast.feature_refs", ""),
+                )
+                result.append(
                     {
-                        "name": "Project",
-                        "description": "Test project",
-                        "id": project_id,
-                        "registryPath": f"{root_path}/registry",
+                        "run_id": run.info.run_id,
+                        "run_name": run.info.run_name,
+                        "status": run.info.status,
+                        "start_time": run.info.start_time,
+                        "feature_service": run_tags.get("feast.feature_service"),
+                        "feature_views": [v for v in fv_raw.split(",") if v],
+                        "feature_refs": [v for v in refs_raw.split(",") if v],
+                        "retrieval_type": run_tags.get("feast.retrieval_type"),
+                        "entity_count": run_tags.get(
+                            "feast.entity_count",
+                            run_params.get("feast.entity_count"),
+                        ),
+                        "mlflow_url": (
+                            f"{mlflow_ui_base}/#/experiments/"
+                            f"{run.info.experiment_id}/runs/{run.info.run_id}"
+                        ),
+                        "registered_models": run_id_to_models.get(run.info.run_id, []),
                     }
                 )
 
-            # Add "All Projects" option at the beginning if there are multiple projects
-            if len(discovered_projects) > 1:
-                all_projects_entry = {
-                    "name": "All Projects",
-                    "description": "View data across all projects",
-                    "id": "all",
-                    "registryPath": f"{root_path}/registry",
-                }
-                discovered_projects.insert(0, all_projects_entry)
+            return {"runs": result, "mlflow_uri": mlflow_ui_base or None}
+        except ImportError:
+            return {
+                "runs": [],
+                "mlflow_uri": None,
+                "error": "mlflow is not installed",
+            }
+        except Exception:
+            return {
+                "runs": [],
+                "mlflow_uri": None,
+                "error": "Failed to fetch MLflow runs",
+            }
 
-            projects_dict = {"projects": discovered_projects}
-            f.write(json.dumps(projects_dict))
+    _feature_usage_cache: Dict = {"data": None, "timestamp": 0.0}
+    _FEATURE_USAGE_TTL_SECONDS = 300
 
-    @app.get("/registry")
-    def read_registry():
-        if registry_proto is None:
-            return Response(
-                status_code=status.HTTP_503_SERVICE_UNAVAILABLE
-            )  # Service Unavailable
-        return Response(
-            content=registry_proto.SerializeToString(),
-            media_type="application/octet-stream",
-        )
+    @app.get("/api/mlflow-feature-usage")
+    def get_mlflow_feature_usage():
+        """Return per-feature-view usage stats aggregated from MLflow runs.
 
-    @app.get("/health")
-    def health():
-        return (
-            Response(status_code=status.HTTP_200_OK)
-            if registry_proto
-            else Response(status_code=status.HTTP_503_SERVICE_UNAVAILABLE)
-        )
+        Caches results for 5 minutes to avoid hammering the MLflow server.
+        """
+        import time as _time
+
+        mlflow_cfg = getattr(store.config, "mlflow", None)
+        if not mlflow_cfg or not mlflow_cfg.enabled:
+            return {"feature_usage": {}, "mlflow_enabled": False}
+
+        now = _time.monotonic()
+        if (
+            _feature_usage_cache["data"] is not None
+            and (now - _feature_usage_cache["timestamp"]) < _FEATURE_USAGE_TTL_SECONDS
+        ):
+            return _feature_usage_cache["data"]
+
+        try:
+            import mlflow
+
+            tracking_uri = mlflow_cfg.get_tracking_uri()
+            client = mlflow.MlflowClient(tracking_uri=tracking_uri)
+            project_name = store.config.project
+
+            experiment = client.get_experiment_by_name(project_name)
+            if experiment is None:
+                result = {"feature_usage": {}, "mlflow_enabled": True}
+                _feature_usage_cache["data"] = result
+                _feature_usage_cache["timestamp"] = now
+                return result
+
+            safe_project = project_name.replace("\\", "\\\\").replace("'", "\\'")
+            filter_str = (
+                f"tags.`feast.project` = '{safe_project}' "
+                f"AND tags.`feast.retrieval_type` != ''"
+            )
+            runs = client.search_runs(
+                experiment_ids=[experiment.experiment_id],
+                filter_string=filter_str,
+                max_results=200,
+                order_by=["start_time DESC"],
+            )
+
+            run_id_to_models: Dict[str, List[str]] = {}
+            try:
+                for rm in client.search_registered_models():
+                    for mv in rm.latest_versions or []:
+                        if mv.run_id:
+                            run_id_to_models.setdefault(mv.run_id, []).append(rm.name)
+            except Exception:
+                pass
+
+            usage: Dict[str, dict] = {}
+            for run in runs:
+                refs_raw = run.data.tags.get("feast.feature_refs", "")
+                fv_names = set()
+                for ref in refs_raw.split(","):
+                    ref = ref.strip()
+                    if ":" in ref:
+                        fv_names.add(ref.split(":")[0])
+
+                run_models = run_id_to_models.get(run.info.run_id, [])
+
+                for fv_name in fv_names:
+                    if fv_name not in usage:
+                        usage[fv_name] = {
+                            "run_count": 0,
+                            "last_used": None,
+                            "models": [],
+                        }
+                    usage[fv_name]["run_count"] += 1
+                    run_ts = run.info.start_time
+                    if usage[fv_name]["last_used"] is None or (
+                        run_ts and run_ts > usage[fv_name]["last_used"]
+                    ):
+                        usage[fv_name]["last_used"] = run_ts
+                    for m in run_models:
+                        if m not in usage[fv_name]["models"]:
+                            usage[fv_name]["models"].append(m)
+
+            result = {"feature_usage": usage, "mlflow_enabled": True}
+            _feature_usage_cache["data"] = result
+            _feature_usage_cache["timestamp"] = now
+            return result
+        except ImportError:
+            return {
+                "feature_usage": {},
+                "mlflow_enabled": False,
+                "error": "mlflow is not installed",
+            }
+        except Exception as e:
+            logger.debug("Failed to fetch feature usage: %s", e)
+            return {
+                "feature_usage": {},
+                "mlflow_enabled": True,
+                "error": "Failed to fetch usage data",
+            }
+
+    @app.get("/api/mlflow-feature-models")
+    def get_mlflow_feature_models():
+        """Return a mapping of feature_ref -> registered models that use it.
+
+        Walks the MLflow Model Registry, inspects the training run for each
+        model's latest version(s), reads the ``feast.feature_refs`` tag, and
+        inverts it into a reverse index so the UI can show which registered
+        models depend on a given feature.
+        """
+        mlflow_cfg = getattr(store.config, "mlflow", None)
+        if not mlflow_cfg or not mlflow_cfg.enabled:
+            return {"feature_models": {}}
+
+        try:
+            import mlflow
+
+            tracking_uri = mlflow_cfg.get_tracking_uri()
+            mlflow_ui_base = tracking_uri or mlflow.get_tracking_uri() or ""
+            client = mlflow.MlflowClient(tracking_uri=tracking_uri)
+            project_name = store.config.project
+
+            feature_models: Dict[str, List[dict]] = {}
+
+            for rm in client.search_registered_models():
+                model_name = rm.name
+                latest_versions = rm.latest_versions or []
+                for mv in latest_versions:
+                    if not mv.run_id:
+                        continue
+                    try:
+                        run = client.get_run(mv.run_id)
+                    except Exception:
+                        continue
+
+                    tags = run.data.tags
+                    if tags.get("feast.project") != project_name:
+                        continue
+
+                    refs_raw = tags.get("feast.feature_refs", "")
+                    feature_refs = [r for r in refs_raw.split(",") if r]
+
+                    model_info = {
+                        "model_name": model_name,
+                        "version": mv.version,
+                        "stage": mv.current_stage,
+                        "mlflow_url": (
+                            f"{mlflow_ui_base}/#/models/"
+                            f"{model_name}/versions/{mv.version}"
+                        ),
+                    }
+
+                    for ref in feature_refs:
+                        feature_models.setdefault(ref, []).append(model_info)
+
+            return {"feature_models": feature_models}
+        except ImportError:
+            return {
+                "feature_models": {},
+                "error": "mlflow is not installed",
+            }
+        except Exception as e:
+            logger.debug("Failed to fetch MLflow feature-model mapping: %s", e)
+            return {
+                "feature_models": {},
+                "error": "Failed to fetch model data",
+            }
 
     # For all other paths (such as paths that would otherwise be handled by react router), pass to React
     @app.api_route("/p/{path_name:path}", methods=["GET"])
     def catch_all():
         filename = ui_dir.joinpath("index.html")
-
         with open(filename) as f:
             content = f.read()
-
         return Response(content, media_type="text/html")
 
     app.mount(
@@ -138,9 +392,7 @@ def start_server(
     store: "feast.FeatureStore",
     host: str,
     port: int,
-    get_registry_dump: Callable,
     project_id: str,
-    registry_ttl_sec: int,
     root_path: str = "",
     tls_key_path: str = "",
     tls_cert_path: str = "",
@@ -148,9 +400,11 @@ def start_server(
     app = get_app(
         store,
         project_id,
-        registry_ttl_sec,
         root_path,
     )
+
+    logger.info(f"Starting Feast UI server on {host}:{port}")
+
     if tls_key_path and tls_cert_path:
         uvicorn.run(
             app,
diff --git a/sdk/python/feast/utils.py b/sdk/python/feast/utils.py
index 3f9fcc6525b..b9b511de698 100644
--- a/sdk/python/feast/utils.py
+++ b/sdk/python/feast/utils.py
@@ -1246,6 +1246,26 @@ def _get_feature_views_to_use(
         else:
             fv = registry.get_any_feature_view(name, project, allow_cache)
 
+        if hasattr(fv, "enabled") and not fv.enabled:
+            raise ValueError(
+                f"Feature view '{name}' is disabled and cannot serve features. "
+                f"Enable it with `feast feature-views enable {name}` or set enabled=True."
+            )
+
+        # Enforce lifecycle state gate: only serve if state is AVAILABLE_ONLINE
+        # or STATE_UNSPECIFIED (backward compat for pre-state feature views).
+        if hasattr(fv, "state"):
+            from feast.feature_view import FeatureViewState
+
+            if isinstance(fv.state, FeatureViewState) and fv.state not in (
+                FeatureViewState.STATE_UNSPECIFIED,
+                FeatureViewState.AVAILABLE_ONLINE,
+            ):
+                raise ValueError(
+                    f"Feature view '{name}' is in state '{fv.state.name}' "
+                    f"and cannot serve features. Only AVAILABLE_ONLINE feature views can serve."
+                )
+
         if isinstance(fv, OnDemandFeatureView):
             od_fvs_to_use.append(
                 fv.with_projection(copy.copy(projection)) if projection else fv
@@ -1566,6 +1586,15 @@ def _populate_response_from_feature_data(
                     feat_values[f_idx][out_idx] = feat_val
                     feat_statuses[f_idx][out_idx] = PRESENT
 
+    try:
+        from feast.metrics import track_feature_statuses
+
+        _present = sum(s == PRESENT for row in feat_statuses for s in row)
+        _not_found = (n_features * output_len) - _present
+        track_feature_statuses(table.name, _present, _not_found)
+    except Exception:
+        pass
+
     for f_idx in range(n_features):
         online_features_response.results.append(
             GetOnlineFeaturesResponse.FeatureVector(
diff --git a/sdk/python/feast/value_type.py b/sdk/python/feast/value_type.py
index f09ae948d9b..e8b0b5a10d6 100644
--- a/sdk/python/feast/value_type.py
+++ b/sdk/python/feast/value_type.py
@@ -82,6 +82,7 @@ class ValueType(enum.Enum):
     DECIMAL = 44
     DECIMAL_LIST = 45
     DECIMAL_SET = 46
+    SCALAR_MAP = 47
 
 
 ListType = Union[
diff --git a/sdk/python/pytest.ini b/sdk/python/pytest.ini
index 1ad76b978e4..d5ad19660b7 100644
--- a/sdk/python/pytest.ini
+++ b/sdk/python/pytest.ini
@@ -21,6 +21,7 @@ markers =
     cloud: Tests requiring cloud credentials
     local_only: Tests that run entirely locally
     xdist_group: Group tests to run in the same xdist worker
+    mongodb: Tests requiring MongoDB
 
 timeout = 300
 timeout_method = thread
diff --git a/sdk/python/requirements/py3.10-ci-requirements.txt b/sdk/python/requirements/py3.10-ci-requirements.txt
index 4a5a8e1e77a..7806c7f4af7 100644
--- a/sdk/python/requirements/py3.10-ci-requirements.txt
+++ b/sdk/python/requirements/py3.10-ci-requirements.txt
@@ -136,6 +136,7 @@ aiohttp==3.13.5 \
     # via
     #   aiobotocore
     #   fsspec
+    #   mlflow
 aioitertools==0.13.0 \
     --hash=sha256:0be0292b856f08dfac90e31f4739432f4cb6d7520ab9eb73e143f4f2fa5259be \
     --hash=sha256:620bd241acc0bbb9ec819f1ab215866871b4bbd1f73836a55f799200ee86950c
@@ -148,6 +149,10 @@ alabaster==0.7.16 \
     --hash=sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65 \
     --hash=sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92
     # via sphinx
+alembic==1.18.4 \
+    --hash=sha256:a5ed4adcf6d8a4cb575f3d759f071b03cd6e5c7618eb796cb52497be25bfe19a \
+    --hash=sha256:cb6e1fd84b6174ab8dbb2329f86d631ba9559dd78df550b57804d607672cedbc
+    # via mlflow
 altair==4.2.2 \
     --hash=sha256:39399a267c49b30d102c10411e67ab26374156a84b1aeb9fcd15140429ba49c5 \
     --hash=sha256:8b45ebeaf8557f2d760c5c77b79f02ae12aee7c46c27c06014febab6f849bc87
@@ -251,9 +256,9 @@ attrs==26.1.0 \
     #   jsonschema
     #   openlineage-python
     #   referencing
-azure-core==1.39.0 \
-    --hash=sha256:4ac7b70fab5438c3f68770649a78daf97833caa83827f91df9c14e0e0ea7d34f \
-    --hash=sha256:8a90a562998dd44ce84597590fff6249701b98c0e8797c95fcdd695b54c35d74
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d \
+    --hash=sha256:f46ff5dfcd230f25cf1c19e8a34b8dc08a337b2503e268bb600a16c00db8ad5a
     # via
     #   azure-identity
     #   azure-storage-blob
@@ -261,9 +266,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ab23c0d63015f50b630ef6c6cf395e7262f439ce06e5d07a64e874c724f8d9e6 \
     --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
     # via feast (pyproject.toml)
-azure-storage-blob==12.28.0 \
-    --hash=sha256:00fb1db28bf6a7b7ecaa48e3b1d5c83bfadacc5a678b77826081304bd87d6461 \
-    --hash=sha256:e7d98ea108258d29aa0efbfd591b2e2075fa1722a2fae8699f0b3c9de11eff41
+azure-storage-blob==12.29.0 \
+    --hash=sha256:2824ddd7ebc9056034ebc76b17971a38e9aa5835abb0d565b9700493f2a6c657 \
+    --hash=sha256:ccf8a1bcd5e49df83ab85aab793b579e5ba2eeea2ad8900b2f62ca3a37dc391f
     # via feast (pyproject.toml)
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -277,14 +282,18 @@ beautifulsoup4==4.14.3 \
     # via
     #   docling
     #   nbconvert
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
 bleach[css]==6.3.0 \
     --hash=sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22 \
     --hash=sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6
     # via nbconvert
+blinker==1.9.0 \
+    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+    # via flask
 boto3==1.38.27 \
     --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
     --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
@@ -301,49 +310,50 @@ botocore==1.38.46 \
     #   moto
     #   s3transfer
     #   snowflake-connector-python
-build==1.4.2 \
-    --hash=sha256:35b14e1ee329c186d3f08466003521ed7685ec15ecffc07e68d706090bf161d1 \
-    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f \
+    --hash=sha256:302c22c3ba2a0fd5f3911918651341ebb3896176cbdec15bd421f80b1afc7647
     # via
     #   feast (pyproject.toml)
     #   pip-tools
     #   singlestoredb
-cassandra-driver==3.29.3 \
-    --hash=sha256:064bf45d3ca87239e11168c0110676fc64f7fdbddb4bcba9be787b8ad5f6d734 \
-    --hash=sha256:0785f6e0986089e922378ae3b64b5f696440aeb595fb84c2cf3ccef220c6ae91 \
-    --hash=sha256:158f7e5cb894a76a592aa0ca659a8e7c2a57ef603e04c07bbbc289a70e9ac893 \
-    --hash=sha256:1c241ba08473baf31a333feb59793190d01625541c2368d3bbb0f43a586f1d6a \
-    --hash=sha256:26013d768b2ea4728c09144b08c0eb86ad692e85cb15f4e52e3107abca83683c \
-    --hash=sha256:27adf8869937461ad08c5fefb47857532e467b408db496db4dbf8b132a4bd623 \
-    --hash=sha256:281f67af1b8df88741eef551afbb49f78e4f366a7ab23e7060a1f0d6ba655752 \
-    --hash=sha256:29fc241475801872dc27c3dd1a3976373536223dd4fd1c01868ff86bdbbfd48b \
-    --hash=sha256:2b72312a8b62a905da6133effbba9b0731c8e30af96e10ca77fc5c34532c6827 \
-    --hash=sha256:2cb72808dfc46c40a6ee352ace181ce3170adde1cfd1447da91709a8cf482e20 \
-    --hash=sha256:38216e13d6f2e0d4513a5b8806e70ce4a8f28a82962793a67371582fc2c7141b \
-    --hash=sha256:3f654b01d8d49f68deedfaff1edcff314e3103d29130b2a034df6c490c522351 \
-    --hash=sha256:51d6a5390e2454b599500049f0a5c72aa701db155c1e542f9a1157c1c45814b1 \
-    --hash=sha256:54afde4aaa5b55fbc2c075e1c55fb14a5739459428f3bb81f849ad020f7d5bcf \
-    --hash=sha256:572bd5a01089ab92da12f4f52b32b878547bbc544a798d8cfd042e7fc2601c75 \
-    --hash=sha256:5a0113020d86e8f61c7a2ae3d508720cd036df7462a55926b85dd97ada27e143 \
-    --hash=sha256:5f9858b5ccdf75dd89c20d74474b59dd3a2e2f86c7251b310011c46acdef3874 \
-    --hash=sha256:638047c1f70fb14c9d8f743931d4f4f42aff6793b47afded3097c002ef8c1165 \
-    --hash=sha256:63adca0f9219be3fe8789f4aa7b77c5f6a7bf65d6442959db52c653140ca4185 \
-    --hash=sha256:7552fb7189acd06161f8feac7045a387dc9e03b3b9f7dcb5675178906cee792e \
-    --hash=sha256:7a2f371af54cd1d153ef373a733889ebfbcc9c30e00429fc12a2569bad9239e1 \
-    --hash=sha256:84b24f69a7bbe76302330d47422a7fcc1998a6a96ffd414a795d7d95992b49cb \
-    --hash=sha256:891a1b6a111a591ad9f1c9e088846848dc9e6be030a6086c8c3aa5d2d837f266 \
-    --hash=sha256:96ad742f5cbfb771df512959ab5de36e248ce9aa2c487fd81c37d5c0a627c094 \
-    --hash=sha256:9abedc832e9a6636741299aae46c032d8c1248b507d8cebbaa2f48ec202904bc \
-    --hash=sha256:9b7032b44769c454e96aa11483bfd167a87ea341268f1075b0ff84f780c910a9 \
-    --hash=sha256:c935431682557ffcd3efc1c7bcb01b0f6769a1c90751a7154d5e3c905a6a2042 \
-    --hash=sha256:e1d09691d757f5b1900a98cc3b6cc7d8506683a2188c01eca86545f91edbbaf5 \
-    --hash=sha256:facd488c2b9be8bffcad5903566581e96d2863d2ec4bcad7f114d1b2b2f39ad0 \
-    --hash=sha256:fcf45725ae1751cb934b9b827a7d9cd899bbd09eb1ad28e2160b4584de35ba77 \
-    --hash=sha256:ff6b82ee4533f6fd4474d833e693b44b984f58337173ee98ed76bce08721a636
+cachetools==7.1.3 \
+    --hash=sha256:135cfe944bc3c1e805505f65dae0bef375a2f96261171ab66c79ef77d0bda39d \
+    --hash=sha256:9876787e2346e20584d5cca236cb5d49d04e7193de91646f230725b2e1e8b804
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+cassandra-driver==3.30.0 \
+    --hash=sha256:0c28a8e84917acebecbaed39844047c2f135739c3627dd7b9f8541af33e11df3 \
+    --hash=sha256:0f4225082a11d9529416c223553ab38a29c4e65da6646b40159c554480dc002c \
+    --hash=sha256:136b46437b9902673264e101cdaab309d3e40607bff34430bda86b785badc6e4 \
+    --hash=sha256:137498e2a9b6f578d1902e1af8a988e50b8fe134c76a176f1b8a774e906bc66c \
+    --hash=sha256:17fb53587c9fc6a27b5c4a89b4f3d9169be43fc572d6f3f67494aa74708be936 \
+    --hash=sha256:1d64cbdce764c33e284d339b9a749736d68971edf8b537888f2d13c4b0d1313f \
+    --hash=sha256:212af4d8ff934c30538f4bdf7da61f14dc9a30349f6cac2161c8125e56fad928 \
+    --hash=sha256:2637644eac9274e46b0c2a7f729158bdf8582b6842dc48e18297211dd3ee1fec \
+    --hash=sha256:289e86c81be2543cb9055600c0819850db921e6e138a84e5c88ec160662c7207 \
+    --hash=sha256:2a0679ebcfdcecb3763c690b5bc6a517e0c0803f7bc88e0a6c793e5e421b558a \
+    --hash=sha256:385134eba72f048707cd800de0a61cf3c23246113edffe9bc6bc2eb86282d26b \
+    --hash=sha256:5c6cbb396ad6fe456efc799d3b8b6bda360ffc06552c5be2ce1a88ac381a305c \
+    --hash=sha256:61d7eeb17d8f76d5b4a9b1239145250f2a9f7bf949c30e2cc36196b5a0523ce1 \
+    --hash=sha256:6a5c8982f2b9eb4e789fc12cdd930b1e1511b6d046dde31d0703f855745556a3 \
+    --hash=sha256:6d449f49ce866ac20a1c3d80b1f9245ecdfd1e67b843dccd3d6eccdfe519c02e \
+    --hash=sha256:7e4cfd6ec3023576ed0ffa34882d9778e4bacfd918048ae9139ccdd00628ed85 \
+    --hash=sha256:83a9148d408a3dbb48ea1802d643d60fa53cd69dc7b9a244511ecf5b917e4f53 \
+    --hash=sha256:8c4acd28791854c23ca68be50a7a750c9413ba80fec0ca5c27c2be05f6f3fe0a \
+    --hash=sha256:8d5e3575ec01d8c043b56ff25de6f61ff4c9ed5cb3ea4c3d9df98def71ba710c \
+    --hash=sha256:923a6e1c3fa5f98f846a028b1a7207ec9e7d8cfa54ea47a507d41122efa2f54f \
+    --hash=sha256:c1b4aa6c7706dec839134adb6a2094d90c5f6f35efa08028ed6aae6e67c8643e \
+    --hash=sha256:c64e20bf46b49f8ef64569208d4a395b0928c27d5960559922a2d13471924d0d \
+    --hash=sha256:d2f9e00127f70dff42d4ef932df8a6b81170c2861d4e75c8b13f4b4816b4450c \
+    --hash=sha256:d73c0429813045ba86b92fc033fbcfd495aa10e9d4a40fe30b6e9dfe8b5d3ab4 \
+    --hash=sha256:e12dfcd3f0074c16f4bfe650242edb406b935864373ae86160e09e3f5e437e84 \
+    --hash=sha256:ff2e9fbdc1be54c1d041ea3f7d09812442f334be14bb5ad7aede175544765d25
     # via feast (pyproject.toml)
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via
     #   clickhouse-connect
     #   docling
@@ -580,91 +590,82 @@ charset-normalizer==3.4.7 \
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
+    #   flask
     #   geomet
     #   great-expectations
+    #   mlflow-skinny
     #   pip-tools
     #   ray
     #   typer
     #   uvicorn
-clickhouse-connect==0.15.1 \
-    --hash=sha256:08df7857ecd2e345abbbdfc54d80fa060732cf75c953940355140af9a73b730a \
-    --hash=sha256:0bef871fb9803ae82b4dc1f797b6e784de0a4dec351591191a0c1a6008548284 \
-    --hash=sha256:158325a06978f91a182967341188502a0761447d1e13ffa775cf017def1a3d9e \
-    --hash=sha256:167e674dff8ac12be7796d93190b6fe9097c042940b3c41d87fe4d85970be27d \
-    --hash=sha256:1ef6922c8887a8b0db49a81823ef031807c971f628a363f6d53b030abaefd589 \
-    --hash=sha256:1ff5d10c6e49d36ee6941f52c4233f2bfb4198e9c726fed224f725974a667e37 \
-    --hash=sha256:24cdfe9b486c8f2e66f5f51b1f322d89d9eb4df29d9ebb2fa19b553065651e85 \
-    --hash=sha256:265f1660e8db5006ca32e8894e6c6cc984b343d96171ab0580b2104084b0fc08 \
-    --hash=sha256:2e19c9daabe4c24027006e903d0ba3f2a6b2e0703af37b2536335ac4558d541e \
-    --hash=sha256:2e52e20190004ed4578b803b1d5f2097c336fafec41b2cc0d490b5a4964c1284 \
-    --hash=sha256:371a201ee128ba2b47bd05e2f184b0d20fb78171d27441a6fb1183f4fcc9316e \
-    --hash=sha256:3b456d469db994b188bb0b5afa373e8f2e5e2bf41a70a736b9ed2485a976e9ae \
-    --hash=sha256:3cf1b78abf7e1b97ab279a2b244357c40657d2d8504ff3f713c6577cd0550b38 \
-    --hash=sha256:46bcebd00aff52ea5f7433e9cee1157b411dba9187f6677a18378c799c27c8aa \
-    --hash=sha256:4bf70933ab860bd2f0a872db624603706bed400c915c7aeef382956cf8ebbdf3 \
-    --hash=sha256:4f87d283399cbda676c8765605bf60dc6559df6fd38cbb9ea07048a4b34dda26 \
-    --hash=sha256:5046cb96d1c344c35198fe072a21ce3f273754df3e58fd0a6222c9a1aff72e75 \
-    --hash=sha256:5462bad97d97919a4ed230e2ef28d0b76bec0354a343218647830aac7744a43b \
-    --hash=sha256:57ad606e878fd284242713449217a0c475fde6b9b7ab59e7ba9e9c388431f004 \
-    --hash=sha256:5ab0d019c18d9d63b228ce2e45768f6c65fd27067d1127ab3e558c35c90f52ef \
-    --hash=sha256:5de299ada0f7eb9090bb5a6304d8d78163d4d9cc8eb04d8f552bfb82bafb61d5 \
-    --hash=sha256:60aa8c9c775d22db324260265f4c656f803fbc71de9193ef83cf8d8d0ef6ab9a \
-    --hash=sha256:691cbf6d3dd16988feb75d43942bb212f50f0cbec284eb249e0cd33ebf74ad09 \
-    --hash=sha256:693a03e44256886ac5dd26dc708833913157ec72e3b3a44fb89fd5fc202f85dc \
-    --hash=sha256:6f9619f9e8885886039e451c2e22d3fb9bd2e95bc64bbf4ebe6c0a50875785f4 \
-    --hash=sha256:7586fae639db65d6ff9f7d539aaac04ebd8604657751d78f6b45e7f971be83f3 \
-    --hash=sha256:76699fb79c0de182f915d96a08c15afc19755d9d0e9c93411abb0e4b539c7166 \
-    --hash=sha256:7a590116037ae56fab339b625f317d7c0a15bbede5f2f206ce1e55b1a2385e90 \
-    --hash=sha256:82e60e108d78e32d58a0f21570b02d3baad67ccbad6482eeb79d74a616d8a5ad \
-    --hash=sha256:83d881bf786b05489ccf96f07972b9c28638b513f3e064d39987d837749b35e3 \
-    --hash=sha256:859c718cb93780dd681f75d59ceaf4415915fa9617a5ba2de6105e291d6df3ad \
-    --hash=sha256:873d8f74eaec141f40ae060318c32353da94fdd4601f925bfd52426f3ddcd689 \
-    --hash=sha256:8bb70307589099c67dfe9a973998491bc82c1af9040560b5ebab799721bb197d \
-    --hash=sha256:9610ef6ff653f8a030f50e39cdeb1a39bea925c48f9196d787ea4b9f5eb1c8f0 \
-    --hash=sha256:99d55aab64fdeb53d74c16d2c46ae5491e90aa37ba55c24884a68a869418ee8e \
-    --hash=sha256:a1266a52bf61f0420630f625c5ac87bc2d095f08321820546300a699d4300ba3 \
-    --hash=sha256:a326e2f5518d6a9d71f0895d50a3ccd8c4d5e3abb625f39330512ff3c45c6731 \
-    --hash=sha256:a9d1e12bf86cd96626f74d21e3ac237abcda105f55cd2e78d139197d35f86209 \
-    --hash=sha256:aa9890507aac52a8a5363813bb315b6867e86a97ffa08576cb934603f5bc0216 \
-    --hash=sha256:ae24e4e7b10ff140c9041d9bdb2c08781145d844c7486c2661d223ededce7634 \
-    --hash=sha256:aeb09a6f8585f3bd4d8c5bead38f3821c076e0bca08c474a7b9039732a6e2e9a \
-    --hash=sha256:aed10f7615d0c72457d21ace9b59bfcbea0293188af2ffa3f3c2942d36974e7c \
-    --hash=sha256:b2f5174fc6001a1555fc3cb565f3b727e1b786d572df0b30d14929ae13bd3542 \
-    --hash=sha256:b692998e6dea344a4a2d7c34c129379767a068f234e1cb721ba27f1f023c70ee \
-    --hash=sha256:b6d107b5f964af97f25a0d1bfd59fe3510f2a646c87ad4f9ab9014bb0c66aa1c \
-    --hash=sha256:b8236c7dd675ed13d5e96f1f9126eeb711e8c266e4a0476ebc32be8a17decb32 \
-    --hash=sha256:c12d9f2b2fc57adaf5ea267804f00e520771794641227ed5285e38fdf36557a6 \
-    --hash=sha256:cd41ebe8b7f1c2579b22bbc414a800f3f8f5c843928019aca27c81592f70c5a7 \
-    --hash=sha256:cdeee50fb2822e4f886d9676c5979b9e6f93ee9159b1aa1b7d62e71bcf7ae551 \
-    --hash=sha256:d0dad989ae193c7261b12c9829f219fc1cb1ae9cad380c35cfe489f139c03ee9 \
-    --hash=sha256:d10e8f42bafa12d43dd280d157af1ca5a1743e0ca94e61de94c1d00cb1b2da2b \
-    --hash=sha256:d3fca3e0781b664556690decc788e7d25691043bf67a0d241e9c29233a2990d5 \
-    --hash=sha256:d6e98c0cf53db3b24dc0ff9f522fcf13205b1d191c632567d1744fbd4671741f \
-    --hash=sha256:d75324bb3a611eeb8c22b7fdda7c2cbc6ddbcc3871c65624b97f219430ded282 \
-    --hash=sha256:df93fa024d6ed46dbc3182b6202180be4cf2bbe9c331dcb21f85963b1b3fd1e5 \
-    --hash=sha256:e1a157205efd47884c22bfe061fc6f8c9aea844929ee755c47b446093805d21a \
-    --hash=sha256:e307ea69dc2a6e6d942d2799ee8bfe20c99019ddf95121cbeaf7efbb97f79f09 \
-    --hash=sha256:e702b77720ae6fd501e5a52262518dddb6c705fbc122bca4567694fb0bab401f \
-    --hash=sha256:e88a31bbd9da7f4b49de39d21e8c93c8fbb5cf487071e935af0eba884681df00 \
-    --hash=sha256:e911cffe6a9d9d27ccf91b8060086254c152c48ade47c1de3fc8e91d22cdd143 \
-    --hash=sha256:eb595e820e46ccdffd702d23e4d1d1efadaa60db81a3da53e693ab055d8a3b1a \
-    --hash=sha256:ecf244f91fc72e5dfe83652baf69a7ced414e9147288138897bc4376ebd6f8ac \
-    --hash=sha256:f03814b6e6a72892ce913eaef3931e6d011068480e9c19b80e5c640fdac55109 \
-    --hash=sha256:f13c34ad1ddb0d1efc92bc4039b50b534da94c51bbce25e61484bfd28b231cb5 \
-    --hash=sha256:f25df0298ecea9c29768ab1267ff1186aacfff0cbd75ff3b588644043f313cd6 \
-    --hash=sha256:f2aaf5fc0bb3098c24f0d8ca7e4ecbe605a26957481dfca2c8cef9d1fad7b7ca \
-    --hash=sha256:fa01fdb92db6bf72cb9509eecd0a0057a4558a4f40c02eebffbc2d61b644620e
+clickhouse-connect==1.0.0 \
+    --hash=sha256:03ab4bda888575a2ea882ad4ed05bf9f5f15bb621209f6a4045231e3f26fedf7 \
+    --hash=sha256:046f79215ebdd62192cc36e4d81b549570ca46e5b61e107b0d54cf7855b2ffff \
+    --hash=sha256:04ba770a1e3d0f2d093fc7400d2da0e121b55b092b65250d738e09b0139a594e \
+    --hash=sha256:07c23806a5dd00e95d7edd75796a2667234e99934033fb8f39659f58eb18fab1 \
+    --hash=sha256:0a6faf07cfb16feb345c36dc5e2895a655d923ef64f10ff616eca44dfe5cc5b0 \
+    --hash=sha256:0d4ed1e296c6e77dc0dbf486607cc39fc6e36866abb653543d5ad0a8426ea8f0 \
+    --hash=sha256:0fcccd2b49d57a09e465fc0c01c7c323f0db637241b3fc93d869d1b256c46184 \
+    --hash=sha256:1265ab0139fcf6fd36d358697a1a4dab313a6bdb7ab9a9bc8ecc3f656f16dee3 \
+    --hash=sha256:1415f440ae59b03e10bd5cc11c0034f30ad5f8fad74b42153926482c99ac21eb \
+    --hash=sha256:20b76e54c9ea77e86c47b3194f1a9ff1833bd6fa34cb81bfcec621eff94ed033 \
+    --hash=sha256:250826f2c3a8466faa51e03902f4c989be5da6f2ab6f74928afadd19ce1e2336 \
+    --hash=sha256:29185891d5de03f60ff9da37dbe1e1e44bed8ef252d0d1281ddf3a450dfe5023 \
+    --hash=sha256:295e6ff6e3f7fe71c28b1753967d8669ce12d924486150c74c892d8f67cba4d9 \
+    --hash=sha256:298e7816ae3ecb7935bf1fe3fb8b8e9eb639e4e14516b87f01ef5a1c223b992c \
+    --hash=sha256:2ff97a4a607eb525d9835c939a05ff63f0d3127f33afe1ed78b05d928f49c16c \
+    --hash=sha256:320f0c53c4cb8b06732d875cabd35a357992a9e0fcf9f4a18b631ea7ce377ef1 \
+    --hash=sha256:3222ae6bf39930a34ff4a483c6b34a1f3dab02d6743428b0383f4d47af7a48db \
+    --hash=sha256:34557e29c4dfa0df1f6e26d053d6af1ae8d1444f4bd44a5c647dc7dd3bea22c0 \
+    --hash=sha256:345838366b453a8c9c38366ac54493c2fb325982967d7bd0cde3ff619b66d9b7 \
+    --hash=sha256:39315f2096809a08cdc75850b52a3675a0639525bbd634b87c4f188bfd875200 \
+    --hash=sha256:40f9ade34a50ef2edfa0007d7b300a72fb4be239a0581b5ffc46f165b6a3d1a6 \
+    --hash=sha256:444a735bf44390cbd0a81d84d3b20bd0c36084d2a8b9d030bc41b938c3dff1d1 \
+    --hash=sha256:46b6dbabbda32e7e717b2732585ffbccf11815ad36987af57a068a66d1a0292c \
+    --hash=sha256:4959f9b8915d5a64193523b9b25d7446c583befb5e339cbf45dba68eb2c4abbb \
+    --hash=sha256:4964db35f9352452861e0d4d93ea4e7f41c77889e6f78092fe6c6cae5e09f478 \
+    --hash=sha256:53f1f9cd31b1af371340f39923a08ba0aef57a7a85ef4a27376107f376c1efc3 \
+    --hash=sha256:56a0d59bc1639827ac7ad14158ba557e5287f6cee1b6c942fc1747be12cbcc07 \
+    --hash=sha256:5ce486901a4042f6fc6a76ad2961bf5be7c4d970fabecf99113f6cb49d936303 \
+    --hash=sha256:6977afeabca17cdd3bc11215902f20e850eb1d71451d93eaee8ac26068a84af4 \
+    --hash=sha256:715f50937fcafa849c53314d443b55fb5b04b938f2402ec135c41e515a8312af \
+    --hash=sha256:77a5ce7880dea5deadd53d189cf690bdee14513c055343104f5ad3ddcfe25025 \
+    --hash=sha256:80c455d0ce5d93c4a744911dcbfb37124c009a826727770fd86f21a47d654333 \
+    --hash=sha256:8c4f5c8fa36b605435b32efea4f40ce11babb5f5afcec1e00f6a6cce81f81000 \
+    --hash=sha256:8e74375b92cfa94cb4c944a393a027af5c5ed562fc6b862baf6288696bc48688 \
+    --hash=sha256:965a496c770d17d061115ad096d2c966af3cee40c167b035afd0f3bd8037327b \
+    --hash=sha256:98a3efce3af5308ba3ed140c20a4dc6bf175736e2803b5cb75838ee36365a4eb \
+    --hash=sha256:9a2612b246bb9aa69419b8d24732df50e80579f0c43dea97db457cc15b39bfb2 \
+    --hash=sha256:9c64f7a26f97eeca472dab6ca9baddc1e36fae1d1c244541926ada4fad14a99b \
+    --hash=sha256:9ec2a93d353415951ab10da943f30f0038acc0a1ff82b3253d82a106f3065f34 \
+    --hash=sha256:a763c1b1c7977fcab59d2d1d2f249a5231abf44f8a3aa5b0df06bb849b5d0f65 \
+    --hash=sha256:a9e780a6d45025469d4e9cea5fec8b0ee55ef76bae867b2f255a106c0c720133 \
+    --hash=sha256:ab0a095afd9a6353872a51304c795949fb31f8fdf7519a0f27d7c0fb255983d7 \
+    --hash=sha256:aebf884c1aed8cf857d3323ac041e1cf636a865d231dc241543d9a68e82b553d \
+    --hash=sha256:bbc6000c1c297b969b6d0a097e84a7bfa31931b0512e4eb1674c6c6d158ade0b \
+    --hash=sha256:d84b8b799c71a88a600ca0455fed2d2edb320f510b04969bf04ca6f4807ab4fc \
+    --hash=sha256:dae66adb575b7eb9626d84edad4481d5c3d93ca680766c3f1891c13694913bee \
+    --hash=sha256:de4a5d1ffa12127f89b5308f95c6ef5da9b1c7f5d133a7d540c364bf259351fc \
+    --hash=sha256:e7cfb81c08685ad721b30cb702324de8763f7e8ff8aa653d1c7b602363524cd9 \
+    --hash=sha256:ede49d49101023f45d8cfb985719a9c20cf40ff4c60a9f895d48c17dac278448 \
+    --hash=sha256:ef3b69da678fe40056f585c0a788356b6eeda04b751a3837ffe75340155ecfdb \
+    --hash=sha256:ef8ba83257515fd38a7007a9ae1e8b70bf38d38f4bba34c3b7660af648f88cd2 \
+    --hash=sha256:f61a6d42228694cbfcdf806061e752fc88511926389a271987d61c360029b72f \
+    --hash=sha256:f8730073bc1adcee13b338b347f68fa0ec7b2460aecce227be2d5abb01ea7b8c \
+    --hash=sha256:fc0801be2505b2e3d3b0337c875a624eab61912b8fd55218424ad52a69deab10
     # via feast (pyproject.toml)
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
     --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
-    # via dask
+    # via
+    #   dask
+    #   mlflow-skinny
 colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
@@ -677,6 +678,65 @@ comm==0.2.3 \
     # via
     #   ipykernel
     #   ipywidgets
+contourpy==1.3.2 \
+    --hash=sha256:0475b1f6604896bc7c53bb070e355e9321e1bc0d381735421a2d2068ec56531f \
+    --hash=sha256:106fab697af11456fcba3e352ad50effe493a90f893fca6c2ca5c033820cea92 \
+    --hash=sha256:107ba8a6a7eec58bb475329e6d3b95deba9440667c4d62b9b6063942b61d7f16 \
+    --hash=sha256:15ce6ab60957ca74cff444fe66d9045c1fd3e92c8936894ebd1f3eef2fff075f \
+    --hash=sha256:1c48188778d4d2f3d48e4643fb15d8608b1d01e4b4d6b0548d9b336c28fc9b6f \
+    --hash=sha256:3859783aefa2b8355697f16642695a5b9792e7a46ab86da1118a4a23a51a33d7 \
+    --hash=sha256:3d80b2c0300583228ac98d0a927a1ba6a2ba6b8a742463c564f1d419ee5b211e \
+    --hash=sha256:3f9e896f447c5c8618f1edb2bafa9a4030f22a575ec418ad70611450720b5b08 \
+    --hash=sha256:434f0adf84911c924519d2b08fc10491dd282b20bdd3fa8f60fd816ea0b48841 \
+    --hash=sha256:49b65a95d642d4efa8f64ba12558fcb83407e58a2dfba9d796d77b63ccfcaff5 \
+    --hash=sha256:4caf2bcd2969402bf77edc4cb6034c7dd7c0803213b3523f111eb7460a51b8d2 \
+    --hash=sha256:532fd26e715560721bb0d5fc7610fce279b3699b018600ab999d1be895b09415 \
+    --hash=sha256:5ebac872ba09cb8f2131c46b8739a7ff71de28a24c869bcad554477eb089a878 \
+    --hash=sha256:5f5964cdad279256c084b69c3f412b7801e15356b16efa9d78aa974041903da0 \
+    --hash=sha256:65a887a6e8c4cd0897507d814b14c54a8c2e2aa4ac9f7686292f9769fcf9a6ab \
+    --hash=sha256:6a37a2fb93d4df3fc4c0e363ea4d16f83195fc09c891bc8ce072b9d084853445 \
+    --hash=sha256:70771a461aaeb335df14deb6c97439973d253ae70660ca085eec25241137ef43 \
+    --hash=sha256:71e2bd4a1c4188f5c2b8d274da78faab884b59df20df63c34f74aa1813c4427c \
+    --hash=sha256:745b57db7758f3ffc05a10254edd3182a2a83402a89c00957a8e8a22f5582823 \
+    --hash=sha256:78e9253c3de756b3f6a5174d024c4835acd59eb3f8e2ca13e775dbffe1558f69 \
+    --hash=sha256:82199cb78276249796419fe36b7386bd8d2cc3f28b3bc19fe2454fe2e26c4c15 \
+    --hash=sha256:8b7fc0cd78ba2f4695fd0a6ad81a19e7e3ab825c31b577f384aa9d7817dc3bef \
+    --hash=sha256:8c5acb8dddb0752bf252e01a3035b21443158910ac16a3b0d20e7fed7d534ce5 \
+    --hash=sha256:8c942a01d9163e2e5cfb05cb66110121b8d07ad438a17f9e766317bcb62abf73 \
+    --hash=sha256:8d2e74acbcba3bfdb6d9d8384cdc4f9260cae86ed9beee8bd5f54fee49a430b9 \
+    --hash=sha256:90df94c89a91b7362e1142cbee7568f86514412ab8a2c0d0fca72d7e91b62912 \
+    --hash=sha256:970e9173dbd7eba9b4e01aab19215a48ee5dd3f43cef736eebde064a171f89a5 \
+    --hash=sha256:977e98a0e0480d3fe292246417239d2d45435904afd6d7332d8455981c408b85 \
+    --hash=sha256:9be002b31c558d1ddf1b9b415b162c603405414bacd6932d031c5b5a8b757f0d \
+    --hash=sha256:ad687a04bc802cbe8b9c399c07162a3c35e227e2daccf1668eb1f278cb698631 \
+    --hash=sha256:b4f54d6a2defe9f257327b0f243612dd051cc43825587520b1bf74a31e2f6ef2 \
+    --hash=sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54 \
+    --hash=sha256:b7cd50c38f500bbcc9b6a46643a40e0913673f869315d8e70de0438817cb7773 \
+    --hash=sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934 \
+    --hash=sha256:c440093bbc8fc21c637c03bafcbef95ccd963bc6e0514ad887932c18ca2a759a \
+    --hash=sha256:c49f73e61f1f774650a55d221803b101d966ca0c5a2d6d5e4320ec3997489441 \
+    --hash=sha256:c66c4906cdbc50e9cba65978823e6e00b45682eb09adbb78c9775b74eb222422 \
+    --hash=sha256:c6c4639a9c22230276b7bffb6a850dfc8258a2521305e1faefe804d006b2e532 \
+    --hash=sha256:c85bb486e9be652314bb5b9e2e3b0d1b2e643d5eec4992c0fbe8ac71775da739 \
+    --hash=sha256:cc829960f34ba36aad4302e78eabf3ef16a3a100863f0d4eeddf30e8a485a03b \
+    --hash=sha256:cdd22595308f53ef2f891040ab2b93d79192513ffccbd7fe19be7aa773a5e09f \
+    --hash=sha256:d0e589ae0d55204991450bb5c23f571c64fe43adaa53f93fc902a84c96f52fe1 \
+    --hash=sha256:d14f12932a8d620e307f715857107b1d1845cc44fdb5da2bc8e850f5ceba9f87 \
+    --hash=sha256:d32530b534e986374fc19eaa77fcb87e8a99e5431499949b828312bdcd20ac52 \
+    --hash=sha256:d6658ccc7251a4433eebd89ed2672c2ed96fba367fd25ca9512aa92a4b46c4f1 \
+    --hash=sha256:d91a3ccc7fea94ca0acab82ceb77f396d50a1f67412efe4c526f5d20264e6ecd \
+    --hash=sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989 \
+    --hash=sha256:de39db2604ae755316cb5967728f4bea92685884b1e767b7c24e983ef5f771cb \
+    --hash=sha256:de425af81b6cea33101ae95ece1f696af39446db9682a0b56daaa48cfc29f38f \
+    --hash=sha256:ded1706ed0c1049224531b81128efbd5084598f18d8a2d9efae833edbd2b40ad \
+    --hash=sha256:e1578f7eafce927b168752ed7e22646dad6cd9bca673c60bff55889fa236ebf9 \
+    --hash=sha256:e259bced5549ac64410162adc973c5e2fb77f04df4a439d00b478e57a0e65512 \
+    --hash=sha256:e298e7e70cf4eb179cc1077be1c725b5fd131ebc81181bf0c03525c8abc297fd \
+    --hash=sha256:eab0f6db315fa4d70f1d8ab514e527f0366ec021ff853d7ed6a2d33605cf4b83 \
+    --hash=sha256:f26b383144cf2d2c29f01a1e8170f50dacf0eac02d64139dcd709a8ac4eb3cfe \
+    --hash=sha256:f939a054192ddc596e031e50bb13b657ce318cf13d264f095ce9db7dc6ae81c0 \
+    --hash=sha256:fd93cc7f3139b6dd7aab2f26a90dde0aa9fc264dbf70f6740d498a70b860b82c
+    # via matplotlib
 couchbase==4.3.2 \
     --hash=sha256:032a180afd6621358b2c73543b9c5db9939b442fc3ad6d54417c36c8a8f65838 \
     --hash=sha256:11ce688ed46edf8387bf51866618c7b4e06399e7fb34a6df002764996c109d1f \
@@ -743,164 +803,164 @@ couchbase-columnar==1.0.0 \
     --hash=sha256:fc0fad2d386c5b5df7aaaccd8751e01caa886cc640cc8c92523dd07c4e7be519 \
     --hash=sha256:fc4efa3e15190c3731478006de494b046bc57785e9c8ae99ac8b375a91683e38
     # via feast (pyproject.toml)
-coverage[toml]==7.13.5 \
-    --hash=sha256:012d5319e66e9d5a218834642d6c35d265515a62f01157a45bcc036ecf947256 \
-    --hash=sha256:02ca0eed225b2ff301c474aeeeae27d26e2537942aa0f87491d3e147e784a82b \
-    --hash=sha256:03ccc709a17a1de074fb1d11f217342fb0d2b1582ed544f554fc9fc3f07e95f5 \
-    --hash=sha256:0428cbef5783ad91fe240f673cc1f76b25e74bbfe1a13115e4aa30d3f538162d \
-    --hash=sha256:04690832cbea4e4663d9149e05dba142546ca05cb1848816760e7f58285c970a \
-    --hash=sha256:0590e44dd2745c696a778f7bab6aa95256de2cbc8b8cff4f7db8ff09813d6969 \
-    --hash=sha256:0672854dc733c342fa3e957e0605256d2bf5934feeac328da9e0b5449634a642 \
-    --hash=sha256:084b84a8c63e8d6fc7e3931b316a9bcafca1458d753c539db82d31ed20091a87 \
-    --hash=sha256:0b67af5492adb31940ee418a5a655c28e48165da5afab8c7fa6fd72a142f8740 \
-    --hash=sha256:0cd9ed7a8b181775459296e402ca4fb27db1279740a24e93b3b41942ebe4b215 \
-    --hash=sha256:0cef0cdec915d11254a7f549c1170afecce708d30610c6abdded1f74e581666d \
-    --hash=sha256:0e223ce4b4ed47f065bfb123687686512e37629be25cc63728557ae7db261422 \
-    --hash=sha256:0e3c426ffc4cd952f54ee9ffbdd10345709ecc78a3ecfd796a57236bfad0b9b8 \
-    --hash=sha256:0ecf12ecb326fe2c339d93fc131816f3a7367d223db37817208905c89bded911 \
-    --hash=sha256:10a0c37f0b646eaff7cce1874c31d1f1ccb297688d4c747291f4f4c70741cc8b \
-    --hash=sha256:145ede53ccbafb297c1c9287f788d1bc3efd6c900da23bf6931b09eafc931587 \
-    --hash=sha256:1b11eef33edeae9d142f9b4358edb76273b3bfd30bc3df9a4f95d0e49caf94e8 \
-    --hash=sha256:1b88c69c8ef5d4b6fe7dea66d6636056a0f6a7527c440e890cf9259011f5e606 \
-    --hash=sha256:258354455f4e86e3e9d0d17571d522e13b4e1e19bf0f8596bcf9476d61e7d8a9 \
-    --hash=sha256:259b69bb83ad9894c4b25be2528139eecba9a82646ebdda2d9db1ba28424a6bf \
-    --hash=sha256:2aa055ae1857258f9e0045be26a6d62bdb47a72448b62d7b55f4820f361a2633 \
-    --hash=sha256:2d3807015f138ffea1ed9afeeb8624fd781703f2858b62a8dd8da5a0994c57b6 \
-    --hash=sha256:301e3b7dfefecaca37c9f1aa6f0049b7d4ab8dd933742b607765d757aca77d43 \
-    --hash=sha256:32ca0c0114c9834a43f045a87dcebd69d108d8ffb666957ea65aa132f50332e2 \
-    --hash=sha256:34b02417cf070e173989b3db962f7ed56d2f644307b2cf9d5a0f258e13084a61 \
-    --hash=sha256:356e76b46783a98c2a2fe81ec79df4883a1e62895ea952968fb253c114e7f930 \
-    --hash=sha256:35a31f2b1578185fbe6aa2e74cea1b1d0bbf4c552774247d9160d29b80ed56cc \
-    --hash=sha256:380e8e9084d8eb38db3a9176a1a4f3c0082c3806fa0dc882d1d87abc3c789247 \
-    --hash=sha256:3ad050321264c49c2fa67bb599100456fc51d004b82534f379d16445da40fb75 \
-    --hash=sha256:3e1bb5f6c78feeb1be3475789b14a0f0a5b47d505bfc7267126ccbd50289999e \
-    --hash=sha256:3f4818d065964db3c1c66dc0fbdac5ac692ecbc875555e13374fdbe7eedb4376 \
-    --hash=sha256:460cf0114c5016fa841214ff5564aa4864f11948da9440bc97e21ad1f4ba1e01 \
-    --hash=sha256:48c39bc4a04d983a54a705a6389512883d4a3b9862991b3617d547940e9f52b1 \
-    --hash=sha256:4b59148601efcd2bac8c4dbf1f0ad6391693ccf7a74b8205781751637076aee3 \
-    --hash=sha256:4d2afbc5cc54d286bfb54541aa50b64cdb07a718227168c87b9e2fb8f25e1743 \
-    --hash=sha256:505d7083c8b0c87a8fa8c07370c285847c1f77739b22e299ad75a6af6c32c5c9 \
-    --hash=sha256:52f444e86475992506b32d4e5ca55c24fc88d73bcbda0e9745095b28ef4dc0cf \
-    --hash=sha256:5b13955d31d1633cf9376908089b7cebe7d15ddad7aeaabcbe969a595a97e95e \
-    --hash=sha256:5ec4af212df513e399cf11610cc27063f1586419e814755ab362e50a85ea69c1 \
-    --hash=sha256:60365289c3741e4db327e7baff2a4aaacf22f788e80fa4683393891b70a89fbd \
-    --hash=sha256:631efb83f01569670a5e866ceb80fe483e7c159fac6f167e6571522636104a0b \
-    --hash=sha256:6697e29b93707167687543480a40f0db8f356e86d9f67ddf2e37e2dfd91a9dab \
-    --hash=sha256:66a80c616f80181f4d643b0f9e709d97bcea413ecd9631e1dedc7401c8e6695d \
-    --hash=sha256:67e9bc5449801fad0e5dff329499fb090ba4c5800b86805c80617b4e29809b2a \
-    --hash=sha256:68a4953be99b17ac3c23b6efbc8a38330d99680c9458927491d18700ef23ded0 \
-    --hash=sha256:6c36ddb64ed9d7e496028d1d00dfec3e428e0aabf4006583bb1839958d280510 \
-    --hash=sha256:6e3370441f4513c6252bf042b9c36d22491142385049243253c7e48398a15a9f \
-    --hash=sha256:7034b5c56a58ae5e85f23949d52c14aca2cfc6848a31764995b7de88f13a1ea0 \
-    --hash=sha256:704de6328e3d612a8f6c07000a878ff38181ec3263d5a11da1db294fa6a9bdf8 \
-    --hash=sha256:7132bed4bd7b836200c591410ae7d97bf7ae8be6fc87d160b2bd881df929e7bf \
-    --hash=sha256:7300c8a6d13335b29bb76d7651c66af6bd8658517c43499f110ddc6717bfc209 \
-    --hash=sha256:750db93a81e3e5a9831b534be7b1229df848b2e125a604fe6651e48aa070e5f9 \
-    --hash=sha256:777c4d1eff1b67876139d24288aaf1817f6c03d6bae9c5cc8d27b83bcfe38fe3 \
-    --hash=sha256:78e696e1cc714e57e8b25760b33a8b1026b7048d270140d25dafe1b0a1ee05a3 \
-    --hash=sha256:79060214983769c7ba3f0cee10b54c97609dca4d478fa1aa32b914480fd5738d \
-    --hash=sha256:7c8d4bc913dd70b93488d6c496c77f3aff5ea99a07e36a18f865bca55adef8bd \
-    --hash=sha256:7f2c47b36fe7709a6e83bfadf4eefb90bd25fbe4014d715224c4316f808e59a2 \
-    --hash=sha256:800bc829053c80d240a687ceeb927a94fd108bbdc68dfbe505d0d75ab578a882 \
-    --hash=sha256:843ea8643cf967d1ac7e8ecd4bb00c99135adf4816c0c0593fdcc47b597fcf09 \
-    --hash=sha256:8769751c10f339021e2638cd354e13adeac54004d1941119b2c96fe5276d45ea \
-    --hash=sha256:8dd02af98971bdb956363e4827d34425cb3df19ee550ef92855b0acb9c7ce51c \
-    --hash=sha256:8fdf453a942c3e4d99bd80088141c4c6960bb232c409d9c3558e2dbaa3998562 \
-    --hash=sha256:941617e518602e2d64942c88ec8499f7fbd49d3f6c4327d3a71d43a1973032f3 \
-    --hash=sha256:972a9cd27894afe4bc2b1480107054e062df08e671df7c2f18c205e805ccd806 \
-    --hash=sha256:9adb6688e3b53adffefd4a52d72cbd8b02602bfb8f74dcd862337182fd4d1a4e \
-    --hash=sha256:9b74db26dfea4f4e50d48a4602207cd1e78be33182bc9cbf22da94f332f99878 \
-    --hash=sha256:9bb2a28101a443669a423b665939381084412b81c3f8c0fcfbac57f4e30b5b8e \
-    --hash=sha256:9d44d7aa963820b1b971dbecd90bfe5fe8f81cff79787eb6cca15750bd2f79b9 \
-    --hash=sha256:9dacc2ad679b292709e0f5fc1ac74a6d4d5562e424058962c7bb0c658ad25e45 \
-    --hash=sha256:9ddb4f4a5479f2539644be484da179b653273bca1a323947d48ab107b3ed1f29 \
-    --hash=sha256:a1a6d79a14e1ec1832cabc833898636ad5f3754a678ef8bb4908515208bf84f4 \
-    --hash=sha256:a698e363641b98843c517817db75373c83254781426e94ada3197cabbc2c919c \
-    --hash=sha256:ad14385487393e386e2ea988b09d62dd42c397662ac2dabc3832d71253eee479 \
-    --hash=sha256:ad146744ca4fd09b50c482650e3c1b1f4dfa1d4792e0a04a369c7f23336f0400 \
-    --hash=sha256:b5db73ba3c41c7008037fa731ad5459fc3944cb7452fc0aa9f822ad3533c583c \
-    --hash=sha256:bd3a2fbc1c6cccb3c5106140d87cc6a8715110373ef42b63cf5aea29df8c217a \
-    --hash=sha256:bdba0a6b8812e8c7df002d908a9a2ea3c36e92611b5708633c50869e6d922fdf \
-    --hash=sha256:be3d4bbad9d4b037791794ddeedd7d64a56f5933a2c1373e18e9e568b9141686 \
-    --hash=sha256:bf69236a9a81bdca3bff53796237aab096cdbf8d78a66ad61e992d9dac7eb2de \
-    --hash=sha256:bff95879c33ec8da99fc9b6fe345ddb5be6414b41d6d1ad1c8f188d26f36e028 \
-    --hash=sha256:c555b48be1853fe3997c11c4bd521cdd9a9612352de01fa4508f16ec341e6fe0 \
-    --hash=sha256:c81f6515c4c40141f83f502b07bbfa5c240ba25bbe73da7b33f1e5b6120ff179 \
-    --hash=sha256:c9136ff29c3a91e25b1d1552b5308e53a1e0653a23e53b6366d7c2dcbbaf8a16 \
-    --hash=sha256:ce1998c0483007608c8382f4ff50164bfc5bd07a2246dd272aa4043b75e61e85 \
-    --hash=sha256:cec2d83125531bd153175354055cdb7a09987af08a9430bd173c937c6d0fba2a \
-    --hash=sha256:cff784eef7f0b8f6cb28804fbddcfa99f89efe4cc35fb5627e3ac58f91ed3ac0 \
-    --hash=sha256:d2c87e0c473a10bffe991502eac389220533024c8082ec1ce849f4218dded810 \
-    --hash=sha256:d7cfad2d6d81dd298ab6b89fe72c3b7b05ec7544bdda3b707ddaecff8d25c161 \
-    --hash=sha256:d8a7a2049c14f413163e2bdabd37e41179b1d1ccb10ffc6ccc4b7a718429c607 \
-    --hash=sha256:da305e9937617ee95c2e39d8ff9f040e0487cbf1ac174f777ed5eddd7a7c1f26 \
-    --hash=sha256:da86cdcf10d2519e10cabb8ac2de03da1bcb6e4853790b7fbd48523332e3a819 \
-    --hash=sha256:dc022073d063b25a402454e5712ef9e007113e3a676b96c5f29b2bda29352f40 \
-    --hash=sha256:e0723d2c96324561b9aa76fb982406e11d93cdb388a7a7da2b16e04719cf7ca5 \
-    --hash=sha256:e092b9499de38ae0fbfbc603a74660eb6ff3e869e507b50d85a13b6db9863e15 \
-    --hash=sha256:e0b216a19534b2427cc201a26c25da4a48633f29a487c61258643e89d28200c0 \
-    --hash=sha256:e1c85e0b6c05c592ea6d8768a66a254bfb3874b53774b12d4c89c481eb78cb90 \
-    --hash=sha256:e301d30dd7e95ae068671d746ba8c34e945a82682e62918e41b2679acd2051a0 \
-    --hash=sha256:e808af52a0513762df4d945ea164a24b37f2f518cbe97e03deaa0ee66139b4d6 \
-    --hash=sha256:eb07647a5738b89baab047f14edd18ded523de60f3b30e75c2acc826f79c839a \
-    --hash=sha256:eb7fdf1ef130660e7415e0253a01a7d5a88c9c4d158bcf75cbbd922fd65a5b58 \
-    --hash=sha256:ec10e2a42b41c923c2209b846126c6582db5e43a33157e9870ba9fb70dc7854b \
-    --hash=sha256:ee2aa19e03161671ec964004fb74b2257805d9710bf14a5c704558b9d8dbaf17 \
-    --hash=sha256:f08fd75c50a760c7eb068ae823777268daaf16a80b918fa58eea888f8e3919f5 \
-    --hash=sha256:f4cd16206ad171cbc2470dbea9103cf9a7607d5fe8c242fdf1edf36174020664 \
-    --hash=sha256:f70c9ab2595c56f81a89620e22899eea8b212a4041bd728ac6f4a28bf5d3ddd0 \
-    --hash=sha256:fbabfaceaeb587e16f7008f7795cd80d20ec548dc7f94fbb0d4ec2e038ce563f
+coverage[toml]==7.14.0 \
+    --hash=sha256:057a6af2f160a85384cde4ab36f0d2777bae1057bae255f95413cdd382aa5c74 \
+    --hash=sha256:0773d8329cf32b6fd222e4b52622c61fe8d503eb966cfc8d3c3c10c96266d50e \
+    --hash=sha256:0a951308cde22cf77f953955a754d04dccb57fe3bb8e345d685778ed9fc1632a \
+    --hash=sha256:0c451757d3fa2603354fdc789b5e58a0e327a117c370a40e3476ba4eabab228c \
+    --hash=sha256:0f162bc9a15b82d947b02651b0c7e1609d6f7a8735ca330cfadec8481dd97d5a \
+    --hash=sha256:15228a6800ce7bdf1b74800595e56db7138cecb338fdbf044806e10dcf182dfe \
+    --hash=sha256:1733198802d71ec4c524f322e2867ee05c62e9e75df86bdca545407a221827d1 \
+    --hash=sha256:1a0abc7342ea9711c469dd8b821c6c311e6bc6aac1442e5fbd6b27fae0a8f3db \
+    --hash=sha256:1b23b0c6f0b1db6ad769b7050c8b641c0bf215ded26c1816955b17b7f26edfa9 \
+    --hash=sha256:1c9ed6ef99f88fb8c14aa8e2bf8eb0fe55fa2edfea68f8675d78741df1a5ac0e \
+    --hash=sha256:22a7e06a5f11a757cdfe79018e9095f9f69ae283c5cd8123774c788deec8717b \
+    --hash=sha256:23b81107f46d3f21d0cbce30664fcec0f5d9f585638a67081750f99738f6bf66 \
+    --hash=sha256:29943e552fdc08e082eb51400fb2f58e118a83b5542bd06531214e084399b644 \
+    --hash=sha256:29fe3da551dface75deb2ccbf87b6b66e2e7ef38f6d89050b428be94afff3490 \
+    --hash=sha256:2fb73254ff43c911c967a899e1359bc5049b4b115d6e8fbdde4937d0a2246cd5 \
+    --hash=sha256:3485a836550b303d006d57cc06e3d5afaabc642c77050b7c985a97b13e3776b8 \
+    --hash=sha256:362cb78e01a5dc82009d88004cf60f2e6b6d6fcbfdec05b05af73b0abf40118f \
+    --hash=sha256:3a5d8e876dfa2f102e970b183863d6dedd023d3c0eeca1fe7a9787bc5f28b212 \
+    --hash=sha256:3e7e88110bae996d199d1693ca8ec3fd52441d426401ae963437598667b4c5eb \
+    --hash=sha256:3f5549365af25d770e06b1f8f5682d9a5637d06eb494db91c6fa75d3950cc917 \
+    --hash=sha256:3fd43f0616e765ab78d069cf8358def7363957a45cee446d65c502dcfeea7893 \
+    --hash=sha256:454a380af72c6adada298ed270d38c7a391288198dbfb8467f786f588751a90c \
+    --hash=sha256:45899ec2138a4346ed34d601dedf5076fb74edf2d1dd9dc76a78e82397edee90 \
+    --hash=sha256:45e0f79d8351fa76e256716df91eab12890d32678b9590df7ae1042e4bd4cf5d \
+    --hash=sha256:49c005cba1e2f9677fb2845dcdf9a2e72a52a17d63e8231aaaae35d9f50215ef \
+    --hash=sha256:4b899594a8b2d81e5cc064a0d7f9cac2081fed91049456cae7676787e41549c9 \
+    --hash=sha256:55d3089079ce181a4566b1065ab28d2575eb76d8ac8f81f4fcda2bf037fee087 \
+    --hash=sha256:5904abf7e18cddc463219b17552229650c6b79e061d31a1059283051169cf7d5 \
+    --hash=sha256:5ac83957a80d0701310e96d8bec68cdcf4f90a7674b7d13f15a344315b41ab27 \
+    --hash=sha256:5d4a51aad8ba8bdcd2b8bd8f03d4aca19693fa2327a3470e4718a25b03481020 \
+    --hash=sha256:5ebb8f4614a3787d567e610bbfdf96a4798dd69a1afb1bd8ad228d4111fe6ff3 \
+    --hash=sha256:63df0fe568e698e1045792399f8ab6da3a6c2dce3182813fb92afa2641087b47 \
+    --hash=sha256:65c86fb646d2bd2972e96bd1a8b45817ed907cee68655d6295fe7ec031d04cca \
+    --hash=sha256:65f267ca1370726ec2c1aa38bbe4df9a71a740f22878d2d4bf59d71a4cd8d323 \
+    --hash=sha256:664123feb0929d7affc135717dbd70d61d98688a08ab1e5ba464739620c6252d \
+    --hash=sha256:668b92e6958c4db7cf92e81caac328dfbbdbb215db2850ad28f0cbe1eea0bfbd \
+    --hash=sha256:68af363c07ecd8d4b7d4043d85cb376d7d227eceb54e5323ee45da73dbd3e426 \
+    --hash=sha256:6a6516b02a6101398e19a3f44820f69bab2590697f7def4331f668b14adaf828 \
+    --hash=sha256:6a78e2a9d9c5e3b8d4ab9b9d28c985ea66fced0a7d7c2aec1f216e03a2011480 \
+    --hash=sha256:6b9bf47223dd8db3d4c4b2e443b02bace480d428f0822c3f991600448a176c97 \
+    --hash=sha256:6d160217ec6fe890f16ad3a9531761589443749e448f91986c972714fad361c8 \
+    --hash=sha256:6e57054a583da8ac55edf24117ea4c9133032cfc4cf72aa2d48c1e5d4b52f899 \
+    --hash=sha256:70390b0da32cb90b501953716302906e8bcce087cb283e70d8c97729f22e92b2 \
+    --hash=sha256:72a305291fa8ee01332f1aaf38b348ca34097f6aa0b0ef627eef2837e57bbba5 \
+    --hash=sha256:731dc15b385ac52289743d476245b61e1a2927e803bef655b52bc3b2a75a21f3 \
+    --hash=sha256:731e535b1498b27d13594a0527a79b0510867b0ad891532be41cb883f2128e20 \
+    --hash=sha256:7333cd944ee4393b9b3d3c1b598c936d4fc8d70573a4c7dacfec5590dd50e436 \
+    --hash=sha256:741f57cddc9004a8c81b084660215f33a6b597dbe62c31386b983ee26310e327 \
+    --hash=sha256:742a73ea621953b012f2c4c2219b512180dd84489acf5b1596b0aafc55b9100b \
+    --hash=sha256:7b2bb6c9d7e769360d0f20a0f219603fd64f0c8f97de17ab25853261602be0fb \
+    --hash=sha256:7b79d646cf46d5cf9a9f40281d4441df5849e445726e369006d2b117710b33fe \
+    --hash=sha256:7bf43e000d24012599b879791cff41589af90674722421ef11b11a5431920bab \
+    --hash=sha256:7c843572c605ab51cfdb5c6b5f2586e2a8467c0d28eca4bdef4ec70c5fecbd82 \
+    --hash=sha256:7ebb1c6df9f78046a1b1e0a89674cd4bf73b7c648914eebcf976a57fd99a5627 \
+    --hash=sha256:7ffd19fc8aed057fd686a17a4935eef5f9859d69208f96310e893e64b9b6ccf5 \
+    --hash=sha256:8231ade007f37959fbf58acc677f26b922c02eda6f0428ea307da0fd39681bf3 \
+    --hash=sha256:827d6397dbd95144939b18f89edf31f63e1f99633e8d5f32f22ba8bdda567477 \
+    --hash=sha256:829994cfe1aeb773ca27bf246d4badc1e764893e3bfb98fff820fcecd1ca4662 \
+    --hash=sha256:84c32d90bf4537f0e7b4dec9aaa9a938fb8205136b9d2ecf4d7629d5262dc075 \
+    --hash=sha256:8767486808c436f05b23ab98eb963fb29185e32a9357a166971685cb3459900f \
+    --hash=sha256:8de5b61163aee3d05c8a2beab6f47913df7981dad1baf82c414d99158c286ab1 \
+    --hash=sha256:90c1a51bcfddf645b3bb7ec333d9e94393a8e94f55642380fa8a9a5a9e636cb7 \
+    --hash=sha256:9117377b823daa28aa8635fbb08cda1cd6be3d7143257345459559aeef852d52 \
+    --hash=sha256:91b993743d959b8be85b4abf9d5478216a69329c321efe5be0433c1a841d691d \
+    --hash=sha256:92af52828e7f29d827346b0294e5a0853fa206db77db0395b282918d41e28db9 \
+    --hash=sha256:9336e23e8bb3a3925398261385e2a1533957d3e760e91070dcb0e98bfa514eed \
+    --hash=sha256:953f521ca9445300397e65fda3dca58b2dbd68fee983777420b57ac3c77e9f90 \
+    --hash=sha256:98af83fd65ae24b1fdd03aaead967a9f523bcd2f1aab2d4f3ffda65bb568a6f1 \
+    --hash=sha256:9aed9fa983514ca032790f3fe0d1c0e42ca7e16b42432af1706b50a9a46bef5d \
+    --hash=sha256:9cd1169b2230f9cbe9c638ba38022ed7a2b1e641cc07f7cea0365e4be2a74980 \
+    --hash=sha256:9d1aa57a1dc8e05bdc42e81c5d671d849577aeedf279f4c449d6d286f9ed88ca \
+    --hash=sha256:9d26ac7f5398bafc5b57421ad994e8a4749e8a7a0e62d05ec7d53014d5963bfa \
+    --hash=sha256:9f323af3e1e4f68b60b7b247e37b8515563a61375518fa59de1af48ba28a3db6 \
+    --hash=sha256:9fbd898551762dea00d3fef2b1c4f99afd2c6a3ff952ea07d60a9bd5ed4f34bc \
+    --hash=sha256:a1816c505187592dcd1c5a5f226601a549f70365fbd00930ac88b0c225b76bb4 \
+    --hash=sha256:a2bd259c442cd43c49b30fbafc51776eb19ea396faf159d26a83e6a0a5f13b0c \
+    --hash=sha256:a3b5ddfd6aa7ddad53ee3edb231e88a2151507a43229b7d71b953916deca127d \
+    --hash=sha256:a706b908dfa85538863504c624b237a3cc34232bf403c057414ebfdb3b4d9f84 \
+    --hash=sha256:a841fae2fadcae4f438d43b6ccc4aac2ad609f47cdb6cfdce60cbb3fe5ca7bc2 \
+    --hash=sha256:a93bac2cb577ef60074999ed56d8a1535894398e2ed920d4185c3ec0c8864742 \
+    --hash=sha256:a9f864ef57b7172e2db87a096642dd51e179e085ab6b2c371c29e885f65c8fb2 \
+    --hash=sha256:acebd068fca5512c3a6fde9c045f901613478781a73f0e82b307b214daef23fb \
+    --hash=sha256:b34ece8065914f938ed7f2c5872bb865336977a52919149846eac3744327267a \
+    --hash=sha256:b4cc4fce8672fffcb09b0eafc167b396b3ba53c4a7230f54b7aaffbf6c835fa9 \
+    --hash=sha256:b4e26a0f1b696faf283bffe5b8569e44e336c582439df5d53281ab89ee0cba96 \
+    --hash=sha256:b4f07cf7edcb7ec39431a5074d7ea83b29a9f71fcfc494f0f40af4e65180420f \
+    --hash=sha256:b812eb847b19876ebf33fb6c4f11819af05ab6050b0bfa1bc53412ae81779adb \
+    --hash=sha256:ba3b8390db29296dbbf49e91b6fe08f990743a90c8f447ba4c2ffc29670dfa63 \
+    --hash=sha256:bcb2e855b87321259a037429288ae85216d191c74de3e79bf57cd2bc0761992c \
+    --hash=sha256:bfb0ed8ec5d25e93face268115d7964db9df8b9aae8edcde9ec6b16c726a7cc1 \
+    --hash=sha256:c7492f2d493b976941c7ca050f273cbda2f43c381124f7586a3e3c16d1804fec \
+    --hash=sha256:c79d2319cabef1fe8e86df73371126931550804738f78ad7d31e3aad85a67367 \
+    --hash=sha256:c83d2399a51bbec8429266905d33616f04bc5726b1138c35844d5fcd896b2e20 \
+    --hash=sha256:ca3d9cf2c32b521bd9518385608787fa86f38daf993695307531822c3430ed67 \
+    --hash=sha256:cc3499459bbcdd51a65b64c35ab7ed2764eaf3cba826e0df3f1d7fe2e102b70b \
+    --hash=sha256:d128b1bba9361fbaaf6a19e179e6cfd6a9103ce0c0555876f72780acc93efd85 \
+    --hash=sha256:d1bb3543b58fea74d2cd1abc4054cc927e4724687cb4560cd2ed88d2c7d820c0 \
+    --hash=sha256:d8b013632cc1ce1d09dbe4f32667b4d320ec2f54fc326ebeffcd0b0bcc2bb6c4 \
+    --hash=sha256:d8e1762f0e9cbc26ec315471e7b47855218e833cd5a032d706fbf43845d878c7 \
+    --hash=sha256:d9c8ef6ed820c433de075657d72dda1f89a2984955e58b8a75feb3f184250218 \
+    --hash=sha256:dc38367eaa2abb1b766ac333142bce7655335a73537f5c8b75aaa89c2b987757 \
+    --hash=sha256:f2bbb8254370eb4c628ff3d6fa8a7f74ddc40565394d4f7ab791d1fe568e37ef \
+    --hash=sha256:f580f8c80acd94ac72e863efe2cab791d8c38d153e0b463b92dfa000d5c84cd1 \
+    --hash=sha256:fab3877e4ebb06bd9d4d4d00ee53309ee5478e66873c66a382272e3ee33eb7ea \
+    --hash=sha256:fb609b3658479e33f9516d46f1a89dbb9b6c261366e3a11844a96ec487533dae \
+    --hash=sha256:fcaba850dd317c65423a9d63d88f9573c53b00354d6dd95724576cc98a131595
     # via pytest-cov
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==46.0.7 \
+    --hash=sha256:04959522f938493042d595a736e7dbdff6eb6cc2339c11465b3ff89343b65f65 \
+    --hash=sha256:128c5edfe5e5938b86b03941e94fac9ee793a94452ad1365c9fc3f4f62216832 \
+    --hash=sha256:1d25aee46d0c6f1a501adcddb2d2fee4b979381346a78558ed13e50aa8a59067 \
+    --hash=sha256:24402210aa54baae71d99441d15bb5a1919c195398a87b563df84468160a65de \
+    --hash=sha256:258514877e15963bd43b558917bc9f54cf7cf866c38aa576ebf47a77ddbc43a4 \
+    --hash=sha256:35719dc79d4730d30f1c2b6474bd6acda36ae2dfae1e3c16f2051f215df33ce0 \
+    --hash=sha256:397655da831414d165029da9bc483bed2fe0e75dde6a1523ec2fe63f3c46046b \
+    --hash=sha256:3986ac1dee6def53797289999eabe84798ad7817f3e97779b5061a95b0ee4968 \
+    --hash=sha256:420b1e4109cc95f0e5700eed79908cef9268265c773d3a66f7af1eef53d409ef \
+    --hash=sha256:42a1e5f98abb6391717978baf9f90dc28a743b7d9be7f0751a6f56a75d14065b \
+    --hash=sha256:462ad5cb1c148a22b2e3bcc5ad52504dff325d17daf5df8d88c17dda1f75f2a4 \
+    --hash=sha256:506c4ff91eff4f82bdac7633318a526b1d1309fc07ca76a3ad182cb5b686d6d3 \
+    --hash=sha256:5ad9ef796328c5e3c4ceed237a183f5d41d21150f972455a9d926593a1dcb308 \
+    --hash=sha256:5d1c02a14ceb9148cc7816249f64f623fbfee39e8c03b3650d842ad3f34d637e \
+    --hash=sha256:5e51be372b26ef4ba3de3c167cd3d1022934bc838ae9eaad7e644986d2a3d163 \
+    --hash=sha256:60627cf07e0d9274338521205899337c5d18249db56865f943cbe753aa96f40f \
+    --hash=sha256:65814c60f8cc400c63131584e3e1fad01235edba2614b61fbfbfa954082db0ee \
+    --hash=sha256:73510b83623e080a2c35c62c15298096e2a5dc8d51c3b4e1740211839d0dea77 \
+    --hash=sha256:7bbc6ccf49d05ac8f7d7b5e2e2c33830d4fe2061def88210a126d130d7f71a85 \
+    --hash=sha256:80406c3065e2c55d7f49a9550fe0c49b3f12e5bfff5dedb727e319e1afb9bf99 \
+    --hash=sha256:84d4cced91f0f159a7ddacad249cc077e63195c36aac40b4150e7a57e84fffe7 \
+    --hash=sha256:8a469028a86f12eb7d2fe97162d0634026d92a21f3ae0ac87ed1c4a447886c83 \
+    --hash=sha256:91bbcb08347344f810cbe49065914fe048949648f6bd5c2519f34619142bbe85 \
+    --hash=sha256:935ce7e3cfdb53e3536119a542b839bb94ec1ad081013e9ab9b7cfd478b05006 \
+    --hash=sha256:9694078c5d44c157ef3162e3bf3946510b857df5a3955458381d1c7cfc143ddb \
+    --hash=sha256:a1529d614f44b863a7b480c6d000fe93b59acee9c82ffa027cfadc77521a9f5e \
+    --hash=sha256:abad9dac36cbf55de6eb49badd4016806b3165d396f64925bf2999bcb67837ba \
+    --hash=sha256:b36a4695e29fe69215d75960b22577197aca3f7a25b9cf9d165dcfe9d80bc325 \
+    --hash=sha256:b7b412817be92117ec5ed95f880defe9cf18a832e8cafacf0a22337dc1981b4d \
+    --hash=sha256:c5b1ccd1239f48b7151a65bc6dd54bcfcc15e028c8ac126d3fada09db0e07ef1 \
+    --hash=sha256:cbd5fb06b62bd0721e1170273d3f4d5a277044c47ca27ee257025146c34cbdd1 \
+    --hash=sha256:cdf1a610ef82abb396451862739e3fc93b071c844399e15b90726ef7470eeaf2 \
+    --hash=sha256:cdfbe22376065ffcf8be74dc9a909f032df19bc58a699456a21712d6e5eabfd0 \
+    --hash=sha256:d02c738dacda7dc2a74d1b2b3177042009d5cab7c7079db74afc19e56ca1b455 \
+    --hash=sha256:d151173275e1728cf7839aaa80c34fe550c04ddb27b34f48c232193df8db5842 \
+    --hash=sha256:d23c8ca48e44ee015cd0a54aeccdf9f09004eba9fc96f38c911011d9ff1bd457 \
+    --hash=sha256:d3b99c535a9de0adced13d159c5a9cf65c325601aa30f4be08afd680643e9c15 \
+    --hash=sha256:d5f7520159cd9c2154eb61eb67548ca05c5774d39e9c2c4339fd793fe7d097b2 \
+    --hash=sha256:db0f493b9181c7820c8134437eb8b0b4792085d37dbb24da050476ccb664e59c \
+    --hash=sha256:e06acf3c99be55aa3b516397fe42f5855597f430add9c17fa46bf2e0fb34c9bb \
+    --hash=sha256:e4cfd68c5f3e0bfdad0d38e023239b96a2fe84146481852dffbcca442c245aa5 \
+    --hash=sha256:ea42cbe97209df307fdc3b155f1b6fa2577c0defa8f1f7d3be7d31d189108ad4 \
+    --hash=sha256:ebd6daf519b9f189f85c479427bbd6e9c9037862cf8fe89ee35503bd209ed902 \
+    --hash=sha256:f247c8c1a1fb45e12586afbb436ef21ff1e80670b2861a90353d9b025583d246 \
+    --hash=sha256:fbfd0e5f273877695cb93baf14b185f4878128b250cc9f8e617ea0c025dfb022 \
+    --hash=sha256:fc9ab8856ae6cf7c9358430e49b368f3108f050031442eaeb6b9d87e4dcf4e4f \
+    --hash=sha256:fcd8eac50d9138c1d7fc53a653ba60a2bee81a505f9f8850b6b2888555a45d0e \
+    --hash=sha256:fdd1736fed309b4300346f88f74cd120c27c56852c3838cab416e7a166f67298 \
+    --hash=sha256:ffca7aa1d00cf7d6469b988c581598f2259e46215e0140af408966a24cf086ce
     # via
     #   feast (pyproject.toml)
     #   azure-identity
@@ -908,6 +968,7 @@ cryptography==46.0.6 \
     #   google-auth
     #   great-expectations
     #   jwcrypto
+    #   mlflow
     #   moto
     #   msal
     #   oracledb
@@ -916,23 +977,33 @@ cryptography==46.0.6 \
     #   snowflake-connector-python
     #   types-pyopenssl
     #   types-redis
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+    # via matplotlib
 dask[dataframe]==2026.3.0 \
     --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
     --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
     # via feast (pyproject.toml)
-datasets==4.8.4 \
-    --hash=sha256:a1429ed853275ce7943a01c6d2e25475b4501eb758934362106a280470df3a52 \
-    --hash=sha256:cdc8bee4698e549d78bf1fed6aea2eebc760b22b084f07e6fc020c6577a6ce6d
+databricks-sdk==0.109.0 \
+    --hash=sha256:46745a25324a5b36f01236760e44fc6e2bce3f051224e6f8aef7633477fcbec8 \
+    --hash=sha256:96b90f5ee2e0fac89f351aa77348263e1e0ed5d4d867cdfaefd2e0acc01b1e81
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+datasets==4.8.5 \
+    --hash=sha256:0f0c1c3d56ffff2c93b2f4c63c95bac94f3d7e8621aea2a2a576275233bba772 \
+    --hash=sha256:5079900781719c0e063a8efdd2cd95a31ad0c63209178669cd23cf1b926149ff
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.6.0 \
+    --hash=sha256:03f0ff5798fa5e407f07e84de2d619cbc363b8dcc40104825a85519793ffee8d \
+    --hash=sha256:4ba87b15cc972a7cc0aed2b7483e0823c7765eca88128453f52c88c5e0f4ae46
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
-dbt-artifacts-parser==0.13.0 \
-    --hash=sha256:304f2b857650566fed4ed8b976ed3582332eda3cedfe7167158dbbcfced3fe47 \
-    --hash=sha256:55498e8bd0d9064d56617f9c714ced8607d94ccb61e70d4b49dcfd8a28a030d8
+dbt-artifacts-parser==0.13.2 \
+    --hash=sha256:9eca1e413f7eee522cc1556634b0b9effe790b70d8ffcc46ae2328b9868efaf1 \
+    --hash=sha256:abb798aa73ff8cc295b4ecf03ee02d6a3bc48ad79f7d093d4bb3ffef68e77fb4
     # via feast (pyproject.toml)
 debugpy==1.8.20 \
     --hash=sha256:077a7447589ee9bc1ff0cdf443566d0ecf540ac8aa7333b775ebcb8ce9f4ecad \
@@ -966,9 +1037,9 @@ debugpy==1.8.20 \
     --hash=sha256:eada6042ad88fa1571b74bd5402ee8b86eded7a8f7b827849761700aff171f1b \
     --hash=sha256:eb506e45943cab2efb7c6eafdd65b842f3ae779f020c82221f55aca9de135ed7
     # via ipykernel
-decorator==5.2.1 \
-    --hash=sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360 \
-    --hash=sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a
+decorator==5.3.1 \
+    --hash=sha256:4cbcdd55a6efadb9dbea26b858f4fb3264567b52d69ca0d25b721b553f60ea82 \
+    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
     # via ipython
 defusedxml==0.7.1 \
     --hash=sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69 \
@@ -985,6 +1056,12 @@ deltalake==0.25.5 \
     --hash=sha256:cb1c7e826fd7c3bdd3676c7471d3b551e1a3674e44cd8e3747a0017a2c0292b7 \
     --hash=sha256:e8f0d24bf64455f702da8402307b22e01f91e0f76694f7c5e33c9513011e8d29
     # via feast (pyproject.toml)
+deprecated==1.3.1 \
+    --hash=sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f \
+    --hash=sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223
+    # via
+    #   cassandra-driver
+    #   opentelemetry-api
 deprecation==2.1.0 \
     --hash=sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff \
     --hash=sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a
@@ -1000,24 +1077,32 @@ distlib==0.4.0 \
     --hash=sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16 \
     --hash=sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d
     # via virtualenv
+dnspython==2.8.0 \
+    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
+    --hash=sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f
+    # via
+    #   feast (pyproject.toml)
+    #   pymongo
 docker==7.1.0 \
     --hash=sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c \
     --hash=sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0
-    # via testcontainers
+    # via
+    #   mlflow
+    #   testcontainers
 docling==2.27.0 \
     --hash=sha256:1288ed75b27e33bf94daff34faffc6d11b7d7ccc13e3df84fb24adad3991f72d \
     --hash=sha256:faba35662612a2c687a3a463e501d95f645316436084af92a0442ce162429a3d
     # via feast (pyproject.toml)
-docling-core[chunking]==2.71.0 \
-    --hash=sha256:4761857816853b2b35263b5b4518e1ea6214e0565db0bbf1d929fb976665d1a0 \
-    --hash=sha256:4caa9f50c68b9dd332584ae16170b36db05d773532b14d7078b580d89d8bd2a4
+docling-core[chunking]==2.76.0 \
+    --hash=sha256:55af705c6d0755254afddb959fe5dea3a6d413d3ea7539e380bb008268806316 \
+    --hash=sha256:e4f681ad434cb45ba93bd3afaab62c5d910bf9ac6b3fdb98b12ee2e476bb75a4
     # via
     #   docling
     #   docling-ibm-models
     #   docling-parse
-docling-ibm-models==3.13.0 \
-    --hash=sha256:a11acc6034b06e0bed8dc0ca1fa700615b8246eacce411619168e1f6562b0d0d \
-    --hash=sha256:f402effae8a63b0e5c3b5ce13120601baa2cd8098beef1d53ab5a056443758d3
+docling-ibm-models==3.13.2 \
+    --hash=sha256:195e02dd119df34d2ce5f76ac614da82825851013e4898db7b0468cdf8740a3d \
+    --hash=sha256:5fa0838bf15a4e06d2fcb686d756a6f4c329ea0a8820d085f06d07abe96269ed
     # via docling
 docling-parse==4.7.3 \
     --hash=sha256:1790e7e4ae202d67875c1c48fd6f8ef5c51d10b0c23157e4989b8673f2f31308 \
@@ -1052,42 +1137,42 @@ docutils==0.19 \
     --hash=sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6 \
     --hash=sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc
     # via sphinx
-duckdb==1.5.1 \
-    --hash=sha256:054ad424b051b334052afac58cb216f3b1ebb8579fc8c641e60f0182e8725ea9 \
-    --hash=sha256:05fc91767d0cfc4cf2fa68966ab5b479ac07561752e42dd0ae30327bd160f64a \
-    --hash=sha256:0a6acc2040bec1f05de62a2f3f68f4c12f3ec7d6012b4317d0ab1a195af26225 \
-    --hash=sha256:26e56b5f0c96189e3288d83cf7b476e23615987902f801e5788dee15ee9f24a9 \
-    --hash=sha256:36e8e32621a9e2a9abe75dc15a4b54a3997f2d8b1e53ad754bae48a083c91130 \
-    --hash=sha256:40c5220ec93790b18ec6278da9c6ac2608d997ee6d6f7cd44c5c3992764e8e71 \
-    --hash=sha256:446d500a2977c6ae2077f340c510a25956da5c77597175c316edfa87248ceda3 \
-    --hash=sha256:46f92ada9023e59f27edc048167b31ac9a03911978b1296c845a34462a27f096 \
-    --hash=sha256:482f8a13f2600f527e427f73c42b5aa75536f9892868068f0aaf573055a0135f \
-    --hash=sha256:553c273a6a8f140adaa6da6a6135c7f95bdc8c2e5f95252fcdf9832d758e2141 \
-    --hash=sha256:5ae7c0d744d64e2753149634787cc4ab60f05ef1e542b060eeab719f3cdb7723 \
-    --hash=sha256:5d4147422d91ccdc2d2abf6ed24196025e020259d1d267970ae20c13c2ce84b1 \
-    --hash=sha256:6af347debc8b721aa72e48671166282da979d5e5ae52dbc660ab417282b48e23 \
-    --hash=sha256:6ba302115f63f6482c000ccfd62efdb6c41d9d182a5bcd4a90e7ab8cd13856eb \
-    --hash=sha256:6f7361d66cc801d9eb4df734b139cd7b0e3c257a16f3573ebd550ddb255549e6 \
-    --hash=sha256:715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7 \
-    --hash=sha256:71dddcebbc5a70e946a06c30b59b5dd7999c9833d307168f90fb4e4b672ab63e \
-    --hash=sha256:8150c569b2aa4573b51ba8475e814aa41fd53a3d510c1ffb96f1139f46faf611 \
-    --hash=sha256:8843bd9594e1387f1e601439e19ad73abdf57356104fd1e53a708255bb95a13d \
-    --hash=sha256:8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea \
-    --hash=sha256:972d0dbf283508f9bc446ee09c3838cb7c7f114b5bdceee41753288c97fe2f7c \
-    --hash=sha256:a28531cee2a5a42d89f9ba4da53bfeb15681f12acc0263476c8705380dadce07 \
-    --hash=sha256:a3be2072315982e232bfe49c9d3db0a59ba67b2240a537ef42656cc772a887c7 \
-    --hash=sha256:ac2804043bd1bc10b5da18f8f4c706877197263a510c41be9b4c0062f5783dcc \
-    --hash=sha256:afab8b4b1f4469c3879bb049dd039f8fce402712050324e9524a43d7324c5e87 \
-    --hash=sha256:b370d1620a34a4538ef66524fcee9de8171fa263c701036a92bc0b4c1f2f9c6d \
-    --hash=sha256:b8b0808dba0c63b7633bdaefb34e08fe0612622224f9feb0e7518904b1615101 \
-    --hash=sha256:bc7ca6a1a40e7e4c933017e6c09ef18032add793df4e42624c6c0c87e0bebdad \
-    --hash=sha256:caa65e1f5bf007430bf657c37cab7ab81a4ddf8d337e3062bcc5085d17ef038b \
-    --hash=sha256:d68c5a01a283cb13b79eafe016fe5869aa11bff8c46e7141c70aa0aac808010f \
-    --hash=sha256:da137802688190835b4c863cafa77fd7e29dff662ee6d905a9ffc14f00299c91 \
-    --hash=sha256:e56a20ab6cdb90a95b0c99652e28de3504ce77129087319c03c9098266183ae5 \
-    --hash=sha256:e878ccb7d20872065e1597935fdb5e65efa43220c8edd0d9c4a1a7ff1f3eb277 \
-    --hash=sha256:eba81e0b3011c1f23df7ea47ef4ffaa8239817959ae291515b6efd068bde2161 \
-    --hash=sha256:ed6d23a3f806898e69c77430ebd8da0c79c219f97b9acbc9a29a653e09740c59
+duckdb==1.5.2 \
+    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
+    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
+    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
+    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
+    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
+    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
+    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
+    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
+    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
+    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
+    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
+    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
+    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
+    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
+    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
+    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
+    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
+    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
+    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
+    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
+    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
+    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
+    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
+    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
+    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
+    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
+    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
+    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
+    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
+    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
+    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
+    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
+    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
+    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
+    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -1096,13 +1181,13 @@ durationpy==0.10 \
 easyocr==1.7.2 \
     --hash=sha256:5be12f9b0e595d443c9c3d10b0542074b50f0ec2d98b141a109cd961fd1c177c
     # via docling
-elastic-transport==9.2.1 \
-    --hash=sha256:39e1a25e486af34ce7aa1bc9005d1c736f1b6fb04c9b64ea0604ded5a61fc1d4 \
-    --hash=sha256:97d9abd638ba8aa90faa4ca1bf1a18bde0fe2088fbc8757f2eb7b299f205773d
+elastic-transport==9.4.0 \
+    --hash=sha256:2dbb907ededa14e6ff5be058f8737bbba3926bd1b1a40dbc98a471285fa2cb3c \
+    --hash=sha256:4eff263c8011dd950451b72be567a2484b814a89c70081053d6ae6addeab52e2
     # via elasticsearch
-elasticsearch==9.3.0 \
-    --hash=sha256:67bd2bb4f0800f58c2847d29cd57d6e7bf5bc273483b4f17421f93e75ba09f39 \
-    --hash=sha256:f76e149c0a22d5ccbba58bdc30c9f51cf894231b359ef4fd7e839b558b59f856
+elasticsearch==9.4.0 \
+    --hash=sha256:95e38e130b1d01438b19343dfa0458e1857a7df8e2e30cbf23a72182b03f05ff \
+    --hash=sha256:e20095ba40229f4562f7cc951883c7c62a017435f94dbe0c21526f58ba411885
     # via feast (pyproject.toml)
 entrypoints==0.4 \
     --hash=sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4 \
@@ -1154,12 +1239,13 @@ faiss-cpu==1.10.0 \
     --hash=sha256:e71f7e24d5b02d3a51df47b77bd10f394a1b48a8331d5c817e71e9e27a8a75ac \
     --hash=sha256:f71c5860c860df2320299f9e4f2ca1725beb559c04acb1cf961ed24e6218277a
     # via feast (pyproject.toml)
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
+    #   mlflow-skinny
 fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
@@ -1168,9 +1254,9 @@ fastjsonschema==2.21.2 \
     --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
     --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
     # via nbformat
-filelock==3.25.2 \
-    --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
-    --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
+filelock==3.29.0 \
+    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
+    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
     # via
     #   datasets
     #   huggingface-hub
@@ -1183,6 +1269,68 @@ filetype==1.2.0 \
     --hash=sha256:66b56cd6474bf41d8c54660347d37afcc3f7d1970648de365c102ef77548aadb \
     --hash=sha256:7ce71b6880181241cf7ac8697a2f1eb6a8bd9b429f7ad6d27b8db9ba5f1c2d25
     # via docling
+flask==3.1.3 \
+    --hash=sha256:0ef0e52b8a9cd932855379197dd8f94047b359ca0a78695144304cb45f87c9eb \
+    --hash=sha256:f4bcbefc124291925f1a26446da31a5178f9483862233b23c0c96a20701f670c
+    # via
+    #   flask-cors
+    #   mlflow
+flask-cors==6.0.2 \
+    --hash=sha256:6e118f3698249ae33e429760db98ce032a8bf9913638d085ca0f4c5534ad2423 \
+    --hash=sha256:e57544d415dfd7da89a9564e1e3a9e515042df76e12130641ca6f3f2f03b699a
+    # via mlflow
+fonttools==4.63.0 \
+    --hash=sha256:032038247a96c1690f9f31e377c389383c902531b085aa4e4dabd6f57f870e69 \
+    --hash=sha256:063e08bd17bd5a90127a14123de0d6a952dbc847695fd98b63c043d58057f90c \
+    --hash=sha256:0c18358a155d75034911c5ee397a5b44cd19dd325dbb8b35fb60bf421d6a72ac \
+    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
+    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
+    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
+    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
+    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
+    --hash=sha256:2b8ae05d9eacf6081414d759c0a352769ac28ce31280d6bb8e77b03f9e3c449f \
+    --hash=sha256:2c14b4fd138c4bafcca294765c547914e1aa431ae1ca94ab99d8db08c958bd3b \
+    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
+    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
+    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
+    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
+    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
+    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
+    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
+    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
+    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
+    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
+    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
+    --hash=sha256:79cdc9f567aec74a72918fd060283911406750cbc9fd28c1316023deb6ce31a9 \
+    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
+    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
+    --hash=sha256:7dd683fef0663e9f0f45cf541d788d24caa3ec9db50796b588e1757d8b3bc007 \
+    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
+    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
+    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
+    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
+    --hash=sha256:a8b33a82979e0a6a34ff435cc81317be1f95ec1ebb7a3a2d1c8a6a54f02ae44e \
+    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
+    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
+    --hash=sha256:afefc1ed0a59785a7fb06ea7e1678e849c193e1e387db783579bc7b3056fcfcb \
+    --hash=sha256:b1cd75a03ad8cb5bc40c90bfde68c0c47de423aa19e5c0f362b43520645eea94 \
+    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
+    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
+    --hash=sha256:c0425b277a59cff3d80ca42162a8de360f318438a2ac83570842a678d826d579 \
+    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
+    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
+    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
+    --hash=sha256:cb014d58140a38135f16064c74c652ed57aa0b75cbf8bb59cac821f7edb5334e \
+    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
+    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
+    --hash=sha256:d76ac49f929aecaf82d83250b8347e099d7aecba0f4726c1d9b6df3b8bb5fe18 \
+    --hash=sha256:d7e5c9973aa04c95650c96e5f5ad865fbf42d62079163ecfab1e01cbc2504c22 \
+    --hash=sha256:dcf076a4474fe0d7367e5bbf5b052c7284fa1feca729c04176ce513521afd8a0 \
+    --hash=sha256:e3297a6a4059b4acc3a1e9a8b04741f240a80044eef08ebd32e8b5bcdddce75b \
+    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
+    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
+    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
+    # via matplotlib
 fqdn==1.5.1 \
     --hash=sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f \
     --hash=sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
@@ -1334,9 +1482,17 @@ geomet==1.1.0 \
     --hash=sha256:4372fe4e286a34acc6f2e9308284850bd8c4aa5bc12065e2abbd4995900db12f \
     --hash=sha256:51e92231a0ef6aaa63ac20c443377ba78a303fd2ecd179dc3567de79f3c11605
     # via cassandra-driver
-google-api-core[grpc]==2.30.2 \
-    --hash=sha256:9a8113e1a88bdc09a7ff629707f2214d98d61c7f6ceb0ea38c42a095d02dc0f9 \
-    --hash=sha256:a4c226766d6af2580577db1f1a51bf53cd262f722b49731ce7414c43068a9594
+gitdb==4.0.12 \
+    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+    # via gitpython
+gitpython==3.1.50 \
+    --hash=sha256:80da2d12504d52e1f998772dc5baf6e553f8d2fcfe1fcc226c9d9a2ee3372dcc \
+    --hash=sha256:d352abe2908d07355014abdd21ddf798c2a961469239afec4962e9da884858f9
+    # via mlflow-skinny
+google-api-core[grpc]==2.30.3 \
+    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
+    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -1346,10 +1502,11 @@ google-api-core[grpc]==2.30.2 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+google-auth==2.53.0 \
+    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
+    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
     # via
+    #   databricks-sdk
     #   google-api-core
     #   google-auth-oauthlib
     #   google-cloud-bigquery
@@ -1360,9 +1517,9 @@ google-auth==2.49.1 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
@@ -1372,17 +1529,17 @@ google-cloud-bigquery[pandas]==3.41.0 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.38.0 \
+    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
+    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.38.0 \
+    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
+    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
@@ -1434,20 +1591,34 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.9.0 \
+    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
+    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
+graphene==3.4.3 \
+    --hash=sha256:2a3786948ce75fe7e078443d37f609cbe5bb36ad8d6b828740ad3b95ed1a0aaa \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
+    # via mlflow
+graphql-core==3.2.8 \
+    --hash=sha256:015457da5d996c924ddf57a43f4e959b0b94fb695b85ed4c29446e508ed65cf3 \
+    --hash=sha256:cbee07bee1b3ed5e531723685369039f32ff815ef60166686e0162f540f1520c
+    # via
+    #   graphene
+    #   graphql-relay
+graphql-relay==3.2.0 \
+    --hash=sha256:1ff1c51298356e481a0be009ccdff249832ce53f30559c1338f22a0e0d17250c \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
+    # via graphene
 great-expectations==0.18.8 \
     --hash=sha256:ab41cfa3de829a4f77bdcd4a23244684cbb67fdacc734d38910164cd02ec95b6 \
     --hash=sha256:c1205bede593f679e22e0b3826d6ae1623c439cafd553f9f0bc2b0fd441f6ed9
@@ -1516,6 +1687,7 @@ grpcio==1.62.3 \
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -1597,6 +1769,7 @@ gunicorn==25.3.0 \
     --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   uvicorn-worker
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
@@ -1616,128 +1789,139 @@ hazelcast-python-client==5.6.0 \
     --hash=sha256:834b87076a47c781ef80bdcb522b86abc75ff28992dfe384e47f669f06cabb18 \
     --hash=sha256:e2cec409068990ca9b4381fe97160cc2375412334782bef45ab4c8fe4d10536c
     # via feast (pyproject.toml)
-hf-xet==1.4.3 \
-    --hash=sha256:0392c79b7cf48418cd61478c1a925246cf10639f4cd9d94368d8ca1e8df9ea07 \
-    --hash=sha256:1feb0f3abeacee143367c326a128a2e2b60868ec12a36c225afb1d6c5a05e6d2 \
-    --hash=sha256:21644b404bb0100fe3857892f752c4d09642586fd988e61501c95bbf44b393a3 \
-    --hash=sha256:22bdc1f5fb8b15bf2831440b91d1c9bbceeb7e10c81a12e8d75889996a5c9da8 \
-    --hash=sha256:27c976ba60079fb8217f485b9c5c7fcd21c90b0367753805f87cb9f3cdc4418a \
-    --hash=sha256:2815a49a7a59f3e2edf0cf113ae88e8cb2ca2a221bf353fb60c609584f4884d4 \
-    --hash=sha256:39f2d2e9654cd9b4319885733993807aab6de9dfbd34c42f0b78338d6617421f \
-    --hash=sha256:42ee323265f1e6a81b0e11094564fb7f7e0ec75b5105ffd91ae63f403a11931b \
-    --hash=sha256:49ad8a8cead2b56051aa84d7fce3e1335efe68df3cf6c058f22a65513885baac \
-    --hash=sha256:5251d5ece3a81815bae9abab41cf7ddb7bcb8f56411bce0827f4a3071c92fdc6 \
-    --hash=sha256:60cf7fc43a99da0a853345cf86d23738c03983ee5249613a6305d3e57a5dca74 \
-    --hash=sha256:681c92a07796325778a79d76c67011764ecc9042a8c3579332b61b63ae512075 \
-    --hash=sha256:6b591fcad34e272a5b02607485e4f2a1334aebf1bc6d16ce8eb1eb8978ac2021 \
-    --hash=sha256:7551659ba4f1e1074e9623996f28c3873682530aee0a846b7f2f066239228144 \
-    --hash=sha256:7716d62015477a70ea272d2d68cd7cad140f61c52ee452e133e139abfe2c17ba \
-    --hash=sha256:7c2c7e20bcfcc946dc67187c203463f5e932e395845d098cc2a93f5b67ca0b47 \
-    --hash=sha256:8b301fc150290ca90b4fccd079829b84bb4786747584ae08b94b4577d82fb791 \
-    --hash=sha256:8ddedb73c8c08928c793df2f3401ec26f95be7f7e516a7bee2fbb546f6676113 \
-    --hash=sha256:987f09cfe418237812896a6736b81b1af02a3a6dcb4b4944425c4c4fca7a7cf8 \
-    --hash=sha256:bee693ada985e7045997f05f081d0e12c4c08bd7626dc397f8a7c487e6c04f7f \
-    --hash=sha256:c5b48db1ee344a805a1b9bd2cda9b6b65fe77ed3787bd6e87ad5521141d317cd \
-    --hash=sha256:d0da85329eaf196e03e90b84c2d0aca53bd4573d097a75f99609e80775f98025 \
-    --hash=sha256:d972fbe95ddc0d3c0fc49b31a8a69f47db35c1e3699bf316421705741aab6653 \
-    --hash=sha256:e23717ce4186b265f69afa66e6f0069fe7efbf331546f5c313d00e123dc84583 \
-    --hash=sha256:fc360b70c815bf340ed56c7b8c63aacf11762a4b099b2fe2c9bd6d6068668c08
+hf-xet==1.5.0 \
+    --hash=sha256:1e60df5a42e9bed8628b6416af2cba4cba57ae9f02de226a06b020d98e1aab18 \
+    --hash=sha256:2806c7c17b4d23f8d88f7c4814f838c3b6150773fe339c20af23e1cfaf2797e4 \
+    --hash=sha256:2baea1b0b989e5c152fe81425f7745ddc8901280ba3d97c98d8cdece7b706c60 \
+    --hash=sha256:3531b1823a0e6d77d80f9ed15ca0e00f0d115094f8ac033d5cae88f4564cc949 \
+    --hash=sha256:4b35549ce62601b84da4ff9b24d970032ace3d4430f52d91bcbb26c901d6c690 \
+    --hash=sha256:526345b3ed45f374f6317349df489167606736c876241ba984105afe7fd4839d \
+    --hash=sha256:5906bf7718d3636dc13402914736abe723492cb730f744834f5f5b67d3a12702 \
+    --hash=sha256:5f3dc2248fc01cc0a00cd392ab497f1ca373fcbc7e3f2da1f452480b384e839e \
+    --hash=sha256:73a0dae8c71de3b0633a45c73f4a4a5ed09e94b43441d82981a781d4f12baa42 \
+    --hash=sha256:786d28e2eb8315d5035544b9d137b4a842d600c434bb91bf7d0d953cce906ad4 \
+    --hash=sha256:7d70fe2ce97b9db73b9c9b9c81fe3693640aec83416a966c446afea54acfae3c \
+    --hash=sha256:872d5601e6deea30d15865ede55d29eac6daf5a534ab417b99b6ef6b076dd96c \
+    --hash=sha256:8dbcbab554c9ef158ef2c991545c3e970ddd8cc7acdcd0a78c5a41095dab4ded \
+    --hash=sha256:9929561f5abf4581c8ea79587881dfef6b8abb2a0d8a51915936fc2a614f4e73 \
+    --hash=sha256:9a0ee58cd18d5ea799f7ed11290bbccbe56bdd8b1d97ca74b9cc49a3945d7a3b \
+    --hash=sha256:a60290ec57e9b71767fba7c3645ddafdd0759974b540441510c629c6db6db24a \
+    --hash=sha256:b285cea1b5bab46b758772716ba8d6854a1a0310fed1c249d678a8b38601e5a0 \
+    --hash=sha256:b6c9df403040248c76d808d3e047d64db2d923bae593eb244c41e425cf6cd7be \
+    --hash=sha256:c799d49f1a5544a0ef7591c0ee75e0d6b93d6f56dc7a4979f59f7518d2872216 \
+    --hash=sha256:cf7b2dc6f31a4ea754bb50f74cde482dcf5d366d184076d8530b9872787f3761 \
+    --hash=sha256:dad0dc84e941b8ba3c860659fe1fdc35c049d47cce293f003287757e971a8f56 \
+    --hash=sha256:e0fb0a34d9f406eed88233e829a67ec016bec5af19e480eac65a233ea289a948 \
+    --hash=sha256:e5de0f6deada0dada870bb376a11bcd1f08abf3a968a6d118f33e72d1b1eb480 \
+    --hash=sha256:f7b7bbae318e583a86fb21e5a4a175d6721d628a2874f4bd022d0e660c32a682 \
+    --hash=sha256:fd6e5a9b0fdac4ed03ed45ef79254a655b1aaab514a02202617fbf643f5fdf7a
     # via huggingface-hub
-hiredis==2.4.0 \
-    --hash=sha256:06815c3b9bf7225c4dcc9dd9dfb5a9fa91b4f680104443ef3fcd78410d7eb027 \
-    --hash=sha256:070a0198401bc567709b9edff7f01e94c136dcca69d0ded4747b116bb0b8b577 \
-    --hash=sha256:082ba6a3189d59f44bf75ca2c0467cdbc67c860eacd4bf564b9a927471888603 \
-    --hash=sha256:0a87a249124666db2b795a0eb77cea5b8af8b148566616a681304826b4405869 \
-    --hash=sha256:1537d13eefe4f48cb979362264851ee90d2bb7a221c8c350e9ceeda9f0392228 \
-    --hash=sha256:168de1672bd73f7f3cdf0097084b4a71651ac35f7d99d0229ea8f223358d3a79 \
-    --hash=sha256:1bfa50491d3222e3c2297b52c14e835ac52702ac8a91ec3fc1ff5201912623bb \
-    --hash=sha256:1c0e706e0c3d1ec54d8243410e0fd5974b1c7b69db5c54cd9ae6a3a4b64fae33 \
-    --hash=sha256:1d16f5023c1d9971f284231eb7036a25d4d123138a5adc4512c92a73d83b9a77 \
-    --hash=sha256:2a21e2740c33347740dceb106b64b8a384e91da49aac7e8b3f2a25a9b33714b9 \
-    --hash=sha256:2b76a5600047387c73c1b3d950e4ae3feffaefd442b20ba2f5fea773881d9bcd \
-    --hash=sha256:2b90d9861673b0ba04651ade62e0fe568df71bbff8468657406848e9abf3650a \
-    --hash=sha256:2d7715598c9034369cf739475ccc2db53a8ca895ff398fef6b9c597c30960ea8 \
-    --hash=sha256:339f29542be968153afd6c6495c1222681c4b66b9a5a5573c11512378b7167c9 \
-    --hash=sha256:38dd931f1124bd9781d3027a0cd6fb6f5a75b5c4ba4fe5540584105239b1f901 \
-    --hash=sha256:39e1c7212dea1bbed0b075574808bc7c3192b324f54ea5d9ee522f6c35014ce7 \
-    --hash=sha256:3abc0936c1efc59b510c7eab3799119a6ce8da94cea1f891854a6c3678d711f0 \
-    --hash=sha256:3ced14fbec28fbabda7cb9f9094f2578c154c14f1a820a91c30fc8ee0bea1a0d \
-    --hash=sha256:400a42b8d16206e45c8223cdaf5acc35839e10c35383b3fba3f43e7eb315c213 \
-    --hash=sha256:468efdcbad7349a44aace693aed8324a01de180fcd4ef5513199eedb9b4341c8 \
-    --hash=sha256:469c1a85017abf11d854fb16eca9a4093ebe1f2dacf777fed869d726f02b1389 \
-    --hash=sha256:48baae8fbebf3b11660db6e51a55ff51516ed32edcd44a57f51ea9b373aca330 \
-    --hash=sha256:4bf4b8513cea6e04ddee1b578ab306fb8bfa84b2f7e92ee3dbaf65652abb07d1 \
-    --hash=sha256:4da6d881033a1bcb31bba152ea0925344127f0a98f86a6cf2ceb01cf6ecd29e2 \
-    --hash=sha256:52d92df0eb5bba7f31f302a08174d628956d7216453da9d96498da9341179288 \
-    --hash=sha256:54409fbefebe26274170c1c54e1852d310d84b85e405258aea6a78bec03b3eba \
-    --hash=sha256:5598afad9e2f8e4fc9a456d281a9cc80315b0e18f5064437223dbfe67f49bded \
-    --hash=sha256:5b0b2463906cc4119187dfaad493c48a7b2e17120946feb3eb7c2328c8cb4bca \
-    --hash=sha256:5bdb223e7c3b9470f126bb77879ee2593fd79b28e1e8b11ad9edd3f866556109 \
-    --hash=sha256:5cc3c59dd0cd67d0aa0481a43392848a60f1a81d12b38ce8d56d6a5d6c190de8 \
-    --hash=sha256:5e45171fd046bbed2ce6ac485071cd0575d18ae98b5bbcf6533356e443ec47ea \
-    --hash=sha256:6033cc6caaf056969af9ce372282a6ef2838559f2eadffe7ddb73bf65dcb27d6 \
-    --hash=sha256:605fe35ebb482b7c8d5daadcf3d264dc5edd205a352d89ee3a983861ef73cda8 \
-    --hash=sha256:6494120d0a0f46a1d7dfc7def55782782856bdd5acb2f6039fb1eafecea2c2c0 \
-    --hash=sha256:668b02556d12046e7ce94ded5bfe0ad9989d26e6977ecc55941b9a1a4a49d7d5 \
-    --hash=sha256:68e39d2c0beed53e5361caacd0de98f864b3532344edb79e27e62efba2262de5 \
-    --hash=sha256:6c3f8e0c3a0744d843e3044ea76db8aa996a6cc7541693111acc2c9c30a05182 \
-    --hash=sha256:6ceaf7c6b593bf62e0567fd16547727f502ed704352392708a57c65bfd2feb73 \
-    --hash=sha256:6dac8a5be01d92707409feec61b98721b7b5c3e77fe7e9e5c7cfb9fdd28385af \
-    --hash=sha256:6e38f66dd7fd07a9306ed37d6d02bc584b67e5945f2ddc98e5c78420cc66dbac \
-    --hash=sha256:7236b26828e005435fb3013894eed6a40c6f9b1b11a48391a904eee693ded204 \
-    --hash=sha256:737585b122fca03273bbf1f4e98909254dba6f8cd85f1cb566d6c890d0389277 \
-    --hash=sha256:764032f2222d70a130445fd332cf45d46d8226f4b3a7bf8abc314aa93d5a8212 \
-    --hash=sha256:76503a0edaf3d1557518127511e69e5d9fa37b6ff15598b0d9d9c2db18b08a41 \
-    --hash=sha256:83538638a788b7b4a0b02de0eedcf0e71ae27474b031276e4c8ca88285281a2e \
-    --hash=sha256:8767cae1474f8102ec3d362976f80c8dd4eafd4109c6072adee0a15e37ba919c \
-    --hash=sha256:87a8ece3e893f45354395c6b9dc0479744c1c8c6ee4471b60945d96c9b5ce6c2 \
-    --hash=sha256:8b88390a5e31572e05e8eab476ed3176cc3d2f9622ccc059398ffdb02aaefec4 \
-    --hash=sha256:90d7af678056c7889d86821344d79fec3932a6a1480ebba3d644cb29a3135348 \
-    --hash=sha256:98148ecaa7836f76ed33429e84a23253ac00acbad90c62b8b4ad0f61de31da2b \
-    --hash=sha256:9aabc6098ef00e158598489db5a8b9e12d57a55ea5a4ec35ba3b527dfb88d16e \
-    --hash=sha256:9ae4b19cab270fae77d7f944d56bbb308c9886d9577891b347a8deea75563995 \
-    --hash=sha256:9b4039cd40335f66e55a8bee314b6a795f169fb02d70215d482023ec74613371 \
-    --hash=sha256:9fc1a6c78197eff8b4d125bb98410b661e732f3ec563c03264d2d7378cf9e613 \
-    --hash=sha256:a40f1d985047fe4654a1afb4702cbe0daeacde3868d52be9e4652615d387e05b \
-    --hash=sha256:a459b7ff3d802792254d6fc6a622e53ca9cf9f002ed79db7e4dee536b2e20e5d \
-    --hash=sha256:a4f733882b67407d4b667eafd61fce86e8e204b158258cc1d0cb0843f6bb4708 \
-    --hash=sha256:a56a35e2e0b7eda39957ccd33059b79bb2fc57f54c501a917d1092c895f56d08 \
-    --hash=sha256:a5c3a32af789b0ec413a606c99b55579abbcb6c86220610a5c5041da8688e7ca \
-    --hash=sha256:a5d2776c7cd6a338cd9338fb50f2a38a7ca3e16250b40ab2d0c41eb1697ebc12 \
-    --hash=sha256:a816f732f695261798a8a0fc1e0232a3638933b8ddfc574c00f9ef70d9f34cb8 \
-    --hash=sha256:a9d559775a95aee0ff06c0aaac638691619d6342b7cde85c62ad228804f82829 \
-    --hash=sha256:ac9d91b4d9c306e66a1abd224524fada07684a57f7da72a675e4b8bee9302b38 \
-    --hash=sha256:ae340c41024b9be566f600f364c8d286217f2975fd765fb3fb4dd6dfbdbec825 \
-    --hash=sha256:aeb60452d5b6150075974bc36e1cc74a46bd4b125cd5e72a86a04f4d6abf4e67 \
-    --hash=sha256:aee6c4e8f670ea685345ce4ca01c574a52e0a4318af2b8cdd563de9567731056 \
-    --hash=sha256:b027b53adb1df11923753d85587e3ab611fe70bc69596e9eb3269acab809c376 \
-    --hash=sha256:b0adbe8f33f57f2b6bfa8a2ea18f3e4ed91676503673f70f796bfbd06a1a2214 \
-    --hash=sha256:b30dcfbc5ab2fc932a723a39c2cb52d4f5c8b1705aa05a0bae23f28f70e06982 \
-    --hash=sha256:b385fc7fc7b0811c3fcac4b0a35e5606eca693efba0d1446623ef0158a078034 \
-    --hash=sha256:b4e5e9d1f84bbc01bf6a32a4704920c72e37d9090b3e0e29bd1574d06b3249f1 \
-    --hash=sha256:b50ad622d8a71c8b72582dc84a990f3f079775edc1bcf0f43ed59bb2277fca2f \
-    --hash=sha256:b544a1a78e0812134572cc13f5ee330bfb6bfe6dda58d2e26c20557bb0e0cec9 \
-    --hash=sha256:b8472151e6f7ae90d7fd231a1ac16d2e628b93ce20d0f8063da25bd8bfdeb9e5 \
-    --hash=sha256:b868b7fc24dd8ab4762b59a533bdbd096ebba7eabc853c7f78af8edce46d1390 \
-    --hash=sha256:b8eee5d25efee64e172ed0d60ebcf6bca92b0b26a7fd048bb946b32fb90dbdc0 \
-    --hash=sha256:bae7f07731c6c285b87111c7d5c5efa65f8b48016a98bcc57eebc24a3c7d854d \
-    --hash=sha256:beb0f7f8371d933072e9bdc00c6df7eb5fdf76b93f08bfe73094f60c3f011f57 \
-    --hash=sha256:c2676e2a934e046200faf0dc26ffa48c4989c3561c9bb97832e79969a41b2afe \
-    --hash=sha256:c77113fbdbd7ca5de72dd3b7d113856609a1b878f6164de09dd95d12e6a51de2 \
-    --hash=sha256:c85110f536e59fe19ea4b002d04228f57f55462add1630a0785cd6ec62e70415 \
-    --hash=sha256:c9f8827cd7a84f5344779754ebb633bca71c470e028f92ecc959e666ef5c5e3c \
-    --hash=sha256:cb62c82a2518b8446be1cc5eb4319e282776bf96fdb2964e81ff2c15d632248b \
-    --hash=sha256:d5c711c8ca8d5767ed8ecd5fb5602c12eaf8fb256a5f4308ae36f2dc79e6f853 \
-    --hash=sha256:d851b7ff732ebc9d823de3c7cc95a5ed4261a0226acd46861a18369ac9568f36 \
-    --hash=sha256:e2a917ab420cd88b040ec85b5abc1244ab82b34d56461e2ffff58e0c7d018bae \
-    --hash=sha256:e3215b43632a23b5b99165097949ce51dd093ab33d410bcf8aa901cdbc64d9cd \
-    --hash=sha256:e71386f89dc2db805b4c9518dee6d81abddb8e79e4d9313cecdb702c924b8187 \
-    --hash=sha256:f34b39057956305935c71f51a0860709b6124c92281dc03841587dd45a86322c \
-    --hash=sha256:f44715d6a3313d614ff7550e52ecff67a283776909d960f338701b57e6013542 \
-    --hash=sha256:f74bfa9f1b91718d6664d4708d092f7d44e2f0f825a5fab82819d43d41e0302d \
-    --hash=sha256:f76fcf2867d19259b53680c08314435b46f632d20a4d7b9f0ccbb5dd3e925e79 \
-    --hash=sha256:fa4842977924209ae653e856238a30b1c68e579ecde5cf1c16c4de471b35cec7 \
-    --hash=sha256:fc8d3edbc9f32da930da6ea33d43ce0c3239e6b2018a77907fbf4e9836bd6def
+hiredis==3.3.1 \
+    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
+    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
+    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
+    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
+    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
+    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
+    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
+    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
+    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
+    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
+    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
+    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
+    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
+    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
+    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
+    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
+    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
+    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
+    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
+    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
+    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
+    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
+    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
+    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
+    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
+    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
+    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
+    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
+    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
+    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
+    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
+    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
+    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
+    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
+    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
+    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
+    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
+    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
+    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
+    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
+    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
+    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
+    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
+    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
+    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
+    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
+    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
+    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
+    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
+    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
+    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
+    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
+    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
+    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
+    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
+    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
+    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
+    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
+    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
+    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
+    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
+    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
+    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
+    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
+    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
+    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
+    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
+    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
+    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
+    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
+    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
+    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
+    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
+    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
+    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
+    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
+    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
+    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
+    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
+    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
+    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
+    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
+    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
+    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
+    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
+    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
+    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
+    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
+    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
+    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
+    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
+    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
+    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
+    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
+    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
+    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
+    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
+    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
+    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
+    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
+    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
+    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
+    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
+    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
+    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
     # via feast (pyproject.toml)
 hpack==4.1.0 \
     --hash=sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496 \
@@ -1808,6 +1992,10 @@ httpx-sse==0.4.3 \
     --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
     --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
     # via mcp
+huey==2.6.0 \
+    --hash=sha256:1b9df9d370b49c6d5721ba8a01ac9a787cf86b3bdc584e4679de27b920395c3f \
+    --hash=sha256:8d11f8688999d65266af1425b831f6e3773e99415027177b8734b0ffd5e251f6
+    # via mlflow
 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
     --hash=sha256:48f0c8eac16145dfce371e9d2d7772854a4f591bcb56c9cf548accf531d54270
@@ -1828,13 +2016,13 @@ ibis-framework[duckdb, mssql, oracle]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-identify==2.6.18 \
-    --hash=sha256:873ac56a5e3fd63e7438a7ecbc4d91aca692eb3fefa4534db2b7913f3fc352fd \
-    --hash=sha256:8db9d3c8ea9079db92cafb0ebf97abdc09d52e97f4dcf773a2e694048b7cd737
+identify==2.6.19 \
+    --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
+    --hash=sha256:6be5020c38fcb07da56c53733538a3081ea5aa70d36a156f83044bfbf9173842
     # via pre-commit
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   httpx
@@ -1856,9 +2044,10 @@ importlib-metadata==9.0.0 \
     # via
     #   build
     #   dask
-importlib-resources==6.5.2 \
-    --hash=sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c \
-    --hash=sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec
+    #   mlflow-skinny
+importlib-resources==7.1.0 \
+    --hash=sha256:0722d4c6212489c530f2a145a34c0a7a3b4721bc96a15fada5930e2a0b760708 \
+    --hash=sha256:1bd7b48b4088eddb2cd16382150bb515af0bd2c70128194392725f82ad2c96a1
     # via happybase
 iniconfig==2.3.0 \
     --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
@@ -1887,9 +2076,13 @@ isoduration==20.11.0 \
     --hash=sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9 \
     --hash=sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
     # via jsonschema
-jedi==0.19.2 \
-    --hash=sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0 \
-    --hash=sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9
+itsdangerous==2.2.0 \
+    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
+    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
+    # via flask
+jedi==0.20.0 \
+    --hash=sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67 \
+    --hash=sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011
     # via ipython
 jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
@@ -1897,6 +2090,7 @@ jinja2==3.1.6 \
     # via
     #   feast (pyproject.toml)
     #   altair
+    #   flask
     #   great-expectations
     #   jupyter-server
     #   jupyterlab
@@ -1973,17 +2167,17 @@ jupyter-core==5.9.1 \
     #   nbclient
     #   nbconvert
     #   nbformat
-jupyter-events==0.12.0 \
-    --hash=sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb \
-    --hash=sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b
+jupyter-events==0.12.1 \
+    --hash=sha256:c366585253f537a627da52fa7ca7410c5b5301fe893f511e7b077c2d93ec8bcf \
+    --hash=sha256:faff25f77218335752f35f23c5fe6e4a392a7bd99a5939ccb9b8fbf594636cf3
     # via jupyter-server
 jupyter-lsp==2.3.1 \
     --hash=sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81 \
     --hash=sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6
     # via jupyterlab
-jupyter-server==2.17.0 \
-    --hash=sha256:c38ea898566964c888b4772ae1ed58eca84592e88251d2cfc4d171f81f7e99d5 \
-    --hash=sha256:e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f
+jupyter-server==2.18.2 \
+    --hash=sha256:06b4f40d8a7a00bb39d5216859c81374a0e7cfefe6d8a5a7facc5a5c37c679a7 \
+    --hash=sha256:fa5e46539ded65791838035a2b6001f13e54d5f64b8b3752eb1e91fdd641a5b8
     # via
     #   jupyter-lsp
     #   jupyterlab
@@ -1994,9 +2188,9 @@ jupyter-server-terminals==0.5.4 \
     --hash=sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14 \
     --hash=sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5
     # via jupyter-server
-jupyterlab==4.5.6 \
-    --hash=sha256:642fe2cfe7f0f5922a8a558ba7a0d246c7bc133b708dfe43f7b3a826d163cf42 \
-    --hash=sha256:d6b3dac883aa4d9993348e0f8e95b24624f75099aed64eab6a4351a9cdd1e580
+jupyterlab==4.5.7 \
+    --hash=sha256:55a9822c4754da305f41e113452c68383e214dcf96de760146af89ce5d5117b0 \
+    --hash=sha256:fba4cb0e2c44a52859669d8c98b45de029d5e515f8407bf8534d2a8fc5f0964d
     # via notebook
 jupyterlab-pygments==0.3.0 \
     --hash=sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d \
@@ -2012,10 +2206,129 @@ jupyterlab-widgets==3.0.16 \
     --hash=sha256:423da05071d55cf27a9e602216d35a3a65a3e41cdf9c5d3b643b814ce38c19e0 \
     --hash=sha256:45fa36d9c6422cf2559198e4db481aa243c7a32d9926b500781c830c80f7ecf8
     # via ipywidgets
-jwcrypto==1.5.6 \
-    --hash=sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789 \
-    --hash=sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039
+jwcrypto==1.5.7 \
+    --hash=sha256:70204d7cca406eda8c82352e3c41ba2d946610dafd19e54403f0a1f4f18633c6 \
+    --hash=sha256:729463fefe28b6de5cf1ebfda3e94f1a1b41d2799148ef98a01cb9678ebe2bb0
     # via python-keycloak
+kiwisolver==1.5.0 \
+    --hash=sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9 \
+    --hash=sha256:01808c6d15f4c3e8559595d6d1fe6411c68e4a3822b4b9972b44473b24f4e679 \
+    --hash=sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0 \
+    --hash=sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8 \
+    --hash=sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276 \
+    --hash=sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96 \
+    --hash=sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e \
+    --hash=sha256:0df54df7e686afa55e6f21fb86195224a6d9beb71d637e8d7920c95cf0f89aac \
+    --hash=sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f \
+    --hash=sha256:12e91c215a96e39f57989c8912ae761286ac5a9584d04030ceb3368a357f017a \
+    --hash=sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15 \
+    --hash=sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7 \
+    --hash=sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368 \
+    --hash=sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02 \
+    --hash=sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9 \
+    --hash=sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681 \
+    --hash=sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57 \
+    --hash=sha256:2517e24d7315eb51c10664cdb865195df38ab74456c677df67bb47f12d088a27 \
+    --hash=sha256:295d9ffe712caa9f8a3081de8d32fc60191b4b51c76f02f951fd8407253528f4 \
+    --hash=sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920 \
+    --hash=sha256:32cc0a5365239a6ea0c6ed461e8838d053b57e397443c0ca894dcc8e388d4374 \
+    --hash=sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3 \
+    --hash=sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa \
+    --hash=sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23 \
+    --hash=sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859 \
+    --hash=sha256:3c4923e404d6bcd91b6779c009542e5647fef32e4a5d75e115e3bbac6f2335eb \
+    --hash=sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d \
+    --hash=sha256:41024ed50e44ab1a60d3fe0a9d15a4ccc9f5f2b1d814ff283c8d01134d5b81bc \
+    --hash=sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581 \
+    --hash=sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c \
+    --hash=sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099 \
+    --hash=sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05 \
+    --hash=sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9 \
+    --hash=sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd \
+    --hash=sha256:50847dca5d197fcbd389c805aa1a1cf32f25d2e7273dc47ab181a517666b68cc \
+    --hash=sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796 \
+    --hash=sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303 \
+    --hash=sha256:51e8c4084897de9f05898c2c2a39af6318044ae969d46ff7a34ed3f96274adca \
+    --hash=sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314 \
+    --hash=sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489 \
+    --hash=sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57 \
+    --hash=sha256:59cd8683f575d96df5bb48f6add94afc055012c29e28124fcae2b63661b9efb1 \
+    --hash=sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797 \
+    --hash=sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021 \
+    --hash=sha256:6176c1811d9d5a04fa391c490cc44f451e240697a16977f11c6f722efb9041db \
+    --hash=sha256:62f59da443c4f4849f73a51a193b1d9d258dcad0c41bc4d1b8fb2bcc04bfeb22 \
+    --hash=sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028 \
+    --hash=sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083 \
+    --hash=sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65 \
+    --hash=sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588 \
+    --hash=sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0 \
+    --hash=sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a \
+    --hash=sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1 \
+    --hash=sha256:800ee55980c18545af444d93fdd60c56b580db5cc54867d8cbf8a1dc0829938c \
+    --hash=sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac \
+    --hash=sha256:86e0287879f75621ae85197b0877ed2f8b7aa57b511c7331dce2eb6f4de7d476 \
+    --hash=sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53 \
+    --hash=sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3 \
+    --hash=sha256:8c63c91f95173f9c2a67c7c526b2cea976828a0e7fced9cdcead2802dc10f8a4 \
+    --hash=sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615 \
+    --hash=sha256:8f9baf6f0a6e7571c45c8863010b45e837c3ee1c2c77fcd6ef423be91b21fedb \
+    --hash=sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18 \
+    --hash=sha256:9190426b7aa26c5229501fa297b8d0653cfd3f5a36f7990c264e157cbf886b3b \
+    --hash=sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1 \
+    --hash=sha256:94eff26096eb5395136634622515b234ecb6c9979824c1f5004c6e3c3c85ccd2 \
+    --hash=sha256:9eed0f7edbb274413b6ee781cca50541c8c0facd3d6fd289779e494340a2b85c \
+    --hash=sha256:ad4ae4ffd1ee9cd11357b4c66b612da9888f4f4daf2f36995eda64bd45370cac \
+    --hash=sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d \
+    --hash=sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf \
+    --hash=sha256:b7d335370ae48a780c6e6a6bbfa97342f563744c39c35562f3f367665f5c1de2 \
+    --hash=sha256:b83af57bdddef03c01a9138034c6ff03181a3028d9a1003b301eb1a55e161a3f \
+    --hash=sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f \
+    --hash=sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4 \
+    --hash=sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9 \
+    --hash=sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e \
+    --hash=sha256:be4a51a55833dc29ab5d7503e7bcb3b3af3402d266018137127450005cdfe737 \
+    --hash=sha256:beb7f344487cdcb9e1efe4b7a29681b74d34c08f0043a327a74da852a6749e7b \
+    --hash=sha256:bf4679a3d71012a7c2bf360e5cd878fbd5e4fcac0896b56393dec239d81529ed \
+    --hash=sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3 \
+    --hash=sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7 \
+    --hash=sha256:c438f6ca858697c9ab67eb28246c92508af972e114cac34e57a6d4ba17a3ac08 \
+    --hash=sha256:c8277104ded0a51e699c8c3aff63ce2c56d4ed5519a5f73e0fd7057f959a2b9e \
+    --hash=sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902 \
+    --hash=sha256:cc0b66c1eec9021353a4b4483afb12dfd50e3669ffbb9152d6842eb34c7e29fd \
+    --hash=sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6 \
+    --hash=sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310 \
+    --hash=sha256:cff8e5383db4989311f99e814feeb90c4723eb4edca425b9d5d9c3fefcdd9537 \
+    --hash=sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554 \
+    --hash=sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e \
+    --hash=sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87 \
+    --hash=sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a \
+    --hash=sha256:d5cd5189fc2b6a538b75ae45433140c4823463918f7b1617c31e68b085c0022c \
+    --hash=sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79 \
+    --hash=sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e \
+    --hash=sha256:daae526907e262de627d8f70058a0f64acc9e2641c164c99c8f594b34a799a16 \
+    --hash=sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1 \
+    --hash=sha256:dd952e03bfbb096cfe2dd35cd9e00f269969b67536cb4370994afc20ff2d0875 \
+    --hash=sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd \
+    --hash=sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0 \
+    --hash=sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9 \
+    --hash=sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646 \
+    --hash=sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657 \
+    --hash=sha256:ebae99ed6764f2b5771c522477b311be313e8841d2e0376db2b10922daebbba4 \
+    --hash=sha256:ec4c85dc4b687c7f7f15f553ff26a98bfe8c58f5f7f0ac8905f0ba4c7be60232 \
+    --hash=sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819 \
+    --hash=sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384 \
+    --hash=sha256:f1f9f4121ec58628c96baa3de1a55a4e3a333c5102c8e94b64e23bf7b2083309 \
+    --hash=sha256:f42c23db5d1521218a3276bb08666dcb662896a0be7347cba864eca45ff64ede \
+    --hash=sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2 \
+    --hash=sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203 \
+    --hash=sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7 \
+    --hash=sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df \
+    --hash=sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c \
+    --hash=sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167 \
+    --hash=sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3 \
+    --hash=sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09 \
+    --hash=sha256:ff710414307fefa903e0d9bdf300972f892c23477829f49504e59834f4195398
+    # via matplotlib
 kubernetes==35.0.0 \
     --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
     --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
@@ -2024,9 +2337,9 @@ lark==1.3.1 \
     --hash=sha256:b426a7a6d6d53189d318f2b6236ab5d6429eaf09259f1ca33eb716eed10d2905 \
     --hash=sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12
     # via rfc3987-syntax
-latex2mathml==3.79.0 \
-    --hash=sha256:11bde318c2d2d6fcdd105a07509d867cee2208f653278eb80243dec7ea77a0ce \
-    --hash=sha256:9f10720d4fcf6b22d1b81f6628237832419a7a29783c13aa92fa8d680165e63d
+latex2mathml==3.81.0 \
+    --hash=sha256:4b959cdc3cac8686bc0e3e5aece8127dfb1b81ca1241bed8e00ef31b82bb4022 \
+    --hash=sha256:d317710393fe20579aea39cfe8928fa2ad9b8780896e585326c75e89c1d1d1a4
     # via docling-core
 lazy-loader==0.5 \
     --hash=sha256:717f9179a0dbed357012ddad50a5ad3d5e4d9a0b8712680d4e687f5e6e6ed9b3 \
@@ -2238,9 +2551,13 @@ makefun==1.16.0 \
     --hash=sha256:43baa4c3e7ae2b17de9ceac20b669e9a67ceeadff31581007cca20a07bbe42c4 \
     --hash=sha256:e14601831570bff1f6d7e68828bcd30d2f5856f24bad5de0ccb22921ceebc947
     # via great-expectations
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+mako==1.3.12 \
+    --hash=sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9 \
+    --hash=sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a
+    # via alembic
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 marko==2.2.2 \
     --hash=sha256:6940308e655f63733ca518c47a68ec9510279dbb916c83616e4c4b5829f052e8 \
@@ -2337,22 +2654,81 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via
+    #   flask
     #   jinja2
+    #   mako
     #   nbconvert
     #   werkzeug
 marshmallow==3.26.2 \
     --hash=sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73 \
     --hash=sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57
     # via great-expectations
-matplotlib-inline==0.2.1 \
-    --hash=sha256:d56ce5156ba6085e00a9d54fead6ed29a9c47e215cd1bba2e976ef39f5710a76 \
-    --hash=sha256:e1ee949c340d771fc39e241ea75683deb94762c8fa5f2927ec57c83c4dffa9fe
+matplotlib==3.10.9 \
+    --hash=sha256:09218df8a93712bd6ea133e83a153c755448cf7868316c531cffcc43f69d1cc9 \
+    --hash=sha256:10cc5ce06d10231c36f40e875f3c7e8050362a4ee8f0ee5d29a6b3277d57bb42 \
+    --hash=sha256:172db52c9e683f5d12eaf57f0f54834190e12581fe1cc2a19595a8f5acb4e77d \
+    --hash=sha256:1872fb212a05b729e649754a72d5da61d03e0554d76e80303b6f83d1d2c0552b \
+    --hash=sha256:1aa972116abb4c9d201bf245620b433726cb6856f3bef6a78f776a00f5c92d37 \
+    --hash=sha256:1e7698ac9868428e84d2c967424803b2472ff7167d9d6590d4204ed775343c3b \
+    --hash=sha256:2dc9477819ffd78ad12a20df1d9d6a6bd4fec6aaa9072681465fddca052f1456 \
+    --hash=sha256:3225f4e1edcb8c86c884ddf79ebe20ecd0a67d30188f279897554ccd8fded4dc \
+    --hash=sha256:336b9acc64d309063126edcdaca00db9373af3c476bb94388fe9c5a53ad13e6f \
+    --hash=sha256:345f6f68ecc8da0ca56fad2ea08fde1a115eda530079eca185d50a7bc3e146c6 \
+    --hash=sha256:34cf8167e023ad956c15f36302911d5406bd99a9862c1a8499ea6f7c0e015dc2 \
+    --hash=sha256:3fc0364dfbe1d07f6d15c5ebd0c5bf89e126916e5a8667dd4a7a6e84c36653d4 \
+    --hash=sha256:41cb28c2bd769aa3e98322c6ab09854cbcc52ab69d2759d681bba3e327b2b320 \
+    --hash=sha256:42fb814efabe95c06c1994d8ab5a8385f43a249e23badd3ba931d4308e5bca20 \
+    --hash=sha256:4e42042d54db34fda4e95a7bd3e5789c2a995d2dad3eb8850232ee534092fbbf \
+    --hash=sha256:4edcfbd8565339aa62f1cd4012f7180926fdbe71850f7b0d3c379c175cd6b66c \
+    --hash=sha256:51bf0ddbdc598e060d46c16b5590708f81a1624cefbaaf62f6a81bf9285b8c80 \
+    --hash=sha256:56fc0bd271b00025c6edfdc7c2dcd247372c8e1544971d62e1dc7c17367e8bf9 \
+    --hash=sha256:59476c6d29d612b8e9bb6ce8c5b631be6ba8f9e3a2421f22a02b192c7dd28716 \
+    --hash=sha256:6640f75af2c6148293caa0a2b39dd806a492dd66c8a8b04035813e33d0fd2585 \
+    --hash=sha256:68cfdcede415f7c8f5577b03303dd94526cdb6d11036cecdc205e08733b2d2bb \
+    --hash=sha256:6b63d9c7c769b88ab81e10dc86e4e0607cf56817b9f9e6cf24b2a5f1693b8e38 \
+    --hash=sha256:6be157fe17fc37cb95ac1d7374cf717ce9259616edec911a78d9d26dae8522d4 \
+    --hash=sha256:6c63ebcd8b4b169eb2f5c200552ae6b8be8999a005b6b507ed76fb8d7d674fe2 \
+    --hash=sha256:77210dce9cb8153dffc967efaae990543392563d5a376d4dd8539bebcb0ed217 \
+    --hash=sha256:7a8d66a55def891c33147ba3ba9bfcabf0b526a43764c818acbb4525e5ed0838 \
+    --hash=sha256:82368699727bfb7b0182e1aa13082e3c08e092fa1a25d3e1fd92405bff96f6d4 \
+    --hash=sha256:82834c3c292d24d3a8aae77cd2d20019de69d692a34a970e4fdb8d33e2ea3dda \
+    --hash=sha256:8e436d155fa8a3399dc62683f8f5d0e2e50d25d0144a73edd73f82eec8f4abfb \
+    --hash=sha256:8f3bcac1ca5ed000a6f4337d47ba67dfddf37ed6a46c15fd7f014997f7bf865f \
+    --hash=sha256:97e35e8d39ccc85859095e01a53847432ba9a53ddf7986f7a54a11b73d0e143f \
+    --hash=sha256:985f2238880e2e69093f588f5fe2e46771747febf0649f3cf7f7b7480875317f \
+    --hash=sha256:a49f1eadc84ca85fd72fa4e89e70e61bf86452df6f971af04b12c60761a0772c \
+    --hash=sha256:a5a6104ed666402ba5106d7f36e0e0cdca4e8d7fa4d39708ca88019e2835a2eb \
+    --hash=sha256:aba1615dabe83188e19d4f75a253c6a08423e04c1425e64039f800050a69de6b \
+    --hash=sha256:ae20801130378b82d647ff5047c07316295b68dc054ca6b3c13519d0ea624285 \
+    --hash=sha256:ae2f11957b27ce53497dd4d7b235c4d4f1faf383dfb39d0c5beb833bff883294 \
+    --hash=sha256:b049278ddce116aaa1c1377ebf58adea909132dfce0281cf7e3a1ea9fc2e2c65 \
+    --hash=sha256:b1b745c489cd1a77a0dc1120a05dc87af9798faebc913601feb8c73d89bf2d1e \
+    --hash=sha256:b2b9516251cb89ff618d757daec0e2ed1bf21248013844a853d87ef85ab3081d \
+    --hash=sha256:b580440f1ff81a0e34122051a3dfabb7e4b7f9e380629929bde0eff9af72165f \
+    --hash=sha256:ba7b3b8ef09eab7df0e86e9ae086faa433efbfbdb46afcb3aa16aabf779469a8 \
+    --hash=sha256:c27df8b3848f32a83d1767566595e43cfaa4460380974da06f4279a7ec143c39 \
+    --hash=sha256:d091f9d758b34aaaaa6331d13574bf01891d903b3dec59bfff458ef7551de5d6 \
+    --hash=sha256:d730e984eddf56974c3e72b6129c7ca462ac38dc624338f4b0b23eb23ecba00f \
+    --hash=sha256:d75d11c949914165976c621b2324f9ef162af7ebf4b057ddf95dd1dba7e5edcf \
+    --hash=sha256:d843374407c4017a6403b59c6c81606773d136f3259d5b6da3131bc814542cc2 \
+    --hash=sha256:da4e09638420548f31c354032a6250e473c68e5a4e96899b4844cf39ddea23fe \
+    --hash=sha256:de2445a0c6690d21b7eb6ce071cebad6d40a2e9bdf10d039074a96ba19797b99 \
+    --hash=sha256:dfca0129678bd56379db26c52b5d77ed7de314c047492fbdc763aa7501710cfb \
+    --hash=sha256:e9fae004b941b23ff2edcf1567a857ed77bafc8086ffa258190462328434faf8 \
+    --hash=sha256:f0c3c28d9fbcc1fe7a03be236d73430cf6409c41fb2383a7ac52fe932b072cb1 \
+    --hash=sha256:f4399f64b3e94cd500195490972ae1ee81170df1636fa15364d157d5bdd7b921 \
+    --hash=sha256:f76e640a5268850bfda54b5131b1b1941cc685e42c5fa98ed9f2d64038308cba \
+    --hash=sha256:fd66508e8c6877d98e586654b608a0456db8d7e8a546eb1e2600efd957302358
+    # via mlflow
+matplotlib-inline==0.2.2 \
+    --hash=sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6 \
+    --hash=sha256:72f3fe8fce36b70d4a5b612f899090cd0401deddc4ea90e1572b9f4bfb058c79
     # via
     #   ipykernel
     #   ipython
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+mcp==1.27.1 \
+    --hash=sha256:0f47e1820f8f8f941466b39749eb1d1839a04caddca2bc60e9d46e8a99914924 \
+    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -2370,12 +2746,24 @@ minio==7.2.11 \
     --hash=sha256:153582ed52ff3b5005ba558e1f25bfe1e9e834f7f0745e594777f28e3e81e1a0 \
     --hash=sha256:4db95a21fe1e2022ec975292d8a1f83bd5b18f830d23d42a4518ac7a5281d7c5
     # via feast (pyproject.toml)
-mistune==3.2.0 \
-    --hash=sha256:708487c8a8cdd99c9d90eb3ed4c3ed961246ff78ac82f03418f5183ab70e398a \
-    --hash=sha256:febdc629a3c78616b94393c6580551e0e34cc289987ec6c35ed3f4be42d0eee1
+mistune==3.2.1 \
+    --hash=sha256:78cdb0ba5e938053ccf63651b352508d2efa9411dc8810bfb05f2dc5140c0048 \
+    --hash=sha256:7c8e5501d38bac1582e067e46c8343f17d57ea1aaa735823f3aba1fd59c88a28
     # via
     #   great-expectations
     #   nbconvert
+mlflow==3.12.0 \
+    --hash=sha256:227ee31c6abf7ae3b3c38d4ca87c356e107578740c1efee89da43f2a5b9e3b47 \
+    --hash=sha256:e1c28ed4c48557cc52c766f17f1ca5826753ddf241d43f30f99c45f7ea6b3ce0
+    # via feast (pyproject.toml)
+mlflow-skinny==3.12.0 \
+    --hash=sha256:0498f3697abcabcc6204c432ef179840f6a7a34ce123837c98c1913064fda6dd \
+    --hash=sha256:74d27066bc9553d281e0c31d25f07deb39dbe99d190e4f7c257703e5c8ee6d10
+    # via mlflow
+mlflow-tracing==3.12.0 \
+    --hash=sha256:8702a34a1d4f1517ba904d716f5a8fca4675e6526f7d164d02bdaabececa2d80 \
+    --hash=sha256:c6072553f47b42505dc7ee62946688a4a0dde8f06b78fbc60e946397b20e1518
+    # via mlflow
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
     --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
@@ -2501,9 +2889,9 @@ mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
     # via sympy
-msal==1.35.1 \
-    --hash=sha256:70cac18ab80a053bff86219ba64cfe3da1f307c74b009e2da57ef040eb1b5656 \
-    --hash=sha256:8f4e82f34b10c19e326ec69f44dc6b30171f2f7098f3720ea8a9f0c11832caa3
+msal==1.36.0 \
+    --hash=sha256:36ecac30e2ff4322d956029aabce3c82301c29f0acb1ad89b94edcabb0e58ec4 \
+    --hash=sha256:3f6a4af2b036b476a4215111c4297b4e6e236ed186cd804faefba23e4990978b
     # via
     #   azure-identity
     #   msal-extensions
@@ -2789,9 +3177,9 @@ nbclient==0.10.4 \
     --hash=sha256:1e54091b16e6da39e297b0ece3e10f6f29f4ac4e8ee515d29f8a7099bd6553c9 \
     --hash=sha256:9162df5a7373d70d606527300a95a975a47c137776cd942e52d9c7e29ff83440
     # via nbconvert
-nbconvert==7.17.0 \
-    --hash=sha256:1b2696f1b5be12309f6c7d707c24af604b87dfaf6d950794c7b07acab96dda78 \
-    --hash=sha256:4f99a63b337b9a23504347afdab24a11faa7d86b405e5c8f9881cd313336d518
+nbconvert==7.17.1 \
+    --hash=sha256:34d0d0a7e73ce3cbab6c5aae8f4f468797280b01fd8bd2ca746da8569eddd7d2 \
+    --hash=sha256:aa85c087b435e7bf1ffd03319f658e285f2b89eccab33bc1ba7025495ab3e7c8
     # via jupyter-server
 nbformat==5.10.4 \
     --hash=sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a \
@@ -2836,9 +3224,9 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-notebook==7.5.5 \
-    --hash=sha256:a7c14dbeefa6592e87f72290ca982e0c10f5bbf3786be2a600fda9da2764a2b8 \
-    --hash=sha256:dc0bfab0f2372c8278c457423d3256c34154ac2cc76bf20e9925260c461013c3
+notebook==7.5.6 \
+    --hash=sha256:4dde3f8fb55fa8fb7946d58c6e869ce9baf46d00fc070664f62604569d0faca0 \
+    --hash=sha256:621174aade80108f0020b0f00738000b215f75fa3cd90771ad7aa0f24536a4e1
     # via great-expectations
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef \
@@ -2906,6 +3294,7 @@ numpy==2.2.6 \
     #   feast (pyproject.toml)
     #   accelerate
     #   altair
+    #   contourpy
     #   dask
     #   datasets
     #   db-dtypes
@@ -2915,6 +3304,8 @@ numpy==2.2.6 \
     #   great-expectations
     #   ibis-framework
     #   imageio
+    #   matplotlib
+    #   mlflow
     #   opencv-python-headless
     #   pandas
     #   pandas-gbq
@@ -2925,6 +3316,7 @@ numpy==2.2.6 \
     #   scipy
     #   sentence-transformers
     #   shapely
+    #   skops
     #   tifffile
     #   torchvision
     #   transformers
@@ -2942,129 +3334,152 @@ opencv-python-headless==4.13.0.92 \
     --hash=sha256:a7cf08e5b191f4ebb530791acc0825a7986e0d0dee2a3c491184bd8599848a4b \
     --hash=sha256:eb60e36b237b1ebd40a912da5384b348df8ed534f6f644d8e0b4f103e272ba7d
     # via easyocr
-openlineage-python==1.45.0 \
-    --hash=sha256:cf66e7d517d3c8b510b39ad646d8fd0ca2f0cc92d7d6d601d93b2a859783f380
+openlineage-python==1.47.1 \
+    --hash=sha256:44ca34b0b38c9a49f6b7200ace37612334a34a455361af29adcfb80e27d258dd
     # via feast (pyproject.toml)
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
     --hash=sha256:cf0e3cf56142039133628b5acffe8ef0c12bc902d2aadd3e0fe5878dc08d1050
     # via docling
-oracledb==3.4.2 \
-    --hash=sha256:00c79448017f367bb7ab6900efe0706658a53768abea2b4519a4c9b2d5743890 \
-    --hash=sha256:0e16fe3d057e0c41a23ad2ae95bfa002401690773376d476be608f79ac74bf05 \
-    --hash=sha256:0f04a2d62073407672f114d02529921de0677c6883ed7c64d8d1a3c04caa3238 \
-    --hash=sha256:1617a1db020346883455af005efbefd51be2c4d797e43b1b38455a19f8526b48 \
-    --hash=sha256:19fa80ef84f85ad74077aa626067bbe697e527bd39604b4209f9d86cb2876b89 \
-    --hash=sha256:1e4930d7f6584832dcc15b8ca415a7957b0c45f5aa7c4f88702e070e5c53bf93 \
-    --hash=sha256:23aa07c1eaca17ae74c6fdc86b218f58484d56452958aead1aa460c0596a76c1 \
-    --hash=sha256:31b7ee83c23d0439778303de8a675717f805f7e8edb5556d48c4d8343bcf14f5 \
-    --hash=sha256:3df8eee1410d25360599968b1625b000f10c5ae0e47274031a7842a9dc418890 \
-    --hash=sha256:404ec1451d0448653ee074213b87d6c5bd65eaa74b50083ddf2c9c3e11c71c71 \
-    --hash=sha256:46e0f2278ff1fe83fbc33a3b93c72d429323ec7eed47bc9484e217776cd437e5 \
-    --hash=sha256:55397e7eb43bb7017c03a981c736c25724182f5210951181dfe3fab0e5d457fb \
-    --hash=sha256:574c8280d49cbbe21dbe03fc28356d9b9a5b9e300ebcde6c6d106e51453a7e65 \
-    --hash=sha256:59ad6438f56a25e8e1a4a3dd1b42235a5d09ab9ba417ff2ad14eae6596f3d06f \
-    --hash=sha256:5d7befb014174c5ae11c3a08f5ed6668a25ab2335d8e7104dca70d54d54a5b3a \
-    --hash=sha256:5ed78d7e7079a778062744ccf42141ce4806818c3f4dd6463e4a7edd561c9f86 \
-    --hash=sha256:643c25d301a289a371e37fcedb59e5fa5e54fb321708e5c12821c4b55bdd8a4d \
-    --hash=sha256:6d85622664cc88d5a82bbd7beccb62cd53bd272c550a5e15e7d5f8ae6b86f1f1 \
-    --hash=sha256:9f434a739405557bd57cb39b62238142bb27855a524a70dc6d397a2a8c576c9d \
-    --hash=sha256:a7396664e592881225ba66385ee83ce339d864f39003d6e4ca31a894a7e7c552 \
-    --hash=sha256:ac25a0448fc830fb7029ad50cd136cdbfcd06975d53967e269772cc5cb8c203a \
-    --hash=sha256:b1095d95d0c8b37e4d0e17cf1928919cb59222b6344362a1cf6a2f3ca205a28a \
-    --hash=sha256:b26a10f9c790bd141ffc8af68520803ed4a44a9258bf7d1eea9bfdd36bd6df7f \
-    --hash=sha256:b8e4b8a852251cef09038b75f30fce1227010835f4e19cfbd436027acba2697c \
-    --hash=sha256:b974caec2c330c22bbe765705a5ac7d98ec3022811dec2042d561a3c65cb991b \
-    --hash=sha256:d7ce75c498bff758548ec6e4424ab4271aa257e5887cc436a54bc947fd46199a \
-    --hash=sha256:d8d75e4f879b908be66cce05ba6c05791a5dbb4a15e39abc01aa25c8a2492bd9 \
-    --hash=sha256:e068ef844a327877bfefbef1bc6fb7284c727bb87af80095f08d95bcaf7b8bb2 \
-    --hash=sha256:f8ea989965a4f636a309444bd696ab877bba373d5d67bf744785f9bd8c560865 \
-    --hash=sha256:f93cae08e8ed20f2d5b777a8602a71f9418389c661d2c937e84d94863e7e7011 \
-    --hash=sha256:ff3c89cecea62af8ca02aa33cab0f2edc0214c747eac7d3364ed6b2640cb55e4
+opentelemetry-api==1.16.0 \
+    --hash=sha256:4b0e895a3b1f5e1908043ebe492d33e33f9ccdbe6d02d3994c2f8721a63ddddb \
+    --hash=sha256:79e8f0cf88dbdd36b6abf175d2092af1efcaa2e71552d0d2b3b181a9707bf4bc
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   opentelemetry-sdk
+opentelemetry-proto==1.27.0 \
+    --hash=sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6 \
+    --hash=sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+opentelemetry-sdk==1.16.0 \
+    --hash=sha256:15f03915eec4839f885a5e6ed959cde59b8690c8c012d07c95b4b138c98dc43f \
+    --hash=sha256:4d3bb91e9e209dbeea773b5565d901da4f76a29bf9dbc1c9500be3cabb239a4e
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+opentelemetry-semantic-conventions==0.37b0 \
+    --hash=sha256:087ce2e248e42f3ffe4d9fa2303111de72bb93baa06a0f4655980bc1557c4228 \
+    --hash=sha256:462982278a42dab01f68641cd89f8460fe1f93e87c68a012a76fb426dcdba5ee
+    # via opentelemetry-sdk
+oracledb==4.0.0 \
+    --hash=sha256:19d445b62973da05fde2f7f9fe1f811e3b18de4f9c6699f3c921af5ef75494bf \
+    --hash=sha256:1d3e46c81baf932752d5dfa25e9c63faea65ef17d5c0650558547b8784c929a1 \
+    --hash=sha256:22e33228d6955db8a69c8c83ee4b392a534c86f9493647ea3f511c2f5df08dd4 \
+    --hash=sha256:244ebe47c4a4e32bc07a4206192de04d92fbfeb72bf11a01493e3a710bd4b19a \
+    --hash=sha256:4582f87e56c2a2e3a74942f087c096525543e92fb59d3758e41d41145b809c52 \
+    --hash=sha256:4e47a130120181b8226daf9e928e3c22107c1d03d9ac5f6b891360677a811787 \
+    --hash=sha256:4fcbbd8977d8d91ae0d931ce21cda0048f9685e6cc29c9a84b49a769a2511b08 \
+    --hash=sha256:62b36249e8db777cd6a2b56be768642d055c89df3cbcfb5d6a3b4dc2426b34df \
+    --hash=sha256:6c65366200b44c0a71b927cd813628f0d993b098c61cc82c54c53bccb0dd0d80 \
+    --hash=sha256:6fc3dd6ce0fb1d8ca865bdf39183e663b1dd5e2d585327feffedf379a05e3abb \
+    --hash=sha256:758ac5a56e872eb517cbae5d28574b200d7b2b28c793ee31b6ce4938777d8364 \
+    --hash=sha256:80434a5aa393833bfde853e9e2943671cab219b3081c34aad1974df73c21e04d \
+    --hash=sha256:893acd019ee45184e85ef1b5f1ba425ab4da3e8ed4dab1339b7ef329d3658ffc \
+    --hash=sha256:8974532ca43f50bc6c41b9efd78219121d3fa52c673d9790da12468d06fcf59f \
+    --hash=sha256:8dd447f52482779f6cde277eaf7d734c7ac8f07f4d4e3d3609510f6033dfd0b8 \
+    --hash=sha256:922c59a7fcdc44c93dac852b33b9ebae202614235e0ed235e632bf8d5ca4dd55 \
+    --hash=sha256:997a4cd0f563b5a1aa92aeb9bdd70e67e3789f0d1a418600a7256b27e6c8947f \
+    --hash=sha256:a1c22feae372978861786c65560498dbb36e32d7447318499694d4504c67c043 \
+    --hash=sha256:a3a0221ccb33fb47b46cc3fbe587d80144e0ae6237ded5b3c58e8f6c674f02dc \
+    --hash=sha256:a7e2c3d99a691e71b4eeb9efbefdfae4dcdfe3bb78abf05a5d9b1a5e65ce8ea0 \
+    --hash=sha256:aad06930cf7a99914c863e6e550111b452560bef82b25bd9650541d5c7622837 \
+    --hash=sha256:b691fbca4c83e72773c1bee17df5dfced4f01334ea48242262430074cc5a9b36 \
+    --hash=sha256:b94a53c2524f4b9522a3091abdb12a2d8e1ac80a83456f7278d2165c3ec54482 \
+    --hash=sha256:bad1d5101cd6191271ab89ec372ad8ca119dac9453f59b7be948bdebf6cd5a55 \
+    --hash=sha256:ccf0b875850109a77ab932b03dbfa6c98e4eb011545465008d32e7a7207e8e9a \
+    --hash=sha256:cd83db5710e26502352c4ce3f5b5e29f202223f9dade089a28daeb688083d0db \
+    --hash=sha256:d4b36f906f2e6812d2e4bc1fe965d50670a3fd552cef66bcb2da892e946bba0c \
+    --hash=sha256:dc96cf923b62baae45bf698f4e80407b5640d9760682ce5d424e847bf9e20298 \
+    --hash=sha256:e29d9c9db167ade1c1649123c8f7cadf248f8e7f66f86335ec5b66b97f70f684 \
+    --hash=sha256:f5b1f7ae53883336e23a235339e023d26d1d4b0d014ce4944c61dc79951c89df \
+    --hash=sha256:f8c7f26d6e75848d7c75604eff71272c202ddb5eb65996630da3d6d5452401f6
     # via ibis-framework
-orjson==3.11.8 \
-    --hash=sha256:0022bb50f90da04b009ce32c512dc1885910daa7cb10b7b0cba4505b16db82a8 \
-    --hash=sha256:003646067cc48b7fcab2ae0c562491c9b5d2cbd43f1e5f16d98fd118c5522d34 \
-    --hash=sha256:01928d0476b216ad2201823b0a74000440360cef4fed1912d297b8d84718f277 \
-    --hash=sha256:01c4e5a6695dc09098f2e6468a251bc4671c50922d4d745aff1a0a33a0cf5b8d \
-    --hash=sha256:093d489fa039ddade2db541097dbb484999fcc65fc2b0ff9819141e2ab364f25 \
-    --hash=sha256:0b57f67710a8cd459e4e54eb96d5f77f3624eba0c661ba19a525807e42eccade \
-    --hash=sha256:0e32f7154299f42ae66f13488963269e5eccb8d588a65bc839ed986919fc9fac \
-    --hash=sha256:14439063aebcb92401c11afc68ee4e407258d2752e62d748b6942dad20d2a70d \
-    --hash=sha256:14778ffd0f6896aa613951a7fbf4690229aa7a543cb2bfbe9f358e08aafa9546 \
-    --hash=sha256:14f7b8fcb35ef403b42fa5ecfa4ed032332a91f3dc7368fbce4184d59e1eae0d \
-    --hash=sha256:1ab359aff0436d80bfe8a23b46b5fea69f1e18aaf1760a709b4787f1318b317f \
-    --hash=sha256:1cd0b77e77c95758f8e1100139844e99f3ccc87e71e6fc8e1c027e55807c549f \
-    --hash=sha256:25e0c672a2e32348d2eb33057b41e754091f2835f87222e4675b796b92264f06 \
-    --hash=sha256:29c009e7a2ca9ad0ed1376ce20dd692146a5d9fe4310848904b6b4fee5c5c137 \
-    --hash=sha256:3222adff1e1ff0dce93c16146b93063a7793de6c43d52309ae321234cdaf0f4d \
-    --hash=sha256:3223665349bbfb68da234acd9846955b1a0808cbe5520ff634bf253a4407009b \
-    --hash=sha256:3cf17c141617b88ced4536b2135c552490f07799f6ad565948ea07bef0dcb9a6 \
-    --hash=sha256:3f23426851d98478c8970da5991f84784a76682213cd50eb73a1da56b95239dc \
-    --hash=sha256:3f262401086a3960586af06c054609365e98407151f5ea24a62893a40d80dbbb \
-    --hash=sha256:436c4922968a619fb7fef1ccd4b8b3a76c13b67d607073914d675026e911a65c \
-    --hash=sha256:469ac2125611b7c5741a0b3798cd9e5786cbad6345f9f400c77212be89563bec \
-    --hash=sha256:4861bde57f4d253ab041e374f44023460e60e71efaa121f3c5f0ed457c3a701e \
-    --hash=sha256:48854463b0572cc87dac7d981aa72ed8bf6deedc0511853dc76b8bbd5482d36d \
-    --hash=sha256:53a0f57e59a530d18a142f4d4ba6dfc708dc5fdedce45e98ff06b44930a2a48f \
-    --hash=sha256:54153d21520a71a4c82a0dbb4523e468941d549d221dc173de0f019678cf3813 \
-    --hash=sha256:55120759e61309af7fcf9e961c6f6af3dde5921cdb3ee863ef63fd9db126cae6 \
-    --hash=sha256:5774c1fdcc98b2259800b683b19599c133baeb11d60033e2095fd9d4667b82db \
-    --hash=sha256:58a4a208a6fbfdb7a7327b8f201c6014f189f721fd55d047cafc4157af1bc62a \
-    --hash=sha256:58fb9b17b4472c7b1dcf1a54583629e62e23779b2331052f09a9249edf81675b \
-    --hash=sha256:5d8b5231de76c528a46b57010bbd83fb51e056aa0220a372fd5065e978406f1c \
-    --hash=sha256:5f8952d6d2505c003e8f0224ff7858d341fa4e33fef82b91c4ff0ef070f2393c \
-    --hash=sha256:61c9d357a59465736022d5d9ba06687afb7611dfb581a9d2129b77a6fcf78e59 \
-    --hash=sha256:6a3d159d5ffa0e3961f353c4b036540996bf8b9697ccc38261c0eac1fd3347a6 \
-    --hash=sha256:6a4a639049c44d36a6d1ae0f4a94b271605c745aee5647fa8ffaabcdc01b69a6 \
-    --hash=sha256:6ccdea2c213cf9f3d9490cbd5d427693c870753df41e6cb375bd79bcbafc8817 \
-    --hash=sha256:6dbe9a97bdb4d8d9d5367b52a7c32549bba70b2739c58ef74a6964a6d05ae054 \
-    --hash=sha256:6eda5b8b6be91d3f26efb7dc6e5e68ee805bc5617f65a328587b35255f138bf4 \
-    --hash=sha256:705b895b781b3e395c067129d8551655642dfe9437273211d5404e87ac752b53 \
-    --hash=sha256:708c95f925a43ab9f34625e45dcdadf09ec8a6e7b664a938f2f8d5650f6c090b \
-    --hash=sha256:735e2262363dcbe05c35e3a8869898022af78f89dde9e256924dc02e99fe69ca \
-    --hash=sha256:76070a76e9c5ae661e2d9848f216980d8d533e0f8143e6ed462807b242e3c5e8 \
-    --hash=sha256:7679bc2f01bb0d219758f1a5f87bb7c8a81c0a186824a393b366876b4948e14f \
-    --hash=sha256:88006eda83858a9fdf73985ce3804e885c2befb2f506c9a3723cdeb5a2880e3e \
-    --hash=sha256:883206d55b1bd5f5679ad5e6ddd3d1a5e3cac5190482927fdb8c78fb699193b5 \
-    --hash=sha256:8ac7381c83dd3d4a6347e6635950aa448f54e7b8406a27c7ecb4a37e9f1ae08b \
-    --hash=sha256:8e8c6218b614badf8e229b697865df4301afa74b791b6c9ade01d19a9953a942 \
-    --hash=sha256:9185589c1f2a944c17e26c9925dcdbc2df061cc4a145395c57f0c51f9b5dbfcd \
-    --hash=sha256:93de06bc920854552493c81f1f729fab7213b7db4b8195355db5fda02c7d1363 \
-    --hash=sha256:96163d9cdc5a202703e9ad1b9ae757d5f0ca62f4fa0cc93d1f27b0e180cc404e \
-    --hash=sha256:97c8f5d3b62380b70c36ffacb2a356b7c6becec86099b177f73851ba095ef623 \
-    --hash=sha256:97d823831105c01f6c8029faf297633dbeb30271892bd430e9c24ceae3734744 \
-    --hash=sha256:98bdc6cb889d19bed01de46e67574a2eab61f5cc6b768ed50e8ac68e9d6ffab6 \
-    --hash=sha256:9b48e274f8824567d74e2158199e269597edf00823a1b12b63d48462bbf5123e \
-    --hash=sha256:a5c370674ebabe16c6ccac33ff80c62bf8a6e59439f5e9d40c1f5ab8fd2215b7 \
-    --hash=sha256:b43dc2a391981d36c42fa57747a49dae793ef1d2e43898b197925b5534abd10a \
-    --hash=sha256:c154a35dd1330707450bb4d4e7dd1f17fa6f42267a40c1e8a1daa5e13719b4b8 \
-    --hash=sha256:c2bdf7b2facc80b5e34f48a2d557727d5c5c57a8a450de122ae81fa26a81c1bc \
-    --hash=sha256:c492a0e011c0f9066e9ceaa896fbc5b068c54d365fea5f3444b697ee01bc8625 \
-    --hash=sha256:c60c0423f15abb6cf78f56dff00168a1b582f7a1c23f114036e2bfc697814d5f \
-    --hash=sha256:c98121237fea2f679480765abd566f7713185897f35c9e6c2add7e3a9900eb61 \
-    --hash=sha256:ccd7ba1b0605813a0715171d39ec4c314cb97a9c85893c2c5c0c3a3729df38bf \
-    --hash=sha256:cdbc8c9c02463fef4d3c53a9ba3336d05496ec8e1f1c53326a1e4acc11f5c600 \
-    --hash=sha256:e0950ed1bcb9893f4293fd5c5a7ee10934fbf82c4101c70be360db23ce24b7d2 \
-    --hash=sha256:e6693ff90018600c72fd18d3d22fa438be26076cd3c823da5f63f7bab28c11cb \
-    --hash=sha256:ea56a955056a6d6c550cf18b3348656a9d9a4f02e2d0c02cabf3c73f1055d506 \
-    --hash=sha256:ebaed4cef74a045b83e23537b52ef19a367c7e3f536751e355a2a394f8648559 \
-    --hash=sha256:ec795530a73c269a55130498842aaa762e4a939f6ce481a7e986eeaa790e9da4 \
-    --hash=sha256:ed193ce51d77a3830cad399a529cd4ef029968761f43ddc549e1bc62b40d88f8 \
-    --hash=sha256:ee8db7bfb6fe03581bbab54d7c4124a6dd6a7f4273a38f7267197890f094675f \
-    --hash=sha256:f30491bc4f862aa15744b9738517454f1e46e56c972a2be87d70d727d5b2a8f8 \
-    --hash=sha256:f89b6d0b3a8d81e1929d3ab3d92bbc225688bd80a770c49432543928fe09ac55 \
-    --hash=sha256:fa72e71977bff96567b0f500fc5bfd2fdf915f34052c782a4c6ebbdaa97aa858 \
-    --hash=sha256:fe0b8c83e0f36247fc9431ce5425a5d95f9b3a689133d494831bdbd6f0bceb13 \
-    --hash=sha256:ff51f9d657d1afb6f410cb435792ce4e1fe427aab23d2fcd727a2876e21d4cb6
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
     # via trino
 overrides==7.7.0 \
     --hash=sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a \
     --hash=sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49
     # via jupyter-server
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   accelerate
     #   build
@@ -3085,6 +3500,9 @@ packaging==26.0 \
     #   jupyterlab-server
     #   lazy-loader
     #   marshmallow
+    #   matplotlib
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   nbconvert
     #   openlineage-python
     #   pandas-gbq
@@ -3092,6 +3510,7 @@ packaging==26.0 \
     #   ray
     #   safetensors
     #   scikit-image
+    #   skops
     #   snowflake-connector-python
     #   sphinx
     #   transformers
@@ -3163,6 +3582,7 @@ pandas==2.3.3 \
     #   google-cloud-bigquery
     #   great-expectations
     #   ibis-framework
+    #   mlflow
     #   pandas-gbq
     #   pymilvus
     #   snowflake-connector-python
@@ -3178,9 +3598,9 @@ parsimonious==0.11.0 \
     --hash=sha256:32e3818abf9f05b3b9f3b6d87d128645e30177e91f614d2277d88a0aea98fae2 \
     --hash=sha256:e080377d98957beec053580d38ae54fcdf7c470fb78670ba4bf8b5f9d5cad2a9
     # via singlestoredb
-parso==0.8.6 \
-    --hash=sha256:2b9a0332696df97d454fa67b81618fd69c35a7b90327cbe6ba5c92d2c68a7bfd \
-    --hash=sha256:2c549f800b70a5c4952197248825584cb00f033b29c692671d3bf08bf380baff
+parso==0.8.7 \
+    --hash=sha256:a8926eb2a1b915486941fdbd31e86a4baf88fe8c210f25f2f35ecec5b574ca1c \
+    --hash=sha256:eaaac4c9fdd5e9e8852dc778d2d7405897ec510f2a298071453e5e3a07914bb1
     # via jedi
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -3313,12 +3733,13 @@ pillow==11.3.0 \
     #   docling-parse
     #   easyocr
     #   imageio
+    #   matplotlib
     #   python-pptx
     #   scikit-image
     #   torchvision
-pip==26.0.1 \
-    --hash=sha256:bdb1b08f4274833d62c1aa29e20907365a2ceb950410df15fc9521bad440122b \
-    --hash=sha256:c4037d8a277c89b320abe636d59f91e6d0922d08a05b60e85e53b296613346d8
+pip==26.1.1 \
+    --hash=sha256:99cb1c2899893b075ff56e4ed0af55669a955b49ad7fb8d8603ecdaf4ed653fb \
+    --hash=sha256:d36762751d156a4ee895de8af39aa0abeeeb577f93a2eca6ab62467bbf0f8a78
     # via pip-tools
 pip-tools==7.5.3 \
     --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
@@ -3350,6 +3771,10 @@ pre-commit==3.3.1 \
     --hash=sha256:218e9e3f7f7f3271ebc355a15598a4d3893ad9fc7b57fe446db75644543323b9 \
     --hash=sha256:733f78c9a056cdd169baa6cd4272d51ecfda95346ef8a89bf93712706021b907
     # via feast (pyproject.toml)
+prettytable==3.17.0 \
+    --hash=sha256:59f2590776527f3c9e8cf9fe7b66dd215837cca96a9c39567414cbc632e8ddb0 \
+    --hash=sha256:aad69b294ddbe3e1f95ef8886a060ed1666a0b83018bbf56295f6f226c43d287
+    # via skops
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
@@ -3360,135 +3785,134 @@ prompt-toolkit==3.0.52 \
     --hash=sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855 \
     --hash=sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955
     # via ipython
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
-    --hash=sha256:948dab269721ae9a87fd16c514a0a2c2a1bdb23a9a61b969b0f9d9ee2968546f \
-    --hash=sha256:981333cb2f4c1896a12f4ab92a9cc8f09ea664e9b7dbdc4eff74627af3a11c0f \
-    --hash=sha256:990f6b3e2a27d683cb7602ed6c86f15ee6b43b1194736f9baaeb93d0016633b1 \
-    --hash=sha256:99d43339c83aaf4d32bda60928231848eee470c6bda8d02599cc4cebe872d183 \
-    --hash=sha256:9a0bd56e5b100aef69bd8562b74b46254e7c8812918d3baa700c8a8009b0af66 \
-    --hash=sha256:9a52009f2adffe195d0b605c25ec929d26b36ef986ba85244891dee3b294df21 \
-    --hash=sha256:9d2b6caef873b4f09e26ea7e33d65f42b944837563a47a94719cc3544319a0db \
-    --hash=sha256:9f302f4783709a78240ebc311b793f123328716a60911d667e0c036bc5dcbded \
-    --hash=sha256:a0ee98db9c5f80785b266eb805016e36058ac72c51a064040f2bc43b61101cdb \
-    --hash=sha256:a129e76735bc792794d5177069691c3217898b9f5cee2b2661471e52ffe13f19 \
-    --hash=sha256:a78372c932c90ee474559c5ddfffd718238e8673c340dc21fe45c5b8b54559a0 \
-    --hash=sha256:a9695397f85973bb40427dedddf70d8dc4a44b22f1650dd4af9eedf443d45165 \
-    --hash=sha256:ab08df6c9a035bee56e31af99be621526bd237bea9f32def431c656b29e41778 \
-    --hash=sha256:ab2943be7c652f09638800905ee1bab2c544e537edb57d527997a24c13dc1455 \
-    --hash=sha256:ab4c29b49d560fe48b696cdcb127dd36e0bc2472548f3bf56cc5cb3da2b2984f \
-    --hash=sha256:af223b406d6d000830c6f65f1e6431783fc3f713ba3e6cc8c024d5ee96170a4b \
-    --hash=sha256:af2a6052aeb6cf17d3e46ee169099044fd8224cbaf75c76a2ef596e8163e2237 \
-    --hash=sha256:bcc9aaa5d80322bc2fb24bb7accb4a30f81e90ab8d6ba187aec0744bc302ad81 \
-    --hash=sha256:c07fda85708bc48578467e85099645167a955ba093be0a2dcba962195676e859 \
-    --hash=sha256:c0d4b719b7da33599dfe3b22d3db1ef789210a0597bc650b7cee9c77c2be8c5c \
-    --hash=sha256:c0ef0aaafc66fbd87842a3fe3902fd889825646bc21149eafe47be6072725835 \
-    --hash=sha256:c2b5e7db5328427c57c8e8831abda175421b709672f6cfc3d630c3b7e2146393 \
-    --hash=sha256:c30b53e7e6bda1d547cabb47c825f3843a0a1a42b0496087bb58d8fedf9f41b5 \
-    --hash=sha256:c80ee5802e3fb9ea37938e7eecc307fb984837091d5fd262bb37238b1ae97641 \
-    --hash=sha256:c9b822a577f560fbd9554812526831712c1436d2c046cedee4c3796d3543b144 \
-    --hash=sha256:cae65ad55793da34db5f54e4029b89d3b9b9490d8abe1b4c7ab5d4b8ec7ebf74 \
-    --hash=sha256:cb2d222e72399fcf5890d1d5cc1060857b9b236adff2792ff48ca2dfd46c81db \
-    --hash=sha256:cbc3b6dfc728105b2a57c06791eb07a94229202ea75c59db644d7d496b698cac \
-    --hash=sha256:cd547953428f7abb73c5ad82cbb32109566204260d98e41e5dfdc682eb7f8403 \
-    --hash=sha256:cfc27c945f422e8b5071b6e93169679e4eb5bf73bbcbf1ba3ae3a83d2f78ebd9 \
-    --hash=sha256:d472aeb4fbf9865e0c6d622d7f4d54a4e101a89715d8904282bb5f9a2f476c3f \
-    --hash=sha256:d62cdfcfd89ccb8de04e0eda998535c406bf5e060ffd56be6c586cbcc05b3311 \
-    --hash=sha256:d82ad62b19645419fe79dd63b3f9253e15b30e955c0170e5cebc350c1844e581 \
-    --hash=sha256:d8f353eb14ee3441ee844ade4277d560cdd68288838673273b978e3d6d2c8f36 \
-    --hash=sha256:daede9cd44e0f8bdd9e6cc9a607fc81feb80fae7a5fc6cecaff0e0bb32e42d00 \
-    --hash=sha256:db65d2af507bbfbdcedb254a11149f894169d90488dd3e7190f7cdcb2d6cd57a \
-    --hash=sha256:dee69d7015dc235f526fe80a9c90d65eb0039103fe565776250881731f06349f \
-    --hash=sha256:e153e9cd40cc8945138822807139367f256f89c6810c2634a4f6902b52d3b4e2 \
-    --hash=sha256:e35b88984e7fa64aacecea39236cee32dd9bd8c55f57ba8a75cf2399553f9bd7 \
-    --hash=sha256:e53f3a38d3510c11953f3e6a33f205c6d1b001129f972805ca9b42fc308bc239 \
-    --hash=sha256:e9b0d8d0845bbc4cfcdcbcdbf5086886bc8157aa963c31c777ceff7846c77757 \
-    --hash=sha256:ec17c65562a827bba85e3872ead335f95405ea1674860d96483a02f5c698fa72 \
-    --hash=sha256:ecef2343af4cc68e05131e45024ba34f6095821988a9d0a02aa7c73fcc448aa9 \
-    --hash=sha256:ed5a841e8bb29a55fb8159ed526b26adc5bdd7e8bd7bf793ce647cb08656cdf4 \
-    --hash=sha256:ee17f18d2498f2673e432faaa71698032b0127ebf23ae5974eeaf806c279df24 \
-    --hash=sha256:f048da1b4f243fc44f205dfd320933a951b8d89e0afd4c7cacc762a8b9165207 \
-    --hash=sha256:f10207adf04d08bec185bae14d9606a1444715bc99180f9331c9c02093e1959e \
-    --hash=sha256:f1d2f90aeec838a52f1c1a32fe9a619fefd5e411721a9117fbf82aea638fe8a1 \
-    --hash=sha256:f48107a8c637e80362555f37ecf49abe20370e557cc4ab374f04ec4423c97c3d \
-    --hash=sha256:f7ee0e597f495cf415bcbd3da3caa3bd7e816b74d0d52b8145954c5e6fd3ff37 \
-    --hash=sha256:f93243fdc5657247533273ac4f86ae106cc6445a0efacb9a1bfe982fcfefd90c \
-    --hash=sha256:f95393b4d66bfae908c3ca8d169d5f79cd65636ae15b5e7a4f6e67af675adb0e \
-    --hash=sha256:fc38cba02d1acba4e2869eef1a57a43dfbd3d49a59bf90dda7444ec2be6a5570 \
-    --hash=sha256:fd0858c20f078a32cf55f7e81473d96dcf3b93fd2ccdb3d40fdf54b8573df3af \
-    --hash=sha256:fd138803047fb4c062b1c1dd95462f5209456bfab55c734458f15d11da288f8f \
-    --hash=sha256:fd2dbc472da1f772a4dae4fa24be938a6c544671a912e30529984dd80400cd88 \
-    --hash=sha256:fd6f30fdcf9ae2a70abd34da54f18da086160e4d7d9251f81f3da0ff84fc5a48 \
-    --hash=sha256:fe49d0a85038f36ba9e3ffafa1103e61170b28e95b16622e11be0a0ea07c6781
+propcache==0.5.2 \
+    --hash=sha256:01c4fc7480cd0598bb4b57022df55b9ca296da7fc5a8760bd8451a7e63a7d427 \
+    --hash=sha256:04dc2390d9edbbaef7461f33322555976ffddf0b650a038649d026358714e6c5 \
+    --hash=sha256:06187263ddad280d05b4d8a8b3bb7d164cbebd469236544a42e6d9b28ac6a4fa \
+    --hash=sha256:0958834041a0166d343b8d2cedcd8bcbaeb4fdbe0cf08320c5379f143c3be6e7 \
+    --hash=sha256:099aaf4b4d1a02265b92a977edf00b5c4f63b3b17ac6de39b0d637c9cac0188a \
+    --hash=sha256:0d2c9bf8528f135dbb805ce027567e09164f7efa51a2be07458a2c0420f292d0 \
+    --hash=sha256:0fd59b5af35f74da48d905dcbad55449ba13be91823cb05a9bd590bbf5b61660 \
+    --hash=sha256:10734b5484ea113152ee25a91dccedf81631791805d2c9ccb054958e51842c94 \
+    --hash=sha256:13fef48778b5a2a756523fdb781326b028ca75e32858b04f2cdd19f394564917 \
+    --hash=sha256:178b4a2cdaac1818e2bf1c5a99b94383fa73ea5382e032a48dec07dc5668dc42 \
+    --hash=sha256:196913dea116aeb5a2ba95af4ddcb7ea85559ae07d8eee8751688310d09168c3 \
+    --hash=sha256:1b31822f4474c4036bae62de9402710051d431a606d6a0f907fec79935a071aa \
+    --hash=sha256:1ca071adabaab6e9219924bbe00af821f1ee7de113a9eca1cdc292de3d120f4d \
+    --hash=sha256:1d1ad32d9d4355e2be65574fd0bfd3677e7066b009cd5b9b2dee8aa6a6393b33 \
+    --hash=sha256:1dbcf7675229b35d31abb6547d8ebc8c27a830ac3f9a794edff6254873ec7c0a \
+    --hash=sha256:2293949b855ce597f2826452d17c2d545fb5622379c4ea6fdf525e9b8e8a2511 \
+    --hash=sha256:26a4dca084132874e639895c3135dfad5eb20bae209f62d1aeb31b03e601c3c0 \
+    --hash=sha256:2800a4a8ead6b28cccd1ec54b59346f0def7922ee1c7598e8499c733cfbb7c84 \
+    --hash=sha256:29cbaac5ea0212663e6845e04b5e188d5a6ae6dd919810ac835bf1d3b42c3f4c \
+    --hash=sha256:29f9309a2e42b0d273be006fdb4be2d6c39a47f6f57d8fb1cf9f81481df81b66 \
+    --hash=sha256:2d7aa89ebca5acc98cba9d1472d976e394782f587bad6661003602a619fd1821 \
+    --hash=sha256:2f22cbbac9e26a8e864c0985ff1268d5d939d53d9d9411a9824279097e03a2cb \
+    --hash=sha256:2f8ea531c794b9d6274acd4e8d2c2ebcac590a4361d27482edd3010b79f1325e \
+    --hash=sha256:3115559b8effafd63b142ea5ed53d63a16ea6469cbc63dce4ee194b42db5d853 \
+    --hash=sha256:32775082acd2d807ee3db715c7770d38767b817870acfa08c29e057f3c4d5b56 \
+    --hash=sha256:3430bb2bfe1331885c427745a751e774ee679fd4344f80b97bf879815fe8fa55 \
+    --hash=sha256:3b199b9b2b3d6a7edf3183ba8a9a137a22b97f7df525feb5ae1eccf026d2a9c6 \
+    --hash=sha256:40314bca9ac559716fe374094fc81c11dcc34b64fd6c585360f5775690505704 \
+    --hash=sha256:44e488ef40dbb452700b2b1f8188934121f6648f52c295055662d2191959ff82 \
+    --hash=sha256:452b5065457eb9991ec5eb38ff41d6cd4c991c9ac7c531c4d5849ae473a9a13f \
+    --hash=sha256:45f11346f884bc47444f6e6647131055844134c3175b629f84952e2b5cd62b64 \
+    --hash=sha256:46088abff4cba581dea21ae0467a480526cb25aa5f3c269e909f800328bc3999 \
+    --hash=sha256:4621064bbf28fa77ff64dd5d94367c04684c67d3a5bf1dff25f0cd0d98a38f3b \
+    --hash=sha256:4bc8ff1feffc6a61c7002ffe84634c41b822e104990ae009f44a0834430070bb \
+    --hash=sha256:4db0ba63d693afd40d249bd93f842b5f144f8fcbb83de05660373bcf30517b1d \
+    --hash=sha256:51f96d685ab16e88cab128cd37a52c5da540809c8b879fa047731bfcb4ad35a4 \
+    --hash=sha256:54adaa85a22078d1e306304a40984dc5be99d599bf3dc0a24dc98f7daeab89ab \
+    --hash=sha256:552ffadf6ad409844bc5919c42a0a83d88314cedddaea0e41e80a8b8fffe881f \
+    --hash=sha256:5538d2c13d93e4698af7e092b57bc7298fd35d1d58e656ae18f23ee0d0378e03 \
+    --hash=sha256:5570dbcc97571c15f68068e529c92715a12f8d54030e272d264b377e22bd17a5 \
+    --hash=sha256:5671d09a36b06d0fd4a3da0fccbcae360e9b1570924171a15e9e0997f0249fba \
+    --hash=sha256:583c19759d9eec1e5b69e2fbef36a7d9c326041be9746cb822d335c8cedc2979 \
+    --hash=sha256:5aaa2b923c1944ac8febd6609cb373540a5563e7cbcb0fd770f75dace2eb817b \
+    --hash=sha256:5dbc581d2814337da56222fab8dc5f161cd798a434e49bac27930aaef798e144 \
+    --hash=sha256:5fcb98e7598b1ee0addab320d90f65b530297a867dbfe9de52ea838077e16e3d \
+    --hash=sha256:6041d31504dc1779d700e1edcfb08eea334b357620b06681a4eabb57a74e574e \
+    --hash=sha256:66ea454f095ddf5b6b14f56c064c0941c4788be11e18d2464cf643bf7203ff67 \
+    --hash=sha256:68ce1c44c7a813a7f71ea04315a8c7b330b63db99d059a797a4651bb6f69f117 \
+    --hash=sha256:6a997d0489e9668a384fcfd5061b857aa5361de73191cac204d04b889cfbbafa \
+    --hash=sha256:6bf3be92233808fcd338eba0fb4d0b59ec5772af4f4ecfcec450d1bfc0f8b5eb \
+    --hash=sha256:6de8bd93ddde9b992cf2b2e0d796d501a19026b5b9fd87356d7d0779531a8d96 \
+    --hash=sha256:6e7b8719005dd1175be4ab1cd25e9b98659a5e0347331506ec6760d2773a7fb5 \
+    --hash=sha256:6f328175a2cde1f0ff2c4ed8ce968b9dcfb55f3a7153f39e2957ed994da13476 \
+    --hash=sha256:72d61e16dd78228b58c5d47be830ff3da7e5f139abdf0aef9d86cde1c5cf2191 \
+    --hash=sha256:74b70780220e2dd89175ca24b81b68b67c83db499ae611e7f2313cb329801c78 \
+    --hash=sha256:79aa3ff0a9b566633b642fa9caf7e21ed1c13d6feca718187873f199e1514078 \
+    --hash=sha256:7afa37062e6650640e932e4cc9297d81f9f42d9944029cc386b8247dea4da837 \
+    --hash=sha256:80168e2ebe4d3ec6599d10ad8f520304ae1cad9b6c5a95372aef1b66b7bfb53a \
+    --hash=sha256:806719138ecd720339a12410fb9614ac9b2b2d3a5fdf8235d56981c36f4039ba \
+    --hash=sha256:8114f28879e0904748e831c3a7774261bd9e75f49be089f389a76f959dcd13fe \
+    --hash=sha256:81e3a30b0bb60caa22033dd0f8a3618d1d67356212514f62c57db75cb0ef410c \
+    --hash=sha256:823581fd5cb08b12a48bfa11fe962a7916766b6170c17b028fbdf762b85eb9bf \
+    --hash=sha256:85341b12b9d55bad0bded24cac341bb34289469e03a11f3f583ea1cc1db0326c \
+    --hash=sha256:857187f381f88c8e2fa2fe56ab94879d011b883d5a2ee5a1b60a8cd2a06846d9 \
+    --hash=sha256:8a90efd5777e996e42d568db9ac740b944d691e565cbfd31b2f7832f9184b2b8 \
+    --hash=sha256:8b73ab70f1a3351fbc71f663b3e645af6dd0329100c353081cf69c37433fc6fe \
+    --hash=sha256:8c7972d8f193740d9175f0998ab38717e6cd322d5935c5b0fef8c0d323fd9031 \
+    --hash=sha256:8e778ebd44ef4f66ed60a0416b06b489687db264a9c0b3620362f26489492913 \
+    --hash=sha256:9282fb1a3bccd038da9f768b927b24a0c753e466c086b7c4f3c6982851eefb2d \
+    --hash=sha256:949c91d1a990cf3b2e8188dfcfb25005e0b834a06c63fa4ef9f360878ce21ecf \
+    --hash=sha256:95f1e3f4760d404b13c9976c0229b2b49a3c8e2c62a9ce92efdd2b11ada75e3f \
+    --hash=sha256:97797ebb098e670a2f92dd66f32897e30d7615b14e7f59711de23e30a9072539 \
+    --hash=sha256:a0e399a2eccb91ed18721f86aa85757727400b6865c89e88934781deb9c8498b \
+    --hash=sha256:a473b3440261e0c60706e732b2ed2f517857344fc21bf48fdfe211e2d98eb285 \
+    --hash=sha256:a4840ab0ae0216d952f4b53dc6d0b992bfc2bedbfe360bdd9b548bc184c08959 \
+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.0 \
+    --hash=sha256:38e5696342835b08fc116f30a25665b29531cda9d5d5643e9b81fc312385abd9 \
+    --hash=sha256:a630604310899e73c59ec302e5765c058d412b2f090b9c79c8822589f14955b8
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
@@ -3508,6 +3932,7 @@ protobuf==4.25.9 \
     --hash=sha256:d49b615e7c935194ac161f0965699ac84df6112c378e05ec53da65d2e4cbb6d4
     # via
     #   feast (pyproject.toml)
+    #   databricks-sdk
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
@@ -3519,7 +3944,10 @@ protobuf==4.25.9 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   mypy-protobuf
+    #   opentelemetry-proto
     #   proto-plus
     #   pymilvus
     #   qdrant-client
@@ -3632,9 +4060,9 @@ psycopg-binary==3.2.5 \
     --hash=sha256:ee6d8f489a9b116ea8dc797664a50671585a4ca20573359f067858e1231cc217 \
     --hash=sha256:efb878d08dd49d7d9d18512e791b418a1171d08f935475eec98305f0886b7c14
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
 ptyprocess==0.7.0 \
     --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35 \
@@ -3717,6 +4145,7 @@ pyarrow==23.0.1 \
     #   deltalake
     #   google-cloud-bigquery
     #   ibis-framework
+    #   mlflow
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
@@ -3820,9 +4249,9 @@ pycryptodome==3.23.0 \
     --hash=sha256:e3f2d0aaf8080bda0587d58fc9fe4766e012441e2eed4269a77de6aea981c8be \
     --hash=sha256:eb8f24adb74984aa0e5d07a2368ad95276cf38051fe2dc6605cbcf482e04f2a7
     # via minio
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   dbt-artifacts-parser
@@ -3834,136 +4263,138 @@ pydantic==2.12.5 \
     #   fastapi-mcp
     #   great-expectations
     #   mcp
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   pydantic-settings
     #   qdrant-client
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
-    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
-    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
-    --hash=sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963 \
-    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
-    --hash=sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808 \
-    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
-    --hash=sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1 \
-    --hash=sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2 \
-    --hash=sha256:299e0a22e7ae2b85c1a57f104538b2656e8ab1873511fd718a1c1c6f149b77b5 \
-    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
-    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
-    --hash=sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b \
-    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
-    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
-    --hash=sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093 \
-    --hash=sha256:346285d28e4c8017da95144c7f3acd42740d637ff41946af5ce6e5e420502dd5 \
-    --hash=sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594 \
-    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
-    --hash=sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a \
-    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
-    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
-    --hash=sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284 \
-    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
-    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
-    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
-    --hash=sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f \
-    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
-    --hash=sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51 \
-    --hash=sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc \
-    --hash=sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97 \
-    --hash=sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a \
-    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
-    --hash=sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9 \
-    --hash=sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c \
-    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
-    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
-    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
-    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
-    --hash=sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e \
-    --hash=sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941 \
-    --hash=sha256:707625ef0983fcfb461acfaf14de2067c5942c6bb0f3b4c99158bed6fedd3cf3 \
-    --hash=sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612 \
-    --hash=sha256:753e230374206729bf0a807954bcc6c150d3743928a73faffee51ac6557a03c3 \
-    --hash=sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b \
-    --hash=sha256:76ee27c6e9c7f16f47db7a94157112a2f3a00e958bc626e2f4ee8bec5c328fbe \
-    --hash=sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146 \
-    --hash=sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11 \
-    --hash=sha256:7b93a4d08587e2b7e7882de461e82b6ed76d9026ce91ca7915e740ecc7855f60 \
-    --hash=sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd \
-    --hash=sha256:7f3bf998340c6d4b0c9a2f02d6a400e51f123b59565d74dc60d252ce888c260b \
-    --hash=sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c \
-    --hash=sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a \
-    --hash=sha256:873e0d5b4fb9b89ef7c2d2a963ea7d02879d9da0da8d9d4933dee8ee86a8b460 \
-    --hash=sha256:88942d3a3dff3afc8288c21e565e476fc278902ae4d6d134f1eeda118cc830b1 \
-    --hash=sha256:8bfeaf8735be79f225f3fefab7f941c712aaca36f1128c9d7e2352ee1aa87bdf \
-    --hash=sha256:8e7c86f27c585ef37c35e56a96363ab8de4e549a95512445b85c96d3e2f7c1bf \
-    --hash=sha256:915c3d10f81bec3a74fbd4faebe8391013ba61e5a1a8d48c4455b923bdda7858 \
-    --hash=sha256:93e8740d7503eb008aa2df04d3b9735f845d43ae845e6dcd2be0b55a2da43cd2 \
-    --hash=sha256:941103c9be18ac8daf7b7adca8228f8ed6bb7a1849020f643b3a14d15b1924d9 \
-    --hash=sha256:97aeba56665b4c3235a0e52b2c2f5ae9cd071b8a8310ad27bddb3f7fb30e9aa2 \
-    --hash=sha256:a39455728aabd58ceabb03c90e12f71fd30fa69615760a075b9fec596456ccc3 \
-    --hash=sha256:a3a52f6156e73e7ccb0f8cced536adccb7042be67cb45f9562e12b319c119da6 \
-    --hash=sha256:a668ce24de96165bb239160b3d854943128f4334822900534f2fe947930e5770 \
-    --hash=sha256:a75dafbf87d6276ddc5b2bf6fae5254e3d0876b626eb24969a574fff9149ee5d \
-    --hash=sha256:aabf5777b5c8ca26f7824cb4a120a740c9588ed58df9b2d196ce92fba42ff8dc \
-    --hash=sha256:aec5cf2fd867b4ff45b9959f8b20ea3993fc93e63c7363fe6851424c8a7e7c23 \
-    --hash=sha256:b2379fa7ed44ddecb5bfe4e48577d752db9fc10be00a6b7446e9663ba143de26 \
-    --hash=sha256:b4ececa40ac28afa90871c2cc2b9ffd2ff0bf749380fbdf57d165fd23da353aa \
-    --hash=sha256:b5819cd790dbf0c5eb9f82c73c16b39a65dd6dd4d1439dcdea7816ec9adddab8 \
-    --hash=sha256:b74557b16e390ec12dca509bce9264c3bbd128f8a2c376eaa68003d7f327276d \
-    --hash=sha256:b80aa5095cd3109962a298ce14110ae16b8c1aece8b72f9dafe81cf597ad80b3 \
-    --hash=sha256:b93590ae81f7010dbe380cdeab6f515902ebcbefe0b9327cc4804d74e93ae69d \
-    --hash=sha256:b96d5f26b05d03cc60f11a7761a5ded1741da411e7fe0909e27a5e6a0cb7b034 \
-    --hash=sha256:bd3d54f38609ff308209bd43acea66061494157703364ae40c951f83ba99a1a9 \
-    --hash=sha256:bfea2a5f0b4d8d43adf9d7b8bf019fb46fdd10a2e5cde477fbcb9d1fa08c68e1 \
-    --hash=sha256:c007fe8a43d43b3969e8469004e9845944f1a80e6acd47c150856bb87f230c56 \
-    --hash=sha256:c1df3d34aced70add6f867a8cf413e299177e0c22660cc767218373d0779487b \
-    --hash=sha256:c23e27686783f60290e36827f9c626e63154b82b116d7fe9adba1fda36da706c \
-    --hash=sha256:c8d8b4eb992936023be7dee581270af5c6e0697a8559895f527f5b7105ecd36a \
-    --hash=sha256:c9e19dd6e28fdcaa5a1de679aec4141f691023916427ef9bae8584f9c2fb3b0e \
-    --hash=sha256:d0d2568a8c11bf8225044aa94409e21da0cb09dcdafe9ecd10250b2baad531a9 \
-    --hash=sha256:d38548150c39b74aeeb0ce8ee1d8e82696f4a4e16ddc6de7b1d8823f7de4b9b5 \
-    --hash=sha256:d3a978c4f57a597908b7e697229d996d77a6d3c94901e9edee593adada95ce1a \
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-    --hash=sha256:e25c479382d26a2a41b7ebea1043564a937db462816ea07afa8a44c0866d52f9 \
-    --hash=sha256:e4f4a984405e91527a0d62649ee21138f8e3d0ef103be488c1dc11a80d7f184b \
-    --hash=sha256:e536c98a7626a98feb2d3eaf75944ef6f3dbee447e1f841eae16f2f0a72d8ddc \
-    --hash=sha256:e56ba91f47764cc14f1daacd723e3e82d1a89d783f0f5afe9c364b8bb491ccdb \
-    --hash=sha256:e672ba74fbc2dc8eea59fb6d4aed6845e6905fc2a8afe93175d94a83ba2a01a0 \
-    --hash=sha256:e7b576130c69225432866fe2f4a469a85a54ade141d96fd396dffcf607b558f8 \
-    --hash=sha256:e8465ab91a4bd96d36dde3263f06caa6a8a6019e4113f24dc753d79a8b3a3f82 \
-    --hash=sha256:e96cea19e34778f8d59fe40775a7a574d95816eb150850a85a7a4c8f4b94ac69 \
-    --hash=sha256:ece5c59f0ce7d001e017643d8d24da587ea1f74f6993467d85ae8a5ef9d4f42b \
-    --hash=sha256:eceb81a8d74f9267ef4081e246ffd6d129da5d87e37a77c9bde550cb04870c1c \
-    --hash=sha256:ed2e99c456e3fadd05c991f8f437ef902e00eedf34320ba2b0842bd1c3ca3a75 \
-    --hash=sha256:f0cd744688278965817fd0839c4a4116add48d23890d468bc436f78beb28abf5 \
-    --hash=sha256:f14f8f046c14563f8eb3f45f499cc658ab8d10072961e07225e507adb700e93f \
-    --hash=sha256:f15489ba13d61f670dcc96772e733aad1a6f9c429cc27574c6cdaed82d0146ad \
-    --hash=sha256:f31d95a179f8d64d90f6831d71fa93290893a33148d890ba15de25642c5d075b \
-    --hash=sha256:f41a7489d32336dbf2199c8c0a215390a751c5b014c2c1c5366e817202e9cdf7 \
-    --hash=sha256:f41eb9797986d6ebac5e8edff36d5cef9de40def462311b3eb3eeded1431e425 \
-    --hash=sha256:f547144f2966e1e16ae626d8ce72b4cfa0caedc7fa28052001c94fb2fcaa1c52
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
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+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
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+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
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+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
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+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.14.1 \
+    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
+    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
     # via
     #   docling
+    #   docling-core
     #   fastapi-mcp
     #   mcp
 pydata-google-auth==1.9.1 \
@@ -3996,6 +4427,79 @@ pymilvus==2.5.18 \
     --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
     --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
     # via feast (pyproject.toml)
+pymongo==4.17.0 \
+    --hash=sha256:0ff6bd2f735ab5356541e3e57d5b7dbfbc3f2ee1ccb10b6b0f82d58af69d1d8e \
+    --hash=sha256:1175563375d682260f613a96fb7a53dce746ed752bfd924eab61de3bc5bfde34 \
+    --hash=sha256:1195370a77baf003b59b10e91ecc4706297197f0dd9d29c840cc556dc08f7cee \
+    --hash=sha256:12c4fded3a9f1d6a687e36ebd384ac6d00b9b00de1969aa74048e7051ec2a713 \
+    --hash=sha256:15d3f3d732aecac1f8d481bde4029755615639bd3076f258a2147210aec8515a \
+    --hash=sha256:20323b0b1c1d33770ad1fc68d429c757734ce9ad3594421c3d6618f10572b1b9 \
+    --hash=sha256:2a0d5ac205728c86e0a02192f1aa5f865b0d7d51f8df6101c01a69a7fc620d72 \
+    --hash=sha256:2db66aa8dd253a0fc1fad3b0d23d5b3993f7ebde02fbbd7727128debf2853675 \
+    --hash=sha256:2e190827834fce70ecdf9d46796c6dbc0ce08ea87dc2ff5bc6f3f5579b605cb9 \
+    --hash=sha256:320b34457b20bbcc79997801f95d25ce00472915ca5241167242b42c4359e027 \
+    --hash=sha256:3689ea34f6b647c7d1e7bdc60fcfb214b2789ed1359a7fb96569c69f50e5f18f \
+    --hash=sha256:37a8385c29881b43eab31f584100fa0eaddedd5607adf010147ba1810118be90 \
+    --hash=sha256:3987e96e7c7be4083d42e8ac2cc6c0d5b78db9973c90fce42ae800b616ca6b20 \
+    --hash=sha256:4141e6c6a339789b2974efa00ecd9409101672d77a0e3ee2cc3839eedf8ec4df \
+    --hash=sha256:422fa50d7d7f5c22ea0953554396c9ef95684a2d775f860bd75a7b510538dfca \
+    --hash=sha256:47b021363cd923ace5edc7a1d63c0ff8a6d9d43859b8a1ba23645f5afae63221 \
+    --hash=sha256:485c8a8eaa4c739f00a331fc73757898ee7c092c214a79e63866ff76aaf282ff \
+    --hash=sha256:48bbc576677b50af043df870d84ded67cc3a9b4aa7553201beef4da5dc050a0a \
+    --hash=sha256:4ae22fafca69dd3c78261969e999782ac5fc23b76cf8cccfbc3707982a74cc3d \
+    --hash=sha256:50e8f8e23c6df7c6d6929f5e734980b227706e73ee847517c9ba5af90f7fc466 \
+    --hash=sha256:51e1915761f65f2aaabd0ba691a31d56551d3f19d1263c2d6bf261730603de5f \
+    --hash=sha256:5376ad67bb30ae910d83affcf997f706d9dee37e8b5dad8b6fedb0626e262d85 \
+    --hash=sha256:5960519b4d7168f1ecdd3ea10c81b2aedeb9423651aca953cfbc8e76705d3b38 \
+    --hash=sha256:5a5de048e6da5c18e27cc2437e8c15b3b0cdc8385c15b41178b0caa3322a09c2 \
+    --hash=sha256:5ab3b8ff79e0dfc49b68f3c925e8cc735ea95c60efaed84cfe75692dffcaac2a \
+    --hash=sha256:64837adbbd72073301af51bb0fc80e3d7707fe5527cea1033ba0320f0b2f881b \
+    --hash=sha256:6877214bff5f06f6884a9fc8d9016a4a7a5f51f537f5c51ac3a576f93e7dfb32 \
+    --hash=sha256:68fca71e05ee5da23a8d73cee8379dfb3d26e609a377cae731d742771ed96946 \
+    --hash=sha256:6c5f62862d0f87be481fa1fe8cb811994486773c94a2b61e509285e3f2890763 \
+    --hash=sha256:6fe0de9d0f6791abce3471230b32b4817bf89d27b1182b6a550e1ec0fa72aa9a \
+    --hash=sha256:70ffa08ba641468cc068cf46c06b34f01a8ce3489f6411309fcb5ceabe6b2fc0 \
+    --hash=sha256:757f2a4c0c2c46cab87df0333681ce69e86c9d5b45bc5203ceba5410b3489e59 \
+    --hash=sha256:75bc3aa5b94fdb7138d357ec6ca61cd97e0c79f4f7f0bd3efe9639b15cc50942 \
+    --hash=sha256:77aa4bc164b4de60d5db193b322f0f5b6ead716e831031bfdef8e8bd92205556 \
+    --hash=sha256:7db10678814cdf7ea39fd308c6f41395cfa7b29d904bcd7895288963d8f892ba \
+    --hash=sha256:809ec74de3b9148ae43fa8df9faf53470f511c8d384f13b99d6f671f2a379f15 \
+    --hash=sha256:8446ff4bfcb6ec2a2e50998c860986a1e992136f998b7f53e7a717fb8aa5a0b9 \
+    --hash=sha256:8a1be016198a03fd7727cdd55998964bfa4e5a6fd9733c8e95830628cef34d29 \
+    --hash=sha256:8e97e03fa13327c87e3fdc5656acd01e71817f0c1dc3221cd8f30de136bf4ec3 \
+    --hash=sha256:93641192644fa1ee0f34030e774fd31022a27ad11ba22cb1716142231524f8bd \
+    --hash=sha256:9543d8f84c2e5608565c08ac679774811e6730770d8a645439b073422a4276fb \
+    --hash=sha256:9828485f72f63c7d802e0ec41f71906f633c2692621ab3af55ca990186b091b1 \
+    --hash=sha256:9eb5d63a3c518cb0804ed678f5e2b875af032d89a7cf57a57360322cf6a4d222 \
+    --hash=sha256:a431b737816bf4cddd4fa0fcef04e424ad36b7692734a64150f872fb8f3208be \
+    --hash=sha256:a8f9c40a09bb7d4b9fc8b1da65ecf6efa79bda5cb2756f39d9b6940fac1d19ae \
+    --hash=sha256:addd0498ebbdc6354227f6ed457ed9fce442d48a3bb30d5b5bad33e104996561 \
+    --hash=sha256:b24598dc3c2feccbc83b43044be48145a0dc4f9bee49ef923e3d707d54a55d85 \
+    --hash=sha256:b2dfcc795f5b9fedbe179a11fdf6051581479d196582a3fe819a92a00e9b9969 \
+    --hash=sha256:b4384700cffc3f1dd98e088bc0072dedf6d7d68a230bb4b972665cf69c071c1e \
+    --hash=sha256:b93b22eedc62598cf5ee9d8c8007a8e9121c50fd88137012d8985500e9dc3151 \
+    --hash=sha256:ba2195d4f386f839a52a23ea1cfd60ffaaba78a3d7841db51b7e433001139918 \
+    --hash=sha256:bb3ebc86782049f6928dcc583008287cb1c17d463501c94a620f035f5b4fd463 \
+    --hash=sha256:bd835cdb37a1adec359dd072c24f8bb14809e2644fde86fab4ee2fc9719b9483 \
+    --hash=sha256:c2292144505fb12156b981bd440f3dc994a883da06ac726c0c8692ccdbc1c510 \
+    --hash=sha256:c4979e7e8887862bbb44d203f00cc8263a3f27237876fa691b6beba23e40e6d8 \
+    --hash=sha256:c5c8e180cb2cabe37300e1e36c60aa4f2ff956cc579f0142135a5d2cba252243 \
+    --hash=sha256:c797f8a80957134f6dd9690367a0f8f5906d672119af2c6aa55f0c527b656bed \
+    --hash=sha256:c9786665926a09630c5d420c79762cfadbff35a9438bcbc4c81a9fb5ab9228b7 \
+    --hash=sha256:cee36b3c0d0354f880fa7a7fdcdaf2bb5e542c2281e25c1bfadf8cfe21eba7d2 \
+    --hash=sha256:d53ffa94b2340dbf6b055e09a0090618c60482c158ecfc9565642fc996bf0944 \
+    --hash=sha256:df4a644af9ae132d4bfdb2e9516ea51a615fd881caddfbfbd071cf1354844479 \
+    --hash=sha256:dff3de1294fbbc1db0ba6b511f77b8e540601d092538a31312e99c8a91a78b1e \
+    --hash=sha256:e46767f28dea610e02edf6c5d956ce615c3c7790ea396660b9b1efd5c5ead2e0 \
+    --hash=sha256:e4fab10f8403169ce92f3cea921609d9ee81107306caae06c08f592d4b8ad2b5 \
+    --hash=sha256:e537e95514dae1aaa718f481ec03151a0f0394bcd05f1322896d8fc1330cb729 \
+    --hash=sha256:e68c76b84e0c132d9dbf9307f12ff8185702328187a87b9aca8c941303873433 \
+    --hash=sha256:e816db649ba5d7de0568cf3a9f287a9dc9aad21cf0ca667ab156a7ef47fca0b0 \
+    --hash=sha256:f09645e0ce4e3825fa0baa8254064a716ed0be33f78feeedd4731016cb8aaa17 \
+    --hash=sha256:f3ee3d241ed77a4fc99ce3cff3b289c3ebce37f61fdd7349d3592c23b82c8784 \
+    --hash=sha256:faf03e4c2aafd6de626dbd30ba246d369ae33f47f10629d1bbe40f72115027a6 \
+    --hash=sha256:ff5aa3f1c7e3f08eb0e7a016c91ba468b1850ccfd63d9b1f12f56350f4974cef
+    # via feast (pyproject.toml)
 pymssql==2.3.2 \
     --hash=sha256:06883bc9bdb297ae9132d9371b5b1a3a223c8f93dd6a87d1c112c6a688f26d53 \
     --hash=sha256:0768d90f96ae3267d7561d3bcfe94dd671d107489e870388b12570c3debbc552 \
@@ -4056,9 +4560,9 @@ pymssql==2.3.2 \
     --hash=sha256:fb8a7b197aaf466a7577ca6690aa9d747081b653ab212d052d71f3cc10587c3b \
     --hash=sha256:fdd774b26407babd0205ef85a098f90553e6b3da77a22322a1e7d2cb51f742c0
     # via feast (pyproject.toml)
-pymysql==1.1.2 \
-    --hash=sha256:4961d3e165614ae65014e361811a724e2044ad3ea3739de9903ae7c21f539f03 \
-    --hash=sha256:e6b1d89711dd51f8f74b1631fe08f039e7d76cf67a42a323d3178f0f25762ed9
+pymysql==1.1.3 \
+    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
+    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
     # via feast (pyproject.toml)
 pyodbc==5.3.0 \
     --hash=sha256:01166162149adf2b8a6dc21a212718f205cabbbdff4047dc0c415af3fd85867e \
@@ -4128,14 +4632,16 @@ pyodbc==5.3.0 \
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-pyopenssl==26.0.0 \
-    --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
-    --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
-    # via great-expectations
+    # via
+    #   great-expectations
+    #   matplotlib
 pypdfium2==4.30.0 \
     --hash=sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e \
     --hash=sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29 \
@@ -4211,112 +4717,146 @@ pytest-xdist==3.8.0 \
     --hash=sha256:202ca578cfeb7370784a8c33d6d05bc6e13b4f25b5053c30a152269fd10f0b88 \
     --hash=sha256:7e578125ec9bc6050861aa93f2d59f1d8d085595d6551c2c90b6f4fad8d3a9f1
     # via feast (pyproject.toml)
-python-bidi==0.6.7 \
-    --hash=sha256:01ff2fd676ef8351f32e820b2d3b61eac875a21702d2118263a2641b458e1996 \
-    --hash=sha256:05fe5971110013610f0db40505d0b204edc756e92eafac1372a464f8b9162b11 \
-    --hash=sha256:06650a164e63e94dc8a291cc9d415b4027cb1cce125bc9b02dac0f34d535ed47 \
-    --hash=sha256:0cb75e8a410166fd677d55095e505bf6a4773c066f51efbda72d302ebc56e79b \
-    --hash=sha256:0dbb4bbae212cca5bcf6e522fe8f572aff7d62544557734c2f810ded844d9eea \
-    --hash=sha256:0f86e447e94ae78db7d56e7da2124c435eaee4425c87d3d92aea271317811112 \
-    --hash=sha256:11c51579e01f768446a7e13a0059fea1530936a707abcbeaad9467a55cb16073 \
-    --hash=sha256:1395e236c71f11267860b53293a33b19b991b06e0f4ac61045b892e6a99d96f2 \
-    --hash=sha256:17572944e6d8fb616d111fc702c759da2bf7cedab85a3e4fa2af0c9eb95ed438 \
-    --hash=sha256:19737d217088ef27014f98eac1827c5913e6fb1dea96332ed84ede61791070d9 \
-    --hash=sha256:1ba28642928d1c8fdb18b0632fe931f156e888c646326a3ad8eb3e55ee904951 \
-    --hash=sha256:1c061207212cd1db27bf6140b96dcd0536246f1e13e99bb5d03f4632f8e2ad7f \
-    --hash=sha256:1c5fb99f774748de283fadf915106f130b74be1bade934b7f73a7a8488b95da1 \
-    --hash=sha256:1dd0a5ec0d8710905cebb4c9e5018aa8464395a33cb32a3a6c2a951bf1984fe5 \
-    --hash=sha256:24388c77cb00b8aa0f9c84beb7e3e523a3dac4f786ece64a1d8175a07b24da72 \
-    --hash=sha256:24a4a268289bbe80ad7da3064d7325f1571173859e8ad75d2f99075d5278b02b \
-    --hash=sha256:24afff65c581a5d6f658a9ec027d6719d19a1d8a4401000fdb22d2eeb677b8e3 \
-    --hash=sha256:257d6dd0e07221f1dc8720fa61158471f5aae30d5f89837c38a026386151c250 \
-    --hash=sha256:26a8fe0d532b966708fc5f8aea0602107fde4745a8a5ae961edd3cf02e807d07 \
-    --hash=sha256:2a93b0394cc684d64356b0475858c116f1e335ffbaba388db93bf47307deadfa \
-    --hash=sha256:2d28e2bdcadf5b6161bb4ee9313ce41eac746ba57e744168bf723a415a11af05 \
-    --hash=sha256:349b89c3110bd25aa56d79418239ca4785d4bcc7a596e63bb996a9696fc6a907 \
-    --hash=sha256:3a85275dfc24a96629da058c4c2fc93af6390aefe2f7cdde1500b6ac3fd40ca0 \
-    --hash=sha256:3b63d19f3f56ff7f99bce5ca9ef8c811dbf0f509d8e84c1bc06105ed26a49528 \
-    --hash=sha256:3b96744e4709f4445788a3645cea7ef8d7520ccd4fa8bbbfb3b650702e12c1e6 \
-    --hash=sha256:414004fe9cba33d288ff4a04e1c9afe6a737f440595d01b5bbed00d750296bbd \
-    --hash=sha256:4283f8b517411cc81b3c92d11998981fe54ac0d2300f4c58d803e0c071aba1ba \
-    --hash=sha256:4636d572b357ab9f313c5340915c1cf51e3e54dd069351e02b6b76577fd1a854 \
-    --hash=sha256:47deaada8949af3a790f2cd73b613f9bfa153b4c9450f91c44a60c3109a81f73 \
-    --hash=sha256:49639743f1230648fd4fb47547f8a48ada9c5ca1426b17ac08e3be607c65394c \
-    --hash=sha256:4c73cd980d45bb967799c7f0fc98ea93ae3d65b21ef2ba6abef6a057720bf483 \
-    --hash=sha256:4d84e70923392f8c9611f0fb6b341577346ef6224f3809b05f0ae1fbf8f17578 \
-    --hash=sha256:4ea928c31c7364098f853f122868f6f2155d6840661f7ea8b2ccfdf6084eb9f4 \
-    --hash=sha256:5013ba963e9da606c4c03958cc737ebd5f8b9b8404bd71ab0d580048c746f875 \
-    --hash=sha256:5debaab33562fdfc79ffdbd8d9c51cf07b8529de0e889d8cd145d78137aab21e \
-    --hash=sha256:5ebc19f24e65a1f5c472e26d88e78b9d316e293bc6f205f32de4c4e99276336e \
-    --hash=sha256:630cee960ba9e3016f95a8e6f725a621ddeff6fd287839f5693ccfab3f3a9b5c \
-    --hash=sha256:6323e943c7672b271ad9575a2232508f17e87e81a78d7d10d6e93040e210eddf \
-    --hash=sha256:6c051f2d28ca542092d01da8b5fe110fb6191ff58d298a54a93dc183bece63bf \
-    --hash=sha256:6c19ab378fefb1f09623f583fcfa12ed42369a998ddfbd39c40908397243c56b \
-    --hash=sha256:6df7be07af867ec1d121c92ea827efad4d77b25457c06eeab477b601e82b2340 \
-    --hash=sha256:6f9fa1257e075eeeed67d21f95e411036b7ca2b5c78f757d4ac66485c191720a \
-    --hash=sha256:7336a3c4ba4fc9e6741fbe60c6483266fe39e1f24830724dfce453471d11fa40 \
-    --hash=sha256:73a88dc333efc42281bd800d5182c8625c6e11d109fc183fe3d7a11d48ab1150 \
-    --hash=sha256:766d5f5a686eb99b53168a7bdfb338035931a609bdbbcb537cef9e050a86f359 \
-    --hash=sha256:77bb4cbadf4121db395189065c58c9dd5d1950257cc1983004e6df4a3e2f97ad \
-    --hash=sha256:77fea54c2379b93def4ed16db6390e1232e7b235679587295a23dd8b1925475f \
-    --hash=sha256:8047c33b85f7790474a1f488bef95689f049976a4e1c6f213a8d075d180a93e4 \
-    --hash=sha256:80e6fd06f6e4074d183cea73962c89cf76cb4f70c0ee403689f57a429ebde488 \
-    --hash=sha256:849a57d39feaf897955d0b19bbf4796bea53d1bcdf83b82e0a7b059167eb2049 \
-    --hash=sha256:8678c2272e7bd60a75f781409e900c9ddb9f01f55c625d83ae0d49dfc6a2674f \
-    --hash=sha256:8814db38fa317bebec8eb74b826bae7d0cb978a7eca30dfe4ecf60e61f06ee0b \
-    --hash=sha256:8860d67dc04dc530b8b4f588f38b7341a76f2ec44a45685a2d54e9dcffa5d15a \
-    --hash=sha256:898db0ea3e4aaa95b7fecba02a7560dfbf368f9d85053f2875f6d610c4d4ec2c \
-    --hash=sha256:8a17631e3e691eec4ae6a370f7b035cf0a5767f4457bd615d11728c23df72e43 \
-    --hash=sha256:8a18c61817f3210ba74ad5792c8a5048d9550ba233233a0a8fe35800350988f4 \
-    --hash=sha256:8d4e621caadfdbc73d36eabdb2f392da850d28c58b020738411d09dda6208509 \
-    --hash=sha256:94dbfd6a6ec0ae64b5262290bf014d6063f9ac8688bda9ec668dc175378d2c80 \
-    --hash=sha256:95867a07c5dee0ea2340fe1d0e4f6d9f5c5687d473193b6ee6f86fa44aac45d1 \
-    --hash=sha256:95c9de7ebc55ffb777548f2ecaf4b96b0fa0c92f42bf4d897b9f4cd164ec7394 \
-    --hash=sha256:9adeec7cab0f2c2c291bd7faf9fa3fa233365fd0bf1c1c27a6ddd6cc563d4b32 \
-    --hash=sha256:9c463ae15e94b1c6a8a50bd671d6166b0b0d779fd1e56cbf46d8a4a84c9aa2d0 \
-    --hash=sha256:9d9de35eb5987da27dd81e371c52142dd8e924bd61c1006003071ea05a735587 \
-    --hash=sha256:a2eb8fca918c7381531035c3aae31c29a1c1300ab8a63cad1ec3a71331096c78 \
-    --hash=sha256:a4319f478ab1b90bbbe9921606ecb7baa0ebf0b332e821d41c3abdf1a30f0c35 \
-    --hash=sha256:a507fe6928a27a308e04ebf2065719b7850d1bf9ff1924f4e601ef77758812bd \
-    --hash=sha256:a8892a7da0f617135fe9c92dc7070d13a0f96ab3081f9db7ff5b172a3905bd78 \
-    --hash=sha256:a99d898ad1a399d9c8cab5561b3667fd24f4385820ac90c3340aa637aa5adfc9 \
-    --hash=sha256:aa4136f8ccb9a8cd32befd1b3882c2597e6791e64e8b3cf3129c55549b5de62f \
-    --hash=sha256:ab2a5177522b62426db897b655a02f574e27d9735bbeb6da41bc981b771df636 \
-    --hash=sha256:ab806fd026bfd48bade5e21e06d0d799cbfad32f236989ff6f37db03a5fbe34f \
-    --hash=sha256:ad5f0847da00687f52d2b81828e8d887bdea9eb8686a9841024ea7a0e153028e \
-    --hash=sha256:b0bee27fb596a0f518369c275a965d0448c39a0730e53a030b311bb10562d4d5 \
-    --hash=sha256:b31d66b62736b8514982a24a7dedcf8c062b27a8e9b51e52d7a5899045a45fe1 \
-    --hash=sha256:b38ddfab41d10e780edb431edc30aec89bee4ce43d718e3896e99f33dae5c1d3 \
-    --hash=sha256:be1bdbd52145dfe46880d8bb56eacc25aa75c3bb075fa103de7974295eb2811f \
-    --hash=sha256:c10065081c0e137975de5d9ba2ff2306286dbf5e0c586d4d5aec87c856239b41 \
-    --hash=sha256:c11c62a3cdb9d1426b1536de9e3446cb09c7d025bd4df125275cae221f214899 \
-    --hash=sha256:c3777ae3e088e94df854fbcbd8d59f9239b74aac036cb6bbd19f8035c8e42478 \
-    --hash=sha256:c3d93171dd65b36eca5367acf19eef82c79b4df557cb4bd0daf323b7a27f2d3b \
-    --hash=sha256:c9a679b24f5c6f366a0dec75745e1abeae2f597f033d0d54c74cbe62e7e6ae28 \
-    --hash=sha256:caa71c723f512f8d859fa239573086e16f38ffc426b5b2f7dab5d40fdb356c80 \
-    --hash=sha256:ce86d9dfc6b409ad16556384244572bb3cbefa2ca0f0eab7fba0ff2112b2f068 \
-    --hash=sha256:d4cd82e65b5aeb31bd73534e61ece1cab625f4bcbdc13bc4ddc5f8cbfb37c24a \
-    --hash=sha256:d524a4ba765bae9b950706472a77a887a525ed21144fe4b41f6190f6e57caa2c \
-    --hash=sha256:d7310312a68fdb1a8249cf114acb5435aa6b6a958b15810f053c1df5f98476e4 \
-    --hash=sha256:d8274ff02d447cca026ba00f56070ba15f95e184b2d028ee0e4b6c9813d2aaf9 \
-    --hash=sha256:d879be7fb5296409e18731c7ba666d56ecd45b816b2c9eb35138aa1d7777aeb5 \
-    --hash=sha256:d87ed09e5c9b6d2648e8856a4e556147b9d3cd4d63905fa664dd6706bc414256 \
-    --hash=sha256:dde1c3f3edb1f0095dcbf79cf8a0bb768f9539e809d0ad010d78200eea97d42a \
-    --hash=sha256:df5e9db9539d70426f5d20c7ebb6f7b33da5fbd40620e11261fe3fba7e177145 \
-    --hash=sha256:e7cad66317f12f0fd755fe41ee7c6b06531d2189a9048a8f37addb5109f7e3e3 \
-    --hash=sha256:ec1694134961b71ac05241ac989b49ccf08e232b5834d5fc46f8a7c3bb1c13a9 \
-    --hash=sha256:ec985386bc3cd54155f2ef0434fccbfd743617ed6fc1a84dae2ab1de6062e0c6 \
-    --hash=sha256:ef9d103706560c15fecaf7d3cff939e0f68ce5763cf0e64d0e4e5d37f9bdd2d1 \
-    --hash=sha256:f1350033431d75be749273236dcfc808e54404cd6ece6204cdb1bc4ccc163455 \
-    --hash=sha256:f1fe71c203f66bc169a393964d5702f9251cfd4d70279cb6453fdd42bd2e675f \
-    --hash=sha256:f24189dc3aea3a0a94391a047076e1014306b39ba17d7a38ebab510553cd1a97 \
-    --hash=sha256:f57726b5a90d818625e6996f5116971b7a4ceb888832337d0e2cf43d1c362a90 \
-    --hash=sha256:f7c055a50d068b3a924bd33a327646346839f55bcb762a26ec3fde8ea5d40564 \
-    --hash=sha256:f7e5072269c34a1b719910ee4decf13b288159fb320f18aba3885f6b6aab7753 \
-    --hash=sha256:f7e507e1e798ebca77ddc9774fd405107833315ad802cfdaa1ab07b6d9154fc8 \
-    --hash=sha256:fbbffb948a32f9783d1a28bc0c53616f0a76736ed1e7c1d62e3e99a8dfaab869 \
-    --hash=sha256:fd87d112eda1f0528074e1f7c0312881816cb75854133021124269a27c6c48dc \
-    --hash=sha256:ff06e4aa781aa4f68fbfaf1e727fe221fa1c552fef8ae70b6d2a0178e1f229ad
+python-bidi==0.6.10 \
+    --hash=sha256:00e8f3504e63a7713bdc1367b3de46270ddc76551f1cf04510039d65a123fd53 \
+    --hash=sha256:038d29ba39a638a5aa904e3f86547f6f883ca16b3ea1db98fbc861e9644762fe \
+    --hash=sha256:0533a900b9b9fa94e1c906e8cdb15b579389ce3fa959af228a12e8527aaba8cc \
+    --hash=sha256:0675bdaceac9e2bd8ea99729d064435d1d1502e1875b87ed72ad93a8da153ff0 \
+    --hash=sha256:07de0d6b998184233e8f753cbff5e828e0204b38daa3deaa458af6cb53c0960d \
+    --hash=sha256:099b82f05557c1588973cceab0ebd2535800990850b4cbf8eae57682ef746a16 \
+    --hash=sha256:099c3c29d813e263e999205ec9d59658c519c3bc51256e8ab3761ff3dc46a1b3 \
+    --hash=sha256:09c90aca4713ed86422acfbaf90d8c5c9f64cbae02e737e7f82f13cd2ff4f34c \
+    --hash=sha256:09d70ad127cbcb9cc5e90c4f2f427d998450374870f305345a8c23338a0bca55 \
+    --hash=sha256:0c63bf9de0646eb7cf8d520e258701e5086c010e18cbc32e8ab884e29d5ff12f \
+    --hash=sha256:0e404d7e027bd47553e48d9e3f207f3ee255698cac1fa80380d4703d4397ffe5 \
+    --hash=sha256:0ef816ef2a04ce92108cdcc61c7710860e0f2b11906d493e14c6e5b403b09a01 \
+    --hash=sha256:0f1c310774819302fba49b0608126033ba4b2bd0fb01d23b2c232df6d31003a4 \
+    --hash=sha256:0f6a5c7b00ce285a3389e261db3f0477c2c3e893b352e65889410d995ff5ee13 \
+    --hash=sha256:15298befde960a80885729c3603a95058f611b7d71de645cfbdd875f98146e14 \
+    --hash=sha256:153a2f75648ceb583a09e66b4da99ec54b82e3226e5c0992f79e05d2d00d5a6e \
+    --hash=sha256:1552aad47e65e8458346307e8b3fe7ae8eb0fcf3ea4ce3aba5cf44c50117e30b \
+    --hash=sha256:15f0deadc4e8bf4d5458d62c4c94f7716c1d29f106751f2d9f5a478698465df0 \
+    --hash=sha256:19c06c20f47f4a3daad14b5e7c2b4e23e76f4277883ef43616ecd9a8eff73203 \
+    --hash=sha256:1a156226a8723942b50ffa210d1840688da158c185e3d0840743345003249875 \
+    --hash=sha256:1d7714b96ab30df31337f5d100bf71ebe637976e2464761c81ab05787c4bacff \
+    --hash=sha256:22f51e0e5c64e18f5f9b6ac2d01fcbbecdfa6a2d571ae71323d3051d0635b9c6 \
+    --hash=sha256:2371afc3f50da896212b2d1ea7f461134ef292e1737c87d7547dd0384c092388 \
+    --hash=sha256:2598937e05401111ade68cd6e2212fa556fe8cc401b541d19dcd039496a0cfdd \
+    --hash=sha256:27fc502f2e368ffcedb97b674956f8306573f43cd0204e2ed9fbe7f41d116a7b \
+    --hash=sha256:29a476af5efbe7fedfb53c8d05d1447e4f4149da8d88fa0643716a374b6abf27 \
+    --hash=sha256:2a2013623ea8713e4bc712922d37449a4a86a504275b42447e1d2f22eb565f9d \
+    --hash=sha256:322bea01cd3f9c1cc153ea4ca3b8f82d27efe5ae8c4bd81cc981420e25490bd4 \
+    --hash=sha256:327e570f10443995d3697e8096bc337970dfc32cd5339759fa4e87093cf5cdf9 \
+    --hash=sha256:32c6075f2b44c1b3d01e7d0c8a5bb519bdbbc832bee2d4b01a06908117d3b050 \
+    --hash=sha256:32eb932af02b2dec7d3043daed84a80e34a3f46327a7cacf6a813773369fceb8 \
+    --hash=sha256:341d75c8b0e107bd5188e30a8a340ec5e1a26066f21de3c761b53fde54e6cd7d \
+    --hash=sha256:3a2fcfc6be1917695cd6f7c9626481aa81ade7e3ef3f79c0f7a286edf68e4463 \
+    --hash=sha256:3a485820e499c74332929eb9fe9246cec92fd4e6b8c2abde03e8d8f0fea00728 \
+    --hash=sha256:3d0c48305c58a5ed0017500dbeedbfc62fc8b9cd552d582ea578a10f77eed1c1 \
+    --hash=sha256:3ebbf3915c39ed8d0095e3672ed4f824dfe9544e950a273513956b147528a18b \
+    --hash=sha256:3ff3bc2221d8c32427cf90999b60ee9bd5e31e2e0b7f54b63ad54a05912725b8 \
+    --hash=sha256:441d931609adfb2d213892e2da0326a5c5048f05e36497d5e37087b97a3287dd \
+    --hash=sha256:446f1cd15783b14a280fc6c8e8931afa3f4ec1edc0b341b82cfca1537886cf28 \
+    --hash=sha256:44caa945d27b7634bb4fdfe8fbeaa27b33fb12b66418e326e5a491d235b5c61b \
+    --hash=sha256:44e21c6dc51b88ede76aafe730a208ef5a23cf7275d30d7870ff46e3a6ad4314 \
+    --hash=sha256:44e6566093397def4e72f85e47d246d442838c497e6be3b14be0bca7d9761a50 \
+    --hash=sha256:452a7ff78909edef965d1f2dc87e8cf04e6d4234771eef9b876688fdd821ab1d \
+    --hash=sha256:473e718a86e5a9290ee240cf0cf49093ec0ca841d709f0fef191b7f5ea4e8b3b \
+    --hash=sha256:48af3fc3bee49c3be03bbd47b503dc794474c52db249c57d230a4616cf13cf52 \
+    --hash=sha256:4ed6794f07fcb4374e74a1a973350c5997c2088ba6143a8fedb533010f379502 \
+    --hash=sha256:5040b6595e6a9d1cbca5fc2298684994cc5f1036ff2015eaf30063f015f31540 \
+    --hash=sha256:5899a244bc0b60d71ae80dcf0dfad16c72e742857c13c0d040d1c975bb758983 \
+    --hash=sha256:5d11a3eb283fbde362c4b1faa32a4053413a83aa6abc2274827e1f03c89f53f4 \
+    --hash=sha256:5e4752fc7228a2d70b69dc81fe4bbe602eca44a520b3d7ff46b50fb2b68d435e \
+    --hash=sha256:5f3febf9b547b3b237429fb8c214ff8faa50972c6de0fc0fbaf060fc29e4696d \
+    --hash=sha256:5fdea42e1356d428cdc1771e3468327cf776da51c44a8ced855b67b02809ea56 \
+    --hash=sha256:6054e1b9920a917749fb4e7547b378e0647c25095c012a2a7c184493b9204ef1 \
+    --hash=sha256:644d068e01071c7af565a70269f8c93f6434c031df2b1428625ed8f6040b94b4 \
+    --hash=sha256:64d4adc41eb79de0561874bbbe74e8f7974b3bb947070d0edd73d388c98e1234 \
+    --hash=sha256:6a75d9ab145003094475bc955120b4577d70f34ee02f0b69696d7f216b513479 \
+    --hash=sha256:6c5be3141bf22d2908d6269e613c2bc3824db0f31560a61b95be75d224812c67 \
+    --hash=sha256:6e2b535558cad96805b58695353a628471e455f4f30e346d1d0a10468c991d0e \
+    --hash=sha256:704c76e64aa0f7c0d4b8dff04ce9e8fb38314bddd1426985856e2533e66d7d21 \
+    --hash=sha256:732ad1ebff85d4669152ec8c0bbeebdf945a3460e26ae852a30d39d93765765c \
+    --hash=sha256:73bc12f9599cf1dbc39e3792abaa8fc62656cff30340308c3341583631ea5fcc \
+    --hash=sha256:78248580e38051ba799076bffa5d0498d2550a4fa6d2ec733c38e4ec5a2d8039 \
+    --hash=sha256:7965b1c468b986a1bbb9fd3ba8641b51f4f93352cefc83eec851fdf15850019f \
+    --hash=sha256:79ba6f914436c674cb0a25d4e1356e54b3b788ccd1498e1b130edd6ba1ad2f8e \
+    --hash=sha256:7a3f20dca786d493c1383273992ca87ff78942456898b136e2973a682dad73ae \
+    --hash=sha256:7a5452fda554628660eb4c1c4da6187986c5497f34fbeb07f920c867b6daa943 \
+    --hash=sha256:7ae97eed360514e229b0c407095a4184d8a0e6383bc87962972ae27f6ecb96e6 \
+    --hash=sha256:8012aed843d01a96fbd5c2fe4d8062696f8720d38990d68eaf871aa692652e98 \
+    --hash=sha256:81b27ffd3e40e2d8f274e1acbf5967873e53d6f32bf677899e0d8421170703da \
+    --hash=sha256:82897bacfd8fc2fb1157b1828a011af954c24b1dc25adb2aec33fdbcacd3935f \
+    --hash=sha256:84f6975f51d2af2e9b474669f26673486899138ea985f9967db4f6ab9a431b95 \
+    --hash=sha256:86dea78bc3953853afb701b7bf3531f062e7aa7d0a4bdb1a59f496200967bbf7 \
+    --hash=sha256:8af0d7059829d43e5b9e4072103f09d3869d3da9fc6db66b51e93da0ed0b1161 \
+    --hash=sha256:8f95878c574eb603942561ad76d09ed8b05e2ffd46917b32f15bb83878f7f40e \
+    --hash=sha256:903b8e4ea0fed7d453e7e437d41ba0357be55572a108f8d6110ab74cbe3b2bb0 \
+    --hash=sha256:916688bcee55ce613879751a27b25977f75403c681e6d110cdf301edb48027a1 \
+    --hash=sha256:929c705687f506fed02aa1fbd6781fb310203d7a20420dd7f106cd87fe1d01c5 \
+    --hash=sha256:9545c3cd8238a79ab7e0ff7b27326bef3439001207984ea47fa3be31551d364e \
+    --hash=sha256:97692e9fb3271a637f18d728d5db4ff729c82ae25356e35d371fada2fe0ff006 \
+    --hash=sha256:9c2ae7649b77a4354b6db6423c495bd57ac5727d62266dfe98254896eb573b25 \
+    --hash=sha256:a06a6e54a95b5c5864e117af2479113bb367660b0d95295b4adf314b3dff77af \
+    --hash=sha256:a0df4cb0fe94de7565c3fc875888431ef774d643f00b030bd041fdebbdcd189b \
+    --hash=sha256:a2e1da56d841ae506c49df41e16893428b96d3c8c255f096b1aa83c512302c94 \
+    --hash=sha256:a50b1ce6c5a2aaa4febbd72cf030ec7d9bd63a063977850e484fb4a7983f7eaf \
+    --hash=sha256:a51922e22ab237431c3d5505b2511732748f936349ab65d0c1a4a13e224144fc \
+    --hash=sha256:a5aac3c9648872dcf11543751e2a8970ab0e8e3192fdf83ed507838917f50d70 \
+    --hash=sha256:a7853e894f723675489ac49aa4b52dc8eac87d7a67b5940631c8c9d2aab46f90 \
+    --hash=sha256:a7871f1226a062c641c500f81f05c2c00274c23de26707d747ce16ede43a6fdb \
+    --hash=sha256:a84f26e55770a9326cedf79c005c2e7f9c13da9e0cbb65bc36890382a793bda9 \
+    --hash=sha256:a9b83026c2907ad207eff37d5d302ecdd20441ba87d89401a79fa4b9af11f24d \
+    --hash=sha256:afd28c86da0968996595b3dcc1166b24367954d69242c186c0916721fe36274d \
+    --hash=sha256:b048ba7ec56dfd0eb37bee34d395771d1ce444fd7a32c6e8ddd3bfc92090a1d8 \
+    --hash=sha256:b0c77d935abdd7e3bee0f9b8a7d0ae8a7c230e5aca3a7b9948576b2e151c9985 \
+    --hash=sha256:b223d1f5493530777475fc40e4a47b6854a5ac56ea3211196d7a91809fa565f3 \
+    --hash=sha256:b35b3c7e2c91f67dbf49de4513adf80ee052b06f15dcb9e7e5c6cd6f37373114 \
+    --hash=sha256:b35ff4e825c4ad912a30909f2922eddd684c84bffc48e713c8bf22a4f3d7794f \
+    --hash=sha256:b45368872b3770b20d101a87364ffeec5c0cf02d8aaee1834c30167fe29ddaaa \
+    --hash=sha256:b47233bf36749ab63561ece99b8b32684043558415f1e4ca6c540f1793fa12f3 \
+    --hash=sha256:b497a46082c3b0e0f9a2571d573e745686ed1a6f7a9c631ebe2b9d6f55ecc87a \
+    --hash=sha256:b528e71c3f4b867e207418ea4ed465a111306ac6c2838bf75ff1e465c74ea933 \
+    --hash=sha256:b5c66316296044bcdda0fa37296322973c73b708eac737565d5bbc2f6fd51037 \
+    --hash=sha256:b6bbca74b7d39d4f259c0eebb6d62fd970999c0beae553db7232319d151fa533 \
+    --hash=sha256:b6ff61cd6e3a60ae9bd559aa5ab5a7018e8d26067e7f80ca0ac30e08c76bf983 \
+    --hash=sha256:b97376c559d90d80976a2b3c2d1f7699b6e3ae69ffd2bfdefaacf1eb4bc45f8e \
+    --hash=sha256:bca06cdbd6d90a939af253ddeed232e7e122a1e027942c2ebd431307e6471be6 \
+    --hash=sha256:bd1247b5138e23824b62f96aa03f1d45084dee6c76c46019784546cc432a85ee \
+    --hash=sha256:c1726465626bcad9518ff878be9edb6897b42d57c1bfb9e4a00ffd4000980c48 \
+    --hash=sha256:c267e531392cbdd900e46796d410dda380c7b311434bf5090ee261bb05650bcc \
+    --hash=sha256:c2960742693ee19663bc448328b6b7035f6ae4ad28f57379568d22180911c7d5 \
+    --hash=sha256:c55787b0274b1e06530817fe6d375a5443a0e32d5ee55071244fe5af3483fcbc \
+    --hash=sha256:c5fb03df1d641d19cec53ee9eb5b89f659d0087d03ae94f06e78e2663824d013 \
+    --hash=sha256:c7aa354a62e727b592cfa181a5d435d9a946aba4dd2349bb18fc52c869d470f1 \
+    --hash=sha256:c7b849fa2ed07cb59ed5e76d3cf0e3527b7d7bfa2e70d4fcb6df048a9c9177ee \
+    --hash=sha256:cac7477518b8cfd53e78527a873be7de5a69183397124f7ebcae295cc39187c1 \
+    --hash=sha256:cdc2933960f9b1b160551ff4a0cc543ec3866550ad13f35f1881c22f08b5ad82 \
+    --hash=sha256:ce576c6e9a548e09c853e47cb88a95bb29363586c6ec7778ead517e61449b275 \
+    --hash=sha256:d698d1354d7e30d3a3fbfb91b7b6c904e13875b4ed2dc40c726ca23d82b5089a \
+    --hash=sha256:d6ec69bd053def14e4538b15dcd28bc9528c820b644687c0d38afc38e81fe8e8 \
+    --hash=sha256:d717dc455632ab75284969106c4f40cc1533709f852c50d6db643b20e903b23d \
+    --hash=sha256:d7d9b2602cccbb92fc6a8b8ab2b1f0f03c77c126e089f22f7747b19499cb3e1d \
+    --hash=sha256:de06759a2b223599a98a200b01b9fdafec7e346b513ce6a31632f7089234eca3 \
+    --hash=sha256:de7f4782b4381ae5b0dfa36ce1e4b0a925ccecd4f52330fcc50bcd73430b99fd \
+    --hash=sha256:df0a3aa46c78e56ebed8c5be33da34c0408d4114c6b782103208fecbd3b6cac0 \
+    --hash=sha256:e0fe5c41dac834dfbf1f93f29438393fef13ce250e699d67d2c066da6a0eb8af \
+    --hash=sha256:e13dc08bcf7ef257d0635400e3377d3a776ec57ea25e985e903b00bf5ea06911 \
+    --hash=sha256:e2e81871fa3353376a35260bf0313e631624eac6997d8fa4d60f38beee3f633f \
+    --hash=sha256:e4871a8955ba6c4d80eaffc0f44af6ab724a99f4ec2ad6499243fe542027494f \
+    --hash=sha256:e65f8b3029e64af05323cc630550b27649d8b1b612387c2e88411ae32c6a5b59 \
+    --hash=sha256:e75704f210e8fbcfbe9546f33d4ef86ff9932830d74726108b45dad72d5c1b55 \
+    --hash=sha256:e7f1fa876d3b7c09c1c6be627338502e78d3cc6e9b21ea94f8eeec6ad4157afa \
+    --hash=sha256:edec736cfe6b5421e6c0fbf3e4fc70b5db30263d22e070526c7c540f5895f9fb \
+    --hash=sha256:f3386c4370515f7acb3372ca49b4bd6652b65c381f50e772b5de96da7df2dbad \
+    --hash=sha256:f53dbcc5b1ab75ee593f9ccdd474f9091e21b2051ade79db9930540188f3c9e3 \
+    --hash=sha256:f6dad7fe7f004900a45b04ab2ef51dd11a46c7be4b182c2e533810435e197249 \
+    --hash=sha256:f6e8fca537eb348409549b75f8721fe911cc001124cc7cbfa1a4722e641584c3 \
+    --hash=sha256:f6fb6b3fef1b611841f50688c46d722ad5bd9bb5b9beec9d7c51885519f6026c \
+    --hash=sha256:fc012f8738e21462b8b173278ef9278a822373a64f558ac1bfa36eceb56296df \
+    --hash=sha256:fedf838627e262a5a3b9312a144582e7c81ff3be986a3b0ecd51b9d904747c0b \
+    --hash=sha256:ff693056db843b5e4de6d8e50b4847c116481406492d10517dfe4d7c573c8f82
     # via easyocr
 python-dateutil==2.9.0 \
     --hash=sha256:78e73e19c63f5b20ffa567001531680d939dc042bf7850431877645523c66709 \
@@ -4328,10 +4868,12 @@ python-dateutil==2.9.0 \
     #   botocore
     #   elasticsearch
     #   google-cloud-bigquery
+    #   graphene
     #   great-expectations
     #   ibis-framework
     #   jupyter-client
     #   kubernetes
+    #   matplotlib
     #   moto
     #   openlineage-python
     #   pandas
@@ -4344,6 +4886,7 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via
+    #   mlflow-skinny
     #   pydantic-settings
     #   pymilvus
     #   testcontainers
@@ -4356,19 +4899,18 @@ python-keycloak==4.2.2 \
     --hash=sha256:1d43a1accd4a038ed39317fcb3eb78211df6c75bbcbc4c482c99ee76327136f2 \
     --hash=sha256:5137fd87c69031a372a578df96bae96b9aead2c9dad976613bc978e9e0246a1e
     # via feast (pyproject.toml)
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.29 \
+    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
+    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
     # via mcp
 python-pptx==1.0.2 \
     --hash=sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba \
     --hash=sha256:479a8af0eaf0f0d76b6f00b0887732874ad2e3188230315290cd1f9dd9cc7095
     # via docling
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via
-    #   clickhouse-connect
     #   great-expectations
     #   pandas
     #   snowflake-connector-python
@@ -4457,6 +4999,7 @@ pyyaml==6.0.3 \
     #   huggingface-hub
     #   jupyter-events
     #   kubernetes
+    #   mlflow-skinny
     #   openlineage-python
     #   pre-commit
     #   ray
@@ -4561,30 +5104,33 @@ pyzmq==27.1.0 \
     #   ipykernel
     #   jupyter-client
     #   jupyter-server
-qdrant-client==1.17.1 \
-    --hash=sha256:22f990bbd63485ed97ba551a4c498181fcb723f71dcab5d6e4e43fe1050a2bc0 \
-    --hash=sha256:6cda4064adfeaf211c751f3fbc00edbbdb499850918c7aff4855a9a759d56cbd
+qdrant-client==1.18.0 \
+    --hash=sha256:093aa8cf8a420ee3ad2a68b007e1378d7992b2600e0b53c193fc172674f659cd \
+    --hash=sha256:52e8ece1a7d40519801bf0b70713bfa0f6b7ae28c7275bbe0b0286fbed7f6db4
     # via feast (pyproject.toml)
-ray==2.54.1 \
-    --hash=sha256:054985194bd32f4464c93f9318d247fac61e1f32ac221565ecfdc81ab8c75d0b \
-    --hash=sha256:0c3ae2943176e7b239c78b825a5b2bf4135d90280083a0e19c0a75a5db4d836f \
-    --hash=sha256:2766f0230806480c38a9a94502087f1d4aea919f38521a28781690613b0290a4 \
-    --hash=sha256:2ea650e648acc6e76edd98c694657fd1fcb1cd97700d944a7d20da90269e9810 \
-    --hash=sha256:4c6f7e23dda62a32f94083141c3f97e9c4246e3ae4ae2bc488bcd8fd0311f54a \
-    --hash=sha256:512587412e2f5e1753adabfdfa4dd9cff1dc509601e36fd5fab671e448ae4dac \
-    --hash=sha256:6425f15cfe6a298366b53c8658350f94ced2c548802ca3b69f94b87db16e97c5 \
-    --hash=sha256:645ebfb73cfd32bd510a05ed9f2738a18d6db69929cae9701d749f2740dbfd9a \
-    --hash=sha256:673a895c0c4a716ed772552baa3f5b8d7d1f7a4b34e04787fdfe6fe3049ed0d8 \
-    --hash=sha256:86c51eafd3e84dad59c1ef4cf97b3ac8c088af0705782ee915e31bca5880597a \
-    --hash=sha256:c0240496af274af7cd3b1b1d015f23b88e5fdafe59bfdc040e5f229e0aff5dff \
-    --hash=sha256:cd452b61ae2e0daf9271f5a554614397429cc2731681bae10fe72316dadc2749 \
-    --hash=sha256:d05f477d1518a00fd5880644e889a7a3eaf64ae5d1f8f239a682d052ad2a383d \
-    --hash=sha256:e095dfe9c521a04e5930520b4a82ea82d61903d4cd2f3270fbc5dfbdb41b9c72 \
-    --hash=sha256:ea90bed0110e0ce3ff6571e7a0c800920a3c6d299d29b8eac020dac362667169
+ray==2.55.1 \
+    --hash=sha256:0053fd5b400f7ac56263aa1bbd3d68fb79341b08b8dc697c88782d5aca7b3ed4 \
+    --hash=sha256:0ea2f670a7725833ad2333a8c46ab69865ad06c8e5de9f65695e0f8f35331cec \
+    --hash=sha256:137f9006eee28caab8260803cca314f37bbda3fc94fdfa31c770b5d019626ad8 \
+    --hash=sha256:1380e043eb57cde69b7e9199c6f2558ceeb8f0fc41c97d1d5e50ea042115f302 \
+    --hash=sha256:156ed3e72ad95b645d2006cd71a8dddbcc89b56bfc00027f6225adf78bd9cb74 \
+    --hash=sha256:263705f6bab29e7622a94f82da25fd7f9cead76cdf89a07aab28f79cdf8f9d95 \
+    --hash=sha256:26541f69bb55607ef8335baac75b2ed12ff2ce02d56313219b29eda003039221 \
+    --hash=sha256:2d5786661e192148719accc959def6cdcabd7a24cd9008005bf3d0e3c8cfd529 \
+    --hash=sha256:4e618d61e1b14b6fde9a586151f3fd9d435b0b85048b997bcaa7f4a533747b2b \
+    --hash=sha256:5e56d2e8f304cafe990c198a2b894f5b813de018998cd7212869201f6dc17cff \
+    --hash=sha256:86e618e9ad8c6a24331c788eb599cee9838a62d2e10dfca0227743be06cf551c \
+    --hash=sha256:9ad56704c8bd7e92130162f9c58e4ef473609515637673d5a36e761f95335206 \
+    --hash=sha256:b062045c64c2bce39a51661624f7292c7bbf30f2a9d878627aae31d46da5712d \
+    --hash=sha256:b415d590e062f248907e0fe42994943f11726b7178fcf4b1cf5546721fb1a5f8 \
+    --hash=sha256:baf2ec89df7838cabdef493ff9bdbec1e6a6452f8bc696ad0c1b8a6198721745 \
+    --hash=sha256:bb49fbbe53a1d931e1f92d17f9271338f0b738885f8f70b7f531aa33f019d8af \
+    --hash=sha256:d5382da181c03ee2f502ef46cf0ae4bbc30157b5bd9a67d7651f6a272528a85a \
+    --hash=sha256:f9844a9272ef2e6eb5771025866072cf4234cf4c7cc1a31e235b7de7111864be
     # via feast (pyproject.toml)
-redis==4.6.0 \
-    --hash=sha256:585dc516b9eb042a619ef0a39c3d7d55fe81bdb4df09a52c9cdde0d07bf1aa7d \
-    --hash=sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c
+redis==7.4.0 \
+    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
+    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -4593,131 +5139,132 @@ referencing==0.37.0 \
     #   jsonschema
     #   jsonschema-specifications
     #   jupyter-events
-regex==2026.3.32 \
-    --hash=sha256:03c2ebd15ff51e7b13bb3dc28dd5ac18cd39e59ebb40430b14ae1a19e833cff1 \
-    --hash=sha256:09e26cad1544d856da85881ad292797289e4406338afe98163f3db9f7fac816c \
-    --hash=sha256:0cec365d44835b043d7b3266487797639d07d621bec9dc0ea224b00775797cc1 \
-    --hash=sha256:0d7855f5e59fcf91d0c9f4a51dc5d8847813832a2230c3e8e35912ccf20baaa2 \
-    --hash=sha256:0f21ae18dfd15752cdd98d03cbd7a3640be826bfd58482a93f730dbd24d7b9fb \
-    --hash=sha256:10fb2aaae1aaadf7d43c9f3c2450404253697bf8b9ce360bd5418d1d16292298 \
-    --hash=sha256:110ba4920721374d16c4c8ea7ce27b09546d43e16aea1d7f43681b5b8f80ba61 \
-    --hash=sha256:12917c6c6813ffcdfb11680a04e4d63c5532b88cf089f844721c5f41f41a63ad \
-    --hash=sha256:18eb45f711e942c27dbed4109830bd070d8d618e008d0db39705f3f57070a4c6 \
-    --hash=sha256:1a6ac1ed758902e664e0d95c1ee5991aa6fb355423f378ed184c6ec47a1ec0e9 \
-    --hash=sha256:1ca02ff0ef33e9d8276a1fcd6d90ff6ea055a32c9149c0050b5b67e26c6d2c51 \
-    --hash=sha256:1cb22fa9ee6a0acb22fc9aecce5f9995fe4d2426ed849357d499d62608fbd7f9 \
-    --hash=sha256:1e0f6648fd48f4c73d801c55ab976cd602e2da87de99c07bff005b131f269c6a \
-    --hash=sha256:245667ad430745bae6a1e41081872d25819d86fbd9e0eec485ba00d9f78ad43d \
-    --hash=sha256:2820d2231885e97aff0fcf230a19ebd5d2b5b8a1ba338c20deb34f16db1c7897 \
-    --hash=sha256:2c8d402ea3dfe674288fe3962016affd33b5b27213d2b5db1823ffa4de524c57 \
-    --hash=sha256:2dcca2bceb823c9cc610e57b86a265d7ffc30e9fe98548c609eba8bd3c0c2488 \
-    --hash=sha256:2ffbadc647325dd4e3118269bda93ded1eb5f5b0c3b7ba79a3da9fbd04f248e9 \
-    --hash=sha256:34c905a721ddee0f84c99e3e3b59dd4a5564a6fe338222bc89dd4d4df166115c \
-    --hash=sha256:3c054e39a9f85a3d76c62a1d50c626c5e9306964eaa675c53f61ff7ec1204bbb \
-    --hash=sha256:3c0bbfbd38506e1ea96a85da6782577f06239cb9fcf9696f1ea537c980c0680b \
-    --hash=sha256:3e221b615f83b15887636fcb90ed21f1a19541366f8b7ba14ba1ad8304f4ded4 \
-    --hash=sha256:3ea568832eca219c2be1721afa073c1c9eb8f98a9733fdedd0a9747639fc22a5 \
-    --hash=sha256:3f5747501b69299c6b0b047853771e4ed390510bada68cb16da9c9c2078343f7 \
-    --hash=sha256:462a041d2160090553572f6bb0be417ab9bb912a08de54cb692829c871ee88c1 \
-    --hash=sha256:4bc32b4dbdb4f9f300cf9f38f8ea2ce9511a068ffaa45ac1373ee7a943f1d810 \
-    --hash=sha256:4d082be64e51671dd5ee1c208c92da2ddda0f2f20d8ef387e57634f7e97b6aae \
-    --hash=sha256:4f9ae4755fa90f1dc2d0d393d572ebc134c0fe30fcfc0ab7e67c1db15f192041 \
-    --hash=sha256:51a93452034d671b0e21b883d48ea66c5d6a05620ee16a9d3f229e828568f3f0 \
-    --hash=sha256:51fb7e26f91f9091fd8ec6a946f99b15d3bc3667cb5ddc73dd6cb2222dd4a1cc \
-    --hash=sha256:5336b1506142eb0f23c96fb4a34b37c4fefd4fed2a7042069f3c8058efe17855 \
-    --hash=sha256:567b57eb987547a23306444e4f6f85d4314f83e65c71d320d898aa7550550443 \
-    --hash=sha256:5aa78c857c1731bdd9863923ffadc816d823edf475c7db6d230c28b53b7bdb5e \
-    --hash=sha256:5bf2f3c2c5bd8360d335c7dcd4a9006cf1dabae063ee2558ee1b07bbc8a20d88 \
-    --hash=sha256:5c35d097f509cf7e40d20d5bee548d35d6049b36eb9965e8d43e4659923405b9 \
-    --hash=sha256:5d86e3fb08c94f084a625c8dc2132a79a3a111c8bf6e2bc59351fa61753c2f6e \
-    --hash=sha256:6062c4ef581a3e9e503dccf4e1b7f2d33fdc1c13ad510b287741ac73bc4c6b27 \
-    --hash=sha256:6128dd0793a87287ea1d8bf16b4250dd96316c464ee15953d5b98875a284d41e \
-    --hash=sha256:631f7d95c83f42bccfe18946a38ad27ff6b6717fb4807e60cf24860b5eb277fc \
-    --hash=sha256:66a5083c3ffe5a5a95f8281ea47a88072d4f24001d562d1d9d28d4cdc005fec5 \
-    --hash=sha256:66d3126afe7eac41759cd5f0b3b246598086e88e70527c0d68c9e615b81771c4 \
-    --hash=sha256:67015a8162d413af9e3309d9a24e385816666fbf09e48e3ec43342c8536f7df6 \
-    --hash=sha256:6980ceb5c1049d4878632f08ba0bf7234c30e741b0dc9081da0f86eca13189d3 \
-    --hash=sha256:69a847a6ffaa86e8af7b9e7037606e05a6f663deec516ad851e8e05d9908d16a \
-    --hash=sha256:6ada7bd5bb6511d12177a7b00416ce55caee49fbf8c268f26b909497b534cacb \
-    --hash=sha256:70c634e39c5cda0da05c93d6747fdc957599f7743543662b6dbabdd8d3ba8a96 \
-    --hash=sha256:7cdd508664430dd51b8888deb6c5b416d8de046b2e11837254378d31febe4a98 \
-    --hash=sha256:844d88509c968dd44b30daeefac72b038b1bf31ac372d5106358ab01d393c48b \
-    --hash=sha256:847087abe98b3c1ebf1eb49d6ef320dbba75a83ee4f83c94704580f1df007dd4 \
-    --hash=sha256:85c9b0c131427470a6423baa0a9330be6fd8c3630cc3ee6fdee03360724cbec5 \
-    --hash=sha256:879ae91f2928a13f01a55cfa168acedd2b02b11b4cd8b5bb9223e8cde777ca52 \
-    --hash=sha256:887a9fa74418d74d645281ee0edcf60694053bd1bc2ebc49eb5e66bfffc6d107 \
-    --hash=sha256:88ebc0783907468f17fca3d7821b30f9c21865a721144eb498cb0ff99a67bcac \
-    --hash=sha256:89e50667e7e8c0e7903e4d644a2764fffe9a3a5d6578f72ab7a7b4205bf204b7 \
-    --hash=sha256:8a4a3189a99ecdd1c13f42513ab3fc7fa8311b38ba7596dd98537acb8cd9acc3 \
-    --hash=sha256:8aaf8ee8f34b677f90742ca089b9c83d64bdc410528767273c816a863ed57327 \
-    --hash=sha256:8e4c8fa46aad1a11ae2f8fcd1c90b9d55e18925829ac0d98c5bb107f93351745 \
-    --hash=sha256:8fc918cd003ba0d066bf0003deb05a259baaaab4dc9bd4f1207bbbe64224857a \
-    --hash=sha256:8fe14e24124ef41220e5992a0f09432f890037df6f93fd3d6b7a0feff2db16b2 \
-    --hash=sha256:918db4e34a7ef3d0beee913fa54b34231cc3424676f1c19bdb85f01828d3cd37 \
-    --hash=sha256:987cdfcfb97a249abc3601ad53c7de5c370529f1981e4c8c46793e4a1e1bfe8e \
-    --hash=sha256:9b9118a78e031a2e4709cd2fcc3028432e89b718db70073a8da574c249b5b249 \
-    --hash=sha256:9cf7036dfa2370ccc8651521fcbb40391974841119e9982fa312b552929e6c85 \
-    --hash=sha256:a094e9dcafedfb9d333db5cf880304946683f43a6582bb86688f123335122929 \
-    --hash=sha256:a416ee898ecbc5d8b283223b4cf4d560f93244f6f7615c1bd67359744b00c166 \
-    --hash=sha256:a5d88fa37ba5e8a80ca8d956b9ea03805cfa460223ac94b7d4854ee5e30f3173 \
-    --hash=sha256:ace48c5e157c1e58b7de633c5e257285ce85e567ac500c833349c363b3df69d4 \
-    --hash=sha256:ad5c53f2e8fcae9144009435ebe3d9832003508cf8935c04542a1b3b8deefa15 \
-    --hash=sha256:ad8d372587e659940568afd009afeb72be939c769c552c9b28773d0337251391 \
-    --hash=sha256:b193ed199848aa96618cd5959c1582a0bf23cd698b0b900cb0ffe81b02c8659c \
-    --hash=sha256:b2e9c2ea2e93223579308263f359eab8837dc340530b860cb59b713651889f14 \
-    --hash=sha256:b3aa21bad31db904e0b9055e12c8282df62d43169c4a9d2929407060066ebc74 \
-    --hash=sha256:b565f25171e04d4fad950d1fa837133e3af6ea6f509d96166eed745eb0cf63bc \
-    --hash=sha256:b56993a7aeb4140c4770f4f7965c9e5af4f024457d06e23c01b0d47501cb18ed \
-    --hash=sha256:b6acb765e7c1f2fa08ac9057a33595e26104d7d67046becae184a8f100932dd9 \
-    --hash=sha256:b6f366a5ef66a2df4d9e68035cfe9f0eb8473cdfb922c37fac1d169b468607b0 \
-    --hash=sha256:b7836aa13721dbdef658aebd11f60d00de633a95726521860fe1f6be75fa225a \
-    --hash=sha256:b8fca73e16c49dd972ce3a88278dfa5b93bf91ddef332a46e9443abe21ca2f7c \
-    --hash=sha256:b953d9d496d19786f4d46e6ba4b386c6e493e81e40f9c5392332458183b0599d \
-    --hash=sha256:bbc458a292aee57d572075f22c035fa32969cdb7987d454e3e34d45a40a0a8b4 \
-    --hash=sha256:c1cecea3e477af105f32ef2119b8d895f297492e41d317e60d474bc4bffd62ff \
-    --hash=sha256:c1d7fa44aece1fa02b8927441614c96520253a5cad6a96994e3a81e060feed55 \
-    --hash=sha256:c1ed17104d1be7f807fdec35ec99777168dd793a09510d753f8710590ba54cdd \
-    --hash=sha256:c3c6f6b027d10f84bfe65049028892b5740878edd9eae5fea0d1710b09b1d257 \
-    --hash=sha256:c5e0fdb5744caf1036dec5510f543164f2144cb64932251f6dfd42fa872b7f9c \
-    --hash=sha256:c60f1de066eb5a0fd8ee5974de4194bb1c2e7692941458807162ffbc39887303 \
-    --hash=sha256:c6d9c6e783b348f719b6118bb3f187b2e138e3112576c9679eb458cc8b2e164b \
-    --hash=sha256:c940e00e8d3d10932c929d4b8657c2ea47d2560f31874c3e174c0d3488e8b865 \
-    --hash=sha256:c9f261ad3cd97257dc1d9355bfbaa7dd703e06574bffa0fa8fe1e31da915ee38 \
-    --hash=sha256:d21a07edddb3e0ca12a8b8712abc8452481c3d3db19ae87fc94e9842d005964b \
-    --hash=sha256:d363660f9ef8c734495598d2f3e527fb41f745c73159dc0d743402f049fb6836 \
-    --hash=sha256:d478a2ca902b6ef28ffc9521e5f0f728d036abe35c0b250ee8ae78cfe7c5e44e \
-    --hash=sha256:d571f0b2eec3513734ea31a16ce0f7840c0b85a98e7edfa0e328ed144f9ef78f \
-    --hash=sha256:d6b39a2cc5625bbc4fda18919a891eab9aab934eecf83660a90ce20c53621a9a \
-    --hash=sha256:d76d62909bfb14521c3f7cfd5b94c0c75ec94b0a11f647d2f604998962ec7b6c \
-    --hash=sha256:dab4178a0bc1ef13178832b12db7bc7f562e8f028b2b5be186e370090dc50652 \
-    --hash=sha256:db976be51375bca900e008941639448d148c655c9545071965d0571ecc04f5d0 \
-    --hash=sha256:ded4fc0edf3de792850cb8b04bbf3c5bd725eeaf9df4c27aad510f6eed9c4e19 \
-    --hash=sha256:e006ea703d5c0f3d112b51ba18af73b58209b954acfe3d8da42eacc9a00e4be6 \
-    --hash=sha256:e3e5d1802cba785210a4a800e63fcee7a228649a880f3bf7f2aadccb151a834b \
-    --hash=sha256:e480d3dac06c89bc2e0fd87524cc38c546ac8b4a38177650745e64acbbcfdeba \
-    --hash=sha256:e50af656c15e2723eeb7279c0837e07accc594b95ec18b86821a4d44b51b24bf \
-    --hash=sha256:e83ce8008b48762be296f1401f19afd9ea29f3d035d1974e0cecb74e9afbd1df \
-    --hash=sha256:ed3b8281c5d0944d939c82db4ec2300409dd69ee087f7a75a94f2e301e855fb4 \
-    --hash=sha256:ef250a3f5e93182193f5c927c5e9575b2cb14b80d03e258bc0b89cc5de076b60 \
-    --hash=sha256:f1574566457161678297a116fa5d1556c5a4159d64c5ff7c760e7c564bf66f16 \
-    --hash=sha256:f26262900edd16272b6360014495e8d68379c6c6e95983f9b7b322dc928a1194 \
-    --hash=sha256:f28eac18a8733a124444643a66ac96fef2c0ad65f50034e0a043b90333dc677f \
-    --hash=sha256:f54840bea73541652f1170dc63402a5b776fc851ad36a842da9e5163c1f504a0 \
-    --hash=sha256:f785f44a44702dea89b28bce5bc82552490694ce4e144e21a4f0545e364d2150 \
-    --hash=sha256:f7cc00089b4c21847852c0ad76fb3680f9833b855a0d30bcec94211c435bff6b \
-    --hash=sha256:f95bd07f301135771559101c060f558e2cf896c7df00bec050ca7f93bf11585a \
-    --hash=sha256:fc8ced733d6cd9af5e412f256a32f7c61cd2d7371280a65c689939ac4572499f \
-    --hash=sha256:fd03e38068faeef937cc6761a250a4aaa015564bd0d61481fefcf15586d31825
+regex==2026.5.9 \
+    --hash=sha256:002205cafd2a9e78c6290c7d1df277bf3277b3b7a30e0b4bb0dac2e2e3f7cb2d \
+    --hash=sha256:01f0f5f55f4b64dacec85dc116d3c05fd23ad3ff037bbc73a2085775953c2611 \
+    --hash=sha256:01f28d868834624c934b8d2e0aa1c8341337e37831f4a012f18a5afcba4cbaf3 \
+    --hash=sha256:075160bf16658e16d35233300b8453aac25de4cbea808d22348b6979668e924d \
+    --hash=sha256:0de5cf193997384ed2ca6f1cd4f78055b255d93d82d5a8cd6ba0d11c10b167e4 \
+    --hash=sha256:0e1b1b4e496afbb24f4a62aba855ee4f88f25578927697b340702e48c9ee6bc2 \
+    --hash=sha256:0f03aa6898aaaac4592479821df16e68e8d0e29e903e65d8f2dfb2f19028a989 \
+    --hash=sha256:0f9eede6a5cbdc02d4978090186390936e1776a7d1359b21e41014c609880bcf \
+    --hash=sha256:1268eddd8486dc561d08eee1156e40aa3a8fe10f4bdec8fa653b455fcbffd12c \
+    --hash=sha256:15ee42209947f4ca045412eae98416317238163618ace2a8e54f99586a466733 \
+    --hash=sha256:164eba9b755ea6f244b0d881196fbc1fac09714e9782c9e2732b813142033c8e \
+    --hash=sha256:19c16ceb4a267a8789e25733e583983eeab9f0f8664e66b0bd1c5d21f14c2d4b \
+    --hash=sha256:1bd7587a2948b4085195d5a3374eaf4a425dc3e55784c038175355ecf3bbbf8a \
+    --hash=sha256:1e6da47d679b7010ef27556b6e0f99771b744936db1792a10ceac6547ae1503e \
+    --hash=sha256:205109e96b3cf5adf8f4cd62bedde9487feb282b9497a3535451e5a24cd706a0 \
+    --hash=sha256:2099f7e7ff7b6aa3192312650a56e91cc091e49d50b04e4f6f8b6e28b3b27f1c \
+    --hash=sha256:246de9d60aa3f8538b519834dd95cbf276ea263d6a7bd5a3666dc3fa0230505b \
+    --hash=sha256:24b2355ef5cc9aa5b8f07d17704face1c166fdcc2290fa7bd6e6c925655a8346 \
+    --hash=sha256:2a661a7d270a61f7cf460caee8b9fa2d5ef9e5c681234bcb9e0fe14f488e7dfc \
+    --hash=sha256:2acfb48634f64996b57f90f39afa692ff362162722581921fe92239a59960f3c \
+    --hash=sha256:2efa205e6d98b24d1f3ab395c11aa15cdf10935bca283d0285e0499c284fba21 \
+    --hash=sha256:31037c82eccb44b7ea2e9e221d7c01429430e989a1f4b91ea5a855f6017b509a \
+    --hash=sha256:3527bb4942d2c14552155406cdedd906567456821848aed1cb4933a391bf5eca \
+    --hash=sha256:39617fb0cde9c0e6306dc70e3bfc096f3da793219879f7ae7aa341a69fbdcf6d \
+    --hash=sha256:398c521292f4c7fb807001dcd54694d3a1fcafc179a36ad9cc56f98df85930b6 \
+    --hash=sha256:3b1e39888c5e0c7d92cea4fc777396c4a90363b05de75d02eb459a4752200808 \
+    --hash=sha256:3dd4a3ff360dfb836fecdb93a4598f9d6e2ac81e3e397125145c6221bf58cf4c \
+    --hash=sha256:3ddd90103f9e5c471c49c7852ecc1fe27c7e45eb99e977aefe7caa4e779f4f58 \
+    --hash=sha256:446ddd671e43ab535810c4b21cff7104945c701d4a14d1e6d1cd6f4e445a8bea \
+    --hash=sha256:45375819235558a4ff1c4971dc32881f022613abdb180128f5cb4768c1765a1c \
+    --hash=sha256:46f1326ca6e65b0879d23ca302c0f2415aad42ff0309b9c818e7949fe19a41d8 \
+    --hash=sha256:48036f6374aaa79eb3b754ec29c61d1c6b1606749d705a13f8854fa2539671f6 \
+    --hash=sha256:4ebe8f0b5ec5a5024dc4a4c59f444c4e9afc5f2abdbb8962065b75d27fb971f9 \
+    --hash=sha256:4eeb011098fcb77af513dcef521a3dbecbf8849b1e38940759d293b7a93f5026 \
+    --hash=sha256:508f56a89ba9cb26e4168cbc37dbd60a28d82430a9e18ad1d25fe0883c314ca2 \
+    --hash=sha256:5604dfd046dc37eca90250fc3be938b076c8059fa772ac0ed6f499b0f0fb0415 \
+    --hash=sha256:56a33f191f17d8c417f99945ebdc1e691d3af9605d86ec68c7e54a57e3e17af6 \
+    --hash=sha256:57e8915c7986aa33d25e4d3629cef711cd2863f2961b10409f0c04cb8b7d9020 \
+    --hash=sha256:57eeeb05db7979413dec5438f2db21d7ecbba787cde7a711df1a6f6df672aa06 \
+    --hash=sha256:5b73ab8afcf66c622db143d1c6fda4e58e4d537ee4f125229ad47b1ab80f34c0 \
+    --hash=sha256:5e41809d2683fcde7d5a8c87a6567ba1fb1ce0de9f31bff578de00a4b2d76daa \
+    --hash=sha256:6351571c8a42b505eb555c0dc47d740d0fb66977dc142919eea6f4325b7c56a0 \
+    --hash=sha256:6441cc660d76107934a09c22167200839a0e89604a6297f78a974e66e931d2c0 \
+    --hash=sha256:65c8c8c37377794bd5b2f3ebe51919042bf17aec802e23c833d89782ed0c78af \
+    --hash=sha256:6ba42b2e7e7f46cf68cc6a5ca36fa07959f9bbd9c6bdcc47b6ee76549a590248 \
+    --hash=sha256:71b61c5bfe1c806332defc42ad6c780b3c55f661986d7f40283a3a88274b4c00 \
+    --hash=sha256:728d8bfd28a8845c8b6bc5dc7ce010453d206396786c0765c2740cb65f37791e \
+    --hash=sha256:7b92817338591505f282cf3864c145244b1edcf5381d237038df955001091538 \
+    --hash=sha256:7e30b874d341fac767d7df5a0870540541c2c054b80cfaac116e8d367a8a7ff2 \
+    --hash=sha256:7e87577720152d2caae19fe2baaf1f8d5ca12091e9e229f03915c37d1e4b9178 \
+    --hash=sha256:83d0ee4a57d1c87cb549e195ec300b8f0ec3a82eba66d835e4e2ed8634fe4499 \
+    --hash=sha256:8676474c07469d6f33dd1085ca2cd45f65785f32518f2b20e36d9953ca07f994 \
+    --hash=sha256:86f40a5d6444db30a125c9c9177e6b25dad981cbc37451fd838f145e6edac92e \
+    --hash=sha256:872acc074bd29ffc9913ecdfedf6ea77502312ca44a4aa0d3779089c6069d8de \
+    --hash=sha256:8abd33fef90b2a9efac5557d6033ca82d1195ed3a15fea5af15ba7b463c6a63b \
+    --hash=sha256:8c6e4218fbdfbcd4f6c19efca40930d24a621bf4b48cb76bc6640543bd28ef20 \
+    --hash=sha256:8e76e8161ad00694cfce6767d5dea860c6391ac5b83e5c3a39661e696f11fc7e \
+    --hash=sha256:8f3af7a4903c5c04a11a196a5aa75cdd7dd3f8508132f9fb3259d9f5908e3b88 \
+    --hash=sha256:91328f1c23d47595ca3ef0a7557fa129c5a23404b775c770697d2f35b33e0107 \
+    --hash=sha256:916714069da19329ef7de197dcbc77bb3104145c7c2c864dbfbe318f46b88b14 \
+    --hash=sha256:93a7860539414dddaefba2b40f8771765ae17949d4c7182b876ce429e11a8309 \
+    --hash=sha256:954cc214c04663ee6d266fc61739cad83054683048de65c5bd1d640ad28098ac \
+    --hash=sha256:96f5f58b54a063d7ea9dca08e1cf57bfe10499c4d579ee672da284f57f5f0070 \
+    --hash=sha256:97cf3bc1b7d7d2306772ec07366c80d9df00ff79e79cea32898883a646d2fae2 \
+    --hash=sha256:98bd73080e8756255137e1bd3f3f00295bbc5aa383c0e0f973920e9134d7c4ad \
+    --hash=sha256:992604d02e6d9c6d786c24a706a71ecffe1020fc1ef264044474cd81fa2c3919 \
+    --hash=sha256:a24852d3c29ad9e47593593d8a247c44ccc3d0548ef12c822d6ed0810affe676 \
+    --hash=sha256:a6a563446a41adc451393dc6b8e6ad87979efaee3c8738690a8d1b08ebead1b4 \
+    --hash=sha256:a8234aa23ec39894bfe4a3f1b85616a7032481964a13ac6fc9f10de4f6fca270 \
+    --hash=sha256:a8820737949116ffff55fe18f9fc644530063ba6ebfcb8314239416e78f1347c \
+    --hash=sha256:a9e1328e17c84c1a5d22ec9f785ecef4a967fab9a42b6a8dc3bcbebd0a0c9e44 \
+    --hash=sha256:aa0fbdbac82cb3e4450d0ccde7d7a35607f4cb2dd9fba4b8b69bfaf8c9fa6aed \
+    --hash=sha256:b310768746dd314ea6e2ff4cc89ef215426813396ff4e94ee8e6f7096c8b6e03 \
+    --hash=sha256:b46b0f094dc1d3b90356c85a0bd2c9bafc4a6a190b9d6f8ddd5a033b6e088ed4 \
+    --hash=sha256:b4bb445ff3f725f59df8f6014edb547ee928ec7023a774f6a39a3f953038cbb2 \
+    --hash=sha256:b6d189041f15691cfa2b6c4290448ec221244d225b3f5fe9e7771b34ffcdf6e2 \
+    --hash=sha256:b96350aa424e79d4fd6b567b344dcbe2b2d6bfc48dfe7717587e1fa6d43da6ff \
+    --hash=sha256:be3372b9df6ddecff6486d37e19095a7b4973137caf5512407a89f4455361f41 \
+    --hash=sha256:bfe1ce50cbfb569d74e1e4337da6468961f31dbea55fd85aa5de59c0947a805a \
+    --hash=sha256:c010eb8caca74bdb40c07498d7ece26b4428fd3f04aa8a72c9ac6f79e8faaac6 \
+    --hash=sha256:c8b9b9d294cfea3cd19c718ade7cc93492b2c4991abd9a68d0b3477ae6d8e100 \
+    --hash=sha256:c9411dd64ca95477225734a93dfc8583b51916b8d5942f99d6cac21e09965451 \
+    --hash=sha256:ca518ed29c46eecba6010b15f1b9a479314d2de409536e71b6a13aa04e3b8a77 \
+    --hash=sha256:ccf5249114cc3e772ecdd88a98a86eca0fd74c61ce32a94743758c083fc05d48 \
+    --hash=sha256:cd2846168eb9ee3c513902bc8225409cb1caab31d04728b145171fa1625d9621 \
+    --hash=sha256:d29eebfc9525db68cad3c97eedd7f754fa265aa5cd0cf4f863b2421e1b48fc9f \
+    --hash=sha256:d3d7eb5c9a7f6df82ed3cfac9beb93882a5cbcb5b8b157b56cb2b3b276574ac1 \
+    --hash=sha256:d626b84406444b165fc0ba981604edea39f0588ff1f92baa23fe50799ea9afdb \
+    --hash=sha256:d641a8c9a61618047796d572a39a79b26167b0411d2c3031937b2fe2d081e2cf \
+    --hash=sha256:d659eee77986549c9ea45b861c7567e44d6287c3dc9a4565478853f7b9fe2ff6 \
+    --hash=sha256:d6b8a143aca6c39b446ea8092cde25cc8fe9304d4f5fecfbc1a9dbb0282703c2 \
+    --hash=sha256:d726ca3f0d76969bf1e8e477d160d3d666bbf999f6860bd314889e5345782046 \
+    --hash=sha256:d7bdc0ab8f3dd7e1b4f9ab88634e13374669db86bb3c72e8292f07ae313f539f \
+    --hash=sha256:daff2bdbaf1d23e52fdff7c0b7bc2048b68f978df6a4d107ac981f94caef2e66 \
+    --hash=sha256:dd2810d22146b6d838acc5ec15602cb6b47920aa4e33015df3868eedfd20bab8 \
+    --hash=sha256:ddda5340e6c01a293027dd46232fa79eaff1b48058ce7a98f572b6445b088041 \
+    --hash=sha256:dea2e88e1cce4522496cce630e11e67b98b7076620bc4336c3f674bc21a375f4 \
+    --hash=sha256:debb893095e944091c16e641a6e33c1b0f4cb61ab945ec5afbf53ce7068834d8 \
+    --hash=sha256:dfbe4579b9f08036aa7d101d1835437a20783574ac66327e6b29b4018a138081 \
+    --hash=sha256:e1d93bf647916292e8edcec150c07ddf3dc50179ccaf770c04a7f9e452155372 \
+    --hash=sha256:e82db382b44d0111b22601c509c89f64434816c9e0eef9d1989cda8cc6ff1c04 \
+    --hash=sha256:ea9c8ecfa1b73c73b626534d6626e5340d429630943672b8480724f44e84b962 \
+    --hash=sha256:ead4b163ac30a29574510cd4b3e2e985ac5290c05fc7095557d6a5f403fc31b5 \
+    --hash=sha256:ecd353045824e4477562a2ac718c25799cdaaa41f7aa925a806a8a3e6848a5b9 \
+    --hash=sha256:ed2c9e8068b614c574d8d30e543d617cf5379b0535d46f97ef00e904745a08b5 \
+    --hash=sha256:ed457d8e98ae812ed7732bef7bf78de78e834eae0372a74e23ca90ef21d910f9 \
+    --hash=sha256:ef31cbfe458e21c6122ba8150ff060e0c7789ed0d26eb423f25472584920b555 \
+    --hash=sha256:f079e50a0d3cc3cd5091fa9ff45869a2e6b2cd35895731edafb0327901a8d86d \
+    --hash=sha256:f3844f134e834076677dd369976e9f5068679fcb8e50102fdf6b7ac96a3ec127 \
+    --hash=sha256:f7a7c26137296beba7784de6eba69c6a93a63ccebc385e4962fe67e267a91225 \
+    --hash=sha256:fa411799ca8da32a8d38d020a88faa5b6f91657d284761352940ecf9f7c3bbdd \
+    --hash=sha256:fd03c4f0e33280d15cae17159b899245d6b7c53d21def19b263b39655061f5ce \
+    --hash=sha256:fd190e88a895a8901325fad284a3f74ea52b1da8525b76cc811fa9b1edf0ce2b \
+    --hash=sha256:ff8d372ac2acdc048d1c19916f27ee61bc5722728458ba6ca5052f2c72d51763
     # via
     #   feast (pyproject.toml)
     #   parsimonious
     #   transformers
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   azure-core
+    #   databricks-sdk
     #   datasets
     #   docker
     #   docling
@@ -4729,6 +5276,7 @@ requests==2.33.1 \
     #   huggingface-hub
     #   jupyterlab-server
     #   kubernetes
+    #   mlflow-skinny
     #   moto
     #   msal
     #   openlineage-python
@@ -4772,9 +5320,9 @@ rfc3987-syntax==1.1.0 \
     --hash=sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f \
     --hash=sha256:717a62cbf33cffdd16dfa3a497d81ce48a660ea691b1ddd7be710c22f00b4a0d
     # via jsonschema
-rich==14.3.3 \
-    --hash=sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d \
-    --hash=sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
+    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
     # via
     #   fastapi-mcp
     #   ibis-framework
@@ -4915,25 +5463,25 @@ ruamel-yaml==0.17.17 \
     --hash=sha256:9751de4cbb57d4bfbf8fc394e125ed4a2f170fbff3dc3d78abf50be85924f8be \
     --hash=sha256:9af3ec5d7f8065582f3aa841305465025d0afd26c5fb54e15b964e11838fc74f
     # via great-expectations
-ruff==0.15.9 \
-    --hash=sha256:058d8e99e1bfe79d8a0def0b481c56059ee6716214f7e425d8e737e412d69677 \
-    --hash=sha256:0694e601c028fd97dc5c6ee244675bc241aeefced7ef80cd9c6935a871078f53 \
-    --hash=sha256:29cbb1255a9797903f6dde5ba0188c707907ff44a9006eb273b5a17bfa0739a2 \
-    --hash=sha256:2b0c7c341f68adb01c488c3b7d4b49aa8ea97409eae6462d860a79cf55f431b6 \
-    --hash=sha256:45a70921b80e1c10cf0b734ef09421f71b5aa11d27404edc89d7e8a69505e43d \
-    --hash=sha256:4965bac6ac9ea86772f4e23587746f0b7a395eccabb823eb8bfacc3fa06069f7 \
-    --hash=sha256:55cc15eee27dc0eebdfcb0d185a6153420efbedc15eb1d38fe5e685657b0f840 \
-    --hash=sha256:6d3fcbca7388b066139c523bda744c822258ebdcfbba7d24410c3f454cc9af71 \
-    --hash=sha256:6efbe303983441c51975c243e26dff328aca11f94b70992f35b093c2e71801e1 \
-    --hash=sha256:7b34a9766aeec27a222373d0b055722900fbc0582b24f39661aa96f3fe6ad901 \
-    --hash=sha256:89dd695bc72ae76ff484ae54b7e8b0f6b50f49046e198355e44ea656e521fef9 \
-    --hash=sha256:8e1ddb11dbd61d5983fa2d7d6370ef3eb210951e443cace19594c01c72abab4c \
-    --hash=sha256:9439a342adb8725f32f92732e2bafb6d5246bd7a5021101166b223d312e8fc59 \
-    --hash=sha256:9c5e6faf9d97c8edc43877c3f406f47446fc48c40e1442d58cfcdaba2acea745 \
-    --hash=sha256:a6537f6eed5cda688c81073d46ffdfb962a5f29ecb6f7e770b2dc920598997ed \
-    --hash=sha256:bde6ff36eaf72b700f32b7196088970bf8fdb2b917b7accd8c371bfc0fd573ec \
-    --hash=sha256:ce187224ef1de1bd225bc9a152ac7102a6171107f026e81f317e4257052916d5 \
-    --hash=sha256:eaf05aad70ca5b5a0a4b0e080df3a6b699803916d88f006efd1f5b46302daab8
+ruff==0.15.13 \
+    --hash=sha256:1c26d2f66163deeb6e08d8b39fbbe983ce3c71cea06a6d7591cfd1421793c629 \
+    --hash=sha256:2471da9bd1068c8c064b5fd9c0c4b6dddffd6369cb1cd68b29993b1709ff1b21 \
+    --hash=sha256:2e2e39bff6c341f4b577a21b801326fab0b11847f48fcaa83f00a113c9b3cb55 \
+    --hash=sha256:4044f94208b3b05ba0fc4a4abd0558cf4d6459bd18325eead7fd8cc66f909b41 \
+    --hash=sha256:444b580fc72fd6887e650acd3e575e18cdc79dbcf42fb4030b491057921f61f8 \
+    --hash=sha256:6590d009e7cb7ebf36f83dbdd44a3fa48a0994ff6f1cdc1b08006abe58f98dc7 \
+    --hash=sha256:7064884d442b7d477b4e7473d12da7f08851d2b1982763c5d3f388a19468a1a4 \
+    --hash=sha256:768494eb08b9cee54e2fd27969966f74db5a57f6eaa7a90fcb3306af34dfc4bd \
+    --hash=sha256:7ef823f817fcd191dc934e984be9cf4094f808effa16f2542ad8e821ba02bbf2 \
+    --hash=sha256:8cb74dd33bb2f6613faf7fc03b660053b5ac4f80e706d5788c6335e2a8048d51 \
+    --hash=sha256:9dbd6f94b434f896308e4d57fb7bfde0d02b99f7a64b3bdab0fdfa6a864203a5 \
+    --hash=sha256:ae9c17e5eb4430c154e76abc25d79a318190f5a997f38fb6b114416c5319ffc9 \
+    --hash=sha256:bf3259f3be4d181bda591da5db2571aed6853c6a048157756448020bc6c5cd22 \
+    --hash=sha256:cc411dfebe5eebe55ce041c6ae080eb7668955e866daa2fbb16692a784f1c4ca \
+    --hash=sha256:e8d9a8e08013542e94d3220bc5b62cc3e5ef87c5f74bff367d3fac14fab013e6 \
+    --hash=sha256:f345a13937bd7f09f6f5d19fa0721b0c103e00e7f62bc67089a8e5e037719e0b \
+    --hash=sha256:f9d89f17f7ba7fb2ed42921f0df75da797a9a5d71bc39049e2c687cf2baf44b7 \
+    --hash=sha256:fb75f9a3a7e42ffe117d734494e6c5e5cb3565d66e12612cb63d0e572a41a5b6
     # via feast (pyproject.toml)
 s3transfer==0.13.1 \
     --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
@@ -5026,7 +5574,9 @@ scikit-learn==1.7.2 \
     --hash=sha256:fa8f63940e29c82d1e67a45d5297bdebbcb585f5a5a50c4914cc2e852ab77f33
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   sentence-transformers
+    #   skops
 scipy==1.15.3 \
     --hash=sha256:05dc6abcd105e1a29f95eada46d4a3f251743cfd7d3ae8ddb4088047f24ea477 \
     --hash=sha256:06efcba926324df1696931a57a176c80848ccd67ce6ad020c810736bfd58eb1c \
@@ -5078,9 +5628,11 @@ scipy==1.15.3 \
     #   docling
     #   easyocr
     #   great-expectations
+    #   mlflow
     #   scikit-image
     #   scikit-learn
     #   sentence-transformers
+    #   skops
 semchunk==3.2.5 \
     --hash=sha256:ee15e9a06a69a411937dd8fcf0a25d7ef389c5195863140436872a02c95b0218 \
     --hash=sha256:fd09cc5f380bd010b8ca773bd81893f7eaf11d37dd8362a83d46cedaf5dae076
@@ -5089,9 +5641,9 @@ send2trash==2.1.0 \
     --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c \
     --hash=sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459
     # via jupyter-server
-sentence-transformers==5.3.0 \
-    --hash=sha256:414a0a881f53a4df0e6cbace75f823bfcb6b94d674c42a384b498959b7c065e2 \
-    --hash=sha256:dca6b98db790274a68185d27a65801b58b4caf653a4e556b5f62827509347c7d
+sentence-transformers==5.5.0 \
+    --hash=sha256:75313fdcc2397ec4b58297c25d6187fcca5a6b2aeb09570a72eff5a3223d8d58 \
+    --hash=sha256:9cec675e68bfe09d07466d1f13ab06d1d79d60a0f45b154baf433bde6ae159cb
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -5100,6 +5652,8 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   grpcio-tools
     #   jupyterlab
+    #   opentelemetry-api
+    #   opentelemetry-sdk
     #   pandas-gbq
     #   pbr
     #   pip-tools
@@ -5189,6 +5743,14 @@ six==1.17.0 \
     #   python-dateutil
     #   rfc3339-validator
     #   thriftpy2
+skops==0.14.0 \
+    --hash=sha256:60a5db78a9db46ccee2139a0ba13ab5afb1c96f4749b382e75a371291bbe3e36 \
+    --hash=sha256:6c8c0e047f691a3a582c3258943eecafcbfd79c8c7eef66260f3703e363254f0
+    # via mlflow
+smmap==5.0.3 \
+    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+    # via gitdb
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
@@ -5200,32 +5762,32 @@ snowballstemmer==3.0.1 \
     --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
     --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.5.0 \
+    --hash=sha256:0c92794e56faaafbdf6fedfa0473bd29f40ea89ad258b322c92b27b27f57bc35 \
+    --hash=sha256:16311dc9c4a0e2d6cd14ecd43f1f607e291ba5397832123a0b04a326897ef8b0 \
+    --hash=sha256:1897be7487587d9ce7feae132a288e714b3b07f3b3f3404e62b6dfcebde94bb9 \
+    --hash=sha256:206ea5e947ac346d121dd344048b7dd1b2ab4a0da03375ce3d90321a8ce598db \
+    --hash=sha256:2c04c2a7ee5a183be1204417077584c07569e66997e8d093403bb1604b5463bd \
+    --hash=sha256:34fbeb3f8ad26f34659c687cb27136d8eb9aea1ac65bc4b8b32091dc727f1f14 \
+    --hash=sha256:376eb9d956f6b9287df448e483ec862b94fb9ccb06cefc945b68ddac1c7d1c48 \
+    --hash=sha256:39c2b9d17da9a23475ad52a8e7b389001d7277bf400428c4c6af6bd1099bc62e \
+    --hash=sha256:4870858f2fa312343b0063fb4da57b3e893d80aa00e371bc637981f3eed9c254 \
+    --hash=sha256:56baa39a1fa9f0cdcdad3da022508396268d0bf6bb6df28087b02e4826e88bd1 \
+    --hash=sha256:583adc49b38316d3023dc80bef81a27a3027a2f8109a36e69a0083785b7f8662 \
+    --hash=sha256:5f73f1b0ed24e01d9dd627b088cc83e62e81ea5b19bee679946941f6d1947ef9 \
+    --hash=sha256:64ec9b5dddf19c7f4ce4355d1b8e16239a26d1d161d92219919953510664269c \
+    --hash=sha256:6bb323323c573c903500e1c654f71c0aad7b62149e2f719c611377fac9c05833 \
+    --hash=sha256:7badadc59d7e75550c7f35bdb9414895cae5898a4f9901b02231d0eaa694a4a0 \
+    --hash=sha256:81bfdbd865fceb5e9ac1969976c8f635e21185c06d97a31cac8ca3a4b4697b1d \
+    --hash=sha256:92d865b9b60a767a55787540dbf04b3074a7b1a728f24ddbec2bbcf257215625 \
+    --hash=sha256:93febe6d69c4dc46a64d16a0b6ed65b523d869f1691ead791eb22ebd8b6725ce \
+    --hash=sha256:9a17b5a8e43611bd7eae289de2b8f71679bb386b8d82036f0b36436827308f81 \
+    --hash=sha256:9c0cc17ceb915842dfdee7baaccbdcd5b5e3de06977231b8a31704c2ed8532d8 \
+    --hash=sha256:a1aa9128aa43d09771e845a1af1fc2a5d5a014ab0bea8bea4b72501662ba601f \
+    --hash=sha256:a28a9391b464f9060304d8468a24bff6a2d13bf5801c92fbf8c05907e5fb06f4 \
+    --hash=sha256:d7f5e2ea42521c033c4ac0e60685c50a47082715eb57cdaf92b438d9bb44d220 \
+    --hash=sha256:e4481849c65d4eeaef89efd589c7690bc51d7535524f278dde9b29012fdf5084 \
+    --hash=sha256:ee03a9b8f61192d72374e3785650460ed0c996c7153a8b38140be6e162ac4fb1
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
@@ -5263,103 +5825,102 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
-    # via feast (pyproject.toml)
-sqlglot[rs]==30.2.1 \
-    --hash=sha256:ef4a67cc6f66a8043085eb8ea95fa9541c1625dffa9145ad4e9815a7ba60a199 \
-    --hash=sha256:f23d9ee9427ef9d20df15f9b0ffa57d9eb45e52b012219a349d1e6b50ed926d1
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+    # via
+    #   feast (pyproject.toml)
+    #   alembic
+    #   mlflow
+sqlglot[rs]==30.8.0 \
+    --hash=sha256:1c5f93fb742dd9aaa75eee6bb33a637794a858b9a86375fac23a2dc0f7bc127e \
+    --hash=sha256:af903378c331d5b72277a1b41118f07bc3e50cf4478e2d47eed12c96ee6a22a4
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-sqlglotc==30.2.1 \
-    --hash=sha256:052cd7bb41fc9b841eb268d4dd601eb6b5954b7c6d5656795d4350a0f8020d53 \
-    --hash=sha256:058f0e9aed2b8dff87dc893b8793e514204c8dfef699b7d3d1704dfbdd949f2b \
-    --hash=sha256:0e6be524252894c0fa98d25d4e60dfae6485ba66ca1abd40bf05f16a9cf26baf \
-    --hash=sha256:13f8f68808777ba7d845bc908bf09f72a0c9899a19811483dc52f0fa48b38d5a \
-    --hash=sha256:1a004086ab871be0cc97766f7b6fb8866729f09dd7272254fd31c05107f3fdc8 \
-    --hash=sha256:25c6f62f31cd3a051285635c3f6a01d2f3c73ca2baaa26970815166928042ace \
-    --hash=sha256:2b5fe8adc1a1e2fb819e014e94974a274f30dbf9684ceed9f171fb0889f80f0b \
-    --hash=sha256:2ffe527bc8664b03cc936bae7ebf965f482beb4acee7a815c2ec2d9aea720b4e \
-    --hash=sha256:4aa90e08f53409b1857572836e57a31835ed20e32521c6fafdc6af96199baff7 \
-    --hash=sha256:507935a971e0a9e5d4ac7ca14df479f8e270502b44904f71d95c0aaed066006f \
-    --hash=sha256:515e092ab8fb522b256fa8a34f471e9b187bb8a50a7c0226a65b036a07d6d188 \
-    --hash=sha256:585bb610fde3e3dd1d7e5ff3cce14f70fbd53ced6769cd104679adf8b5c4ab5b \
-    --hash=sha256:850e7517dd4739cad9af65bcb9699825f9202e5971407bf955e3248fe4814f96 \
-    --hash=sha256:8f063af733cbcc51686380470e7f3f80b589b8c58084baa138efb3b8ca821597 \
-    --hash=sha256:b17e3002ed10747388367621b2ecf39c06d5fdc6b3c31a8c32be2f5ef546fc0b \
-    --hash=sha256:d577e1635e127febb7012bc42fa1c3b958076e59a1a116ade20048c572a1be42 \
-    --hash=sha256:dc292cd73e0c447253877c27f00454a2d09b71324a130ad4c58c145ab753889e \
-    --hash=sha256:de168df756a21a028cf1f917f92da2f77bb135f3b6cdd960914460942a5eca10 \
-    --hash=sha256:de884dd224220002c3e940ca5bdceb27ef9638e5f02493db133ffb8ae88b5610 \
-    --hash=sha256:f33c7d1646ff6531cb9b07f0740b2939f3ecaa31efebfbec8adb6b275f1a45f2 \
-    --hash=sha256:f9a1fc7b1ff3b51d0d03a391768a79964f68541b4c2f294a25a6f14e6670ffab \
-    --hash=sha256:fae4edad0b7c5f9f963bd63452f722f0d7f77a436c2d334b555b31722f9573ad \
-    --hash=sha256:fdc19623a1c7659918c3cee18ea8849fc4af9eaeb87247acf37e0393295d32b7 \
-    --hash=sha256:feefc0ab7606d1fe284d23bef09ea4829ce4fad679936959c29324310f23e081 \
-    --hash=sha256:ff19b7ecb931aef6c7c6168af5530c07e67915102b701d45ae80446f0695ba54
+sqlglotc==30.8.0 \
+    --hash=sha256:02ead13bbaf56a7eb0fdf1eb6ea23b1d70857901a60ea5118e09151ca4051712 \
+    --hash=sha256:172ea79fcdcf3795134dcdff03995681c60bdc0c0874d43dc06ab06fecc0ae25 \
+    --hash=sha256:1863950ef7f41467fe32f7cc55d10d4d747f2b532023c82ccbb44693e6911bc9 \
+    --hash=sha256:2dcdf0a8e9f07f9cd95eb0b6e653352f85862feee0fb6e7a48251e888ae42a5c \
+    --hash=sha256:3176d7a5dc4c97d462ef3a73eb32e513033cf61fc5a794d5e2a310621d078d9b \
+    --hash=sha256:4fad7bceb63f831ec0ec07b5199a7e3f7448323354b9dd7b6f262b501cd76185 \
+    --hash=sha256:62dfdd3ad97d80034ebf8d8117d15fff936aa9aa8394139f0f5f05aac25dc36b \
+    --hash=sha256:6576f7979a506ff5cab4af781c058c0a9caa654d2cd4a864c96c2d785f44711c \
+    --hash=sha256:7068fcfd64ebcedc10bd174b69e0d8d312a89a18772f6312e51a8d3bb1757f1d \
+    --hash=sha256:86c974ec80867180f5bb9a67b9d801095a59b3b046da6df5d989c1572629b2ec \
+    --hash=sha256:960ddda931beb89ae01f8d7c10fa72c486d4d04b077672f94978adb976adc60f \
+    --hash=sha256:9f2dc50e2ca234c40dce5d5a3dfb212c6ed73278043225ac1b0ab577a2db1815 \
+    --hash=sha256:ac64dd30ecc20421e0133883db4e10c3699354c592513aeb50b1ee243a8a5c60 \
+    --hash=sha256:b7dca8aedfdd8f50694e04ea55b040e2cb685dcaf600ca4ea5dd0a141a6a6835 \
+    --hash=sha256:be6257bdbdf2fd2a4daea46c0781542b69e94d968ba745374721dc96d0e55d02 \
+    --hash=sha256:c445f11b470475848b75a03bc3d8ef765cf86e098c4f5003701838da435d492a \
+    --hash=sha256:e6fa017c3fbcf28b1b259e254995949733bafa2d94f3c9398e4cc4230394f8e7 \
+    --hash=sha256:ed86cbfc5b2b292e0474ca9fcf71b82b39aef150d968d8ac97d35a8ab85c43cd \
+    --hash=sha256:f5f17e336a073d7087271468155cb401687e931b5b61d6438233278c2a636baf \
+    --hash=sha256:f640eb821b7bf82e21557f3683f4db89302a9bac4680e8ff53dd951ad7e995d8 \
+    --hash=sha256:f79acd23fcf6ef2e5ef42df26010f699134b3653ff40cb3e403fed083e3e38dc
     # via sqlglot
 sqlglotrs==0.13.0 \
     --hash=sha256:6b934a244b16f26fca50974328a2ebc7689583c59f06203cebb46e2e6e8d93a7 \
@@ -5376,20 +5937,25 @@ sqlparams==6.2.0 \
     --hash=sha256:3744a2ad16f71293db6505b21fd5229b4757489a9b09f3553656a1ae97ba7ca5 \
     --hash=sha256:63b32ed9051bdc52e7e8b38bc4f78aed51796cdd9135e730f4c6a7db1048dedf
     # via singlestoredb
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
+    --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
+    # via mlflow-skinny
+sse-starlette==3.4.4 \
+    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
     # via ipython
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==0.52.1 \
+    --hash=sha256:0029d43eb3d273bc4f83a08720b4912ea4b071087a3b48db01b7c839f7954d74 \
+    --hash=sha256:834edd1b0a23167694292e94f597773bc3f89f362be6effee198165a35d62933
     # via
     #   fastapi
     #   mcp
+    #   mlflow-skinny
     #   sse-starlette
 sympy==1.14.0 \
     --hash=sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517 \
@@ -5412,9 +5978,9 @@ terminado==0.18.1 \
     # via
     #   jupyter-server
     #   jupyter-server-terminals
-testcontainers==4.9.0 \
-    --hash=sha256:2cd6af070109ff68c1ab5389dc89c86c2dc3ab30a21ca734b2cb8f0f80ad479e \
-    --hash=sha256:c6fee929990972c40bf6b91b7072c94064ff3649b405a14fde0274c8b2479d32
+testcontainers==4.15.0rc2 \
+    --hash=sha256:4764016e73da0fa960eb8360687d22710cd68bcc01a4d03189fbe1da896a805d \
+    --hash=sha256:e55b9045842c5bdfdd295e0d0b09aeafb3c1fb9d6f30bd8e718df8fd48dcdc41
     # via feast (pyproject.toml)
 threadpoolctl==3.6.0 \
     --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
@@ -5491,9 +6057,9 @@ tifffile==2025.5.10 \
     --hash=sha256:018335d34283aa3fd8c263bae5c3c2b661ebc45548fde31504016fcae7bf1103 \
     --hash=sha256:e37147123c0542d67bc37ba5cdd67e12ea6fbe6e86c52bee037a9eb6a064e5ad
     # via scikit-image
-timm==1.0.26 \
-    --hash=sha256:985c330de5ccc3a2aa0224eb7272e6a336084702390bb7e3801f3c91603d3683 \
-    --hash=sha256:f66f082f2f381cf68431c22714c8b70f723837fa2a185b155961eab90f2d5b10
+timm==1.0.27 \
+    --hash=sha256:315dfe63186ca9fb7ff941268941231fd5be259f2b4bb4afa28560ae1015cb9a \
+    --hash=sha256:5ff07c9ddf53cbada88eab1c93ff175c64cab683b5a2fddf863bcee985926f89
     # via feast (pyproject.toml)
 tinycss2==1.4.0 \
     --hash=sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7 \
@@ -5578,6 +6144,7 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via
+    #   alembic
     #   build
     #   coverage
     #   fastapi-mcp
@@ -5587,9 +6154,9 @@ tomli==2.4.1 \
     #   pytest
     #   pytest-env
     #   singlestoredb
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -5599,35 +6166,35 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-torch==2.11.0 \
-    --hash=sha256:01018087326984a33b64e04c8cb5c2795f9120e0d775ada1f6638840227b04d7 \
-    --hash=sha256:0f68f4ac6d95d12e896c3b7a912b5871619542ec54d3649cf48cc1edd4dd2756 \
-    --hash=sha256:1b32ceda909818a03b112006709b02be1877240c31750a8d9c6b7bf5f2d8a6e5 \
-    --hash=sha256:1e6debd97ccd3205bbb37eb806a9d8219e1139d15419982c09e23ef7d4369d18 \
-    --hash=sha256:2658f34ce7e2dabf4ec73b45e2ca68aedad7a5be87ea756ad656eaf32bf1e1ea \
-    --hash=sha256:2b4e811728bd0cc58fb2b0948fe939a1ee2bf1422f6025be2fca4c7bd9d79718 \
-    --hash=sha256:2bb3cc54bd0dea126b0060bb1ec9de0f9c7f7342d93d436646516b0330cd5be7 \
-    --hash=sha256:2c0d7fcfbc0c4e8bb5ebc3907cbc0c6a0da1b8f82b1fc6e14e914fa0b9baf74e \
-    --hash=sha256:4b5866312ee6e52ea625cd211dcb97d6a2cdc1131a5f15cc0d87eec948f6dd34 \
-    --hash=sha256:4cf8687f4aec3900f748d553483ef40e0ac38411c3c48d0a86a438f6d7a99b18 \
-    --hash=sha256:4dc8b3809469b6c30b411bb8c4cad3828efd26236153d9beb6a3ec500f211a60 \
-    --hash=sha256:4dda3b3f52d121063a731ddb835f010dc137b920d7fec2778e52f60d8e4bf0cd \
-    --hash=sha256:563ed3d25542d7e7bbc5b235ccfacfeb97fb470c7fee257eae599adb8005c8a2 \
-    --hash=sha256:63a68fa59de8f87acc7e85a5478bb2dddbb3392b7593ec3e78827c793c4b73fd \
-    --hash=sha256:73e24aaf8f36ab90d95cd1761208b2eb70841c2a9ca1a3f9061b39fc5331b708 \
-    --hash=sha256:7aa2f9bbc6d4595ba72138026b2074be1233186150e9292865e04b7a63b8c67a \
-    --hash=sha256:7b6a60d48062809f58595509c524b88e6ddec3ebe25833d6462eeab81e5f2ce4 \
-    --hash=sha256:8245477871c3700d4370352ffec94b103cfcb737229445cf9946cddb7b2ca7cd \
-    --hash=sha256:8b394322f49af4362d4f80e424bcaca7efcd049619af03a4cf4501520bdf0fb4 \
-    --hash=sha256:98bb213c3084cfe176302949bdc360074b18a9da7ab59ef2edc9d9f742504778 \
-    --hash=sha256:a97b94bbf62992949b4730c6cd2cc9aee7b335921ee8dc207d930f2ed09ae2db \
-    --hash=sha256:ab9a8482f475f9ba20e12db84b0e55e2f58784bdca43a854a6ccd3fd4b9f75e6 \
-    --hash=sha256:b2a43985ff5ef6ddd923bbcf99943e5f58059805787c5c9a2622bf05ca2965b0 \
-    --hash=sha256:b3c712ae6fb8e7a949051a953fc412fe0a6940337336c3b6f905e905dac5157f \
-    --hash=sha256:cc89b9b173d9adfab59fd227f0ab5e5516d9a52b658ae41d64e59d2e55a418db \
-    --hash=sha256:d91aac77f24082809d2c5a93f52a5f085032740a1ebc9252a7b052ef5a4fddc6 \
-    --hash=sha256:f99924682ef0aa6a4ab3b1b76f40dc6e273fca09f367d15a524266db100a723f \
-    --hash=sha256:fbf39280699d1b869f55eac536deceaa1b60bd6788ba74f399cc67e60a5fab10
+torch==2.12.0 \
+    --hash=sha256:10802fd383bbfed646212e765a72c37d2185205d4f26eb197a254e8ac7ddcb25 \
+    --hash=sha256:10ee1448a9f304d3b987eb4656f664ba6e4d7b410ca7a5a7c642199777a2cf88 \
+    --hash=sha256:1834bd984f8a2f4f16bdfbeecca9146184b220aa46276bf5756735b5dae12812 \
+    --hash=sha256:2140e373e9a51a3e22ef62e8d14366d0b470d18f0adf19fdc757368077133a34 \
+    --hash=sha256:3fee918902090ade827643e758e98363278815de583c75d111fdd665ebffde9f \
+    --hash=sha256:415c1b8d0412f67551c8e89a2daca0fb3e56694af0281ba155eaa9da481f58b4 \
+    --hash=sha256:4b4f64c2c2b11f7510d93dd6412b87025ff6eddd6bb61c3b5a3d892ea20c4756 \
+    --hash=sha256:5d6b560dfa7d56291c07d615c3bb73e8d9943d9b6d87f76cd0d9d570c4797fa6 \
+    --hash=sha256:5f96b63f8287f66a005dd1b5a6abba2920f11156c5e5c4d815f3e2050fd1aa16 \
+    --hash=sha256:6a7512adfdd7f6732e40de1c620831e3c75b39b98cef60b11d0c5f0a76473ec5 \
+    --hash=sha256:864392c73b7654f4d2b3ae712f607937d0dbb1101c4555fbb41848106b297f39 \
+    --hash=sha256:891c769072637c74e9a5a77a3bc782894696d8ffec83b938df8536dee7f0ba78 \
+    --hash=sha256:8b958caff4a14d3a3b0b2dfc6a378f64dda9728a9dad28c08a0db9ce4dafb549 \
+    --hash=sha256:8fbef9f108a863e7722a73740998967e3b074742a834fc5be3a535a2befa7057 \
+    --hash=sha256:90dd587a5f61bfe1307148b581e2084fc5bc4a06e2b90a20e9a36b81087ff16b \
+    --hash=sha256:a43ac605a5e13116c72b64c359644cce0229f213dde48d2ae0ae5eb5becf7feb \
+    --hash=sha256:a6a2eebb237d3b1d9ad3b378e86d9b9e0782afdea8b1e0eba6a13646b9b49c07 \
+    --hash=sha256:af68dbf403439cae9ceaeaaf92f8352b460787dcd27b92aa05c40dd4a19c0f1e \
+    --hash=sha256:b41339df93d491435e790ff8bcbae1c0ce777175889bfd1281d119862793e6a2 \
+    --hash=sha256:b4556715c8572758625d62b6e0ae3b1f76c440221913a6fb5e100f321fb4fb02 \
+    --hash=sha256:c12592630aef72feaf18bd3f197ef587bbfa21131b31c38b23ab2e55fce92e36 \
+    --hash=sha256:c66696857e987efb8bc1777a37357ec4f60ab5e8af6250b83d6034437fa2d8f3 \
+    --hash=sha256:cf9839790285dd472e7a16aafcb4a4e6bf58ec1b494045044b0eefb0eb4bd1f2 \
+    --hash=sha256:d47e7dee68ac4cd7a068b26bcd6b989935427709fae1c8f7bd0019978f829e15 \
+    --hash=sha256:d4d029801cb7b6df858804a2a21b00cc2aa0bf0ee5d2ab18d343c9e9e5681f35 \
+    --hash=sha256:dd37188ea325042cb1f6cafa56822b11ada2520c04791a52629b0af25bdfbfd9 \
+    --hash=sha256:e2ad3eb85d39c3cab62dfa93ed5a73516e6a53c6713cb97d004004fe089f0f1f \
+    --hash=sha256:f7dfae4a519197dfa050e98d8e36378a0fb5899625a875c2b54445005a2e404e
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -5637,35 +6204,35 @@ torch==2.11.0 \
     #   sentence-transformers
     #   timm
     #   torchvision
-torchvision==0.26.0 \
-    --hash=sha256:0f3e572efe62ad645017ea847e0b5e4f2f638d4e39f05bc011d1eb9ac68d4806 \
-    --hash=sha256:114bec0c0e98aa4ba446f63e2fe7a2cbca37b39ac933987ee4804f65de121800 \
-    --hash=sha256:1c55dc8affbcc0eb2060fbabbe996ae9e5839b24bb6419777f17848945a411b1 \
-    --hash=sha256:2adfbe438473236191ff077a4a9a0c767436879c89628aa97137e959b0c11a94 \
-    --hash=sha256:358fc4726d0c08615b6d83b3149854f11efb2a564ed1acb6fce882e151412d23 \
-    --hash=sha256:3daf9cc149cf3cdcbd4df9c59dae69ffca86c6823250442c3bbfd63fc2e26c61 \
-    --hash=sha256:406557718e62fdf10f5706e88d8a5ec000f872da913bf629aab9297622585547 \
-    --hash=sha256:4280c35ec8cba1fcc8294fb87e136924708726864c379e4c54494797d86bc474 \
-    --hash=sha256:55bd6ad4ae77be01ba67a410b05b51f53b0d0ee45f146eb6a0dfb9007e70ab3c \
-    --hash=sha256:5d63dd43162691258b1b3529b9041bac7d54caa37eae0925f997108268cbf7c4 \
-    --hash=sha256:7058c5878262937e876f20c25867b33724586aa4499e2853b2d52b99a5e51953 \
-    --hash=sha256:7993c01648e7c61d191b018e84d38fe0825c8fcb2720cd0f37caf7ba14404aa1 \
-    --hash=sha256:8008474855623c6ba52876589dc52df0aa66e518c25eca841445348e5f79844c \
-    --hash=sha256:82c3965eca27e86a316e31e4c3e5a16d353e0bcbe0ef8efa2e66502c54493c4b \
-    --hash=sha256:9a904f2131cbfadab4df828088a9f66291ad33f49ff853872aed1f86848ef776 \
-    --hash=sha256:a06d4772a8e13e772906ed736cc53ec6639e5e60554f8e5fa6ca165aabebc464 \
-    --hash=sha256:a39c7a26538c41fda453f9a9692b5ff9b35a5437db1d94f3027f6f509c160eac \
-    --hash=sha256:b6f9ad1ecc0eab52647298b379ee9426845f8903703e6127973f8f3d049a798b \
-    --hash=sha256:b7d3e295624a28b3b1769228ce1345d94cf4d390dd31136766f76f2d20f718da \
-    --hash=sha256:b7e6213620bbf97742e5f79832f9e9d769e6cf0f744c5b53dad80b76db633691 \
-    --hash=sha256:c409e1c3fdebec7a3834465086dbda8bf7680eff79abf7fd2f10c6b59520a7a4 \
-    --hash=sha256:d61a5abb6b42a0c0c311996c2ac4b83a94418a97182c83b055a2a4ae985e05aa \
-    --hash=sha256:de6424b12887ad884f39a0ee446994ae3cd3b6a00a9cafe1bead85a031132af0 \
-    --hash=sha256:e9d0e022c19a78552fb055d0414d47fecb4a649309b9968573daea160ba6869c \
-    --hash=sha256:eb61804eb9dbe88c5a2a6c4da8dec1d80d2d0a6f18c999c524e32266cb1ebcd3 \
-    --hash=sha256:ebc043cc5a4f0bf22e7680806dbba37ffb19e70f6953bbb44ed1a90aeb5c9bea \
-    --hash=sha256:f13f12b3791a266de2d599cb8162925261622a037d87fc03132848343cf68f75 \
-    --hash=sha256:fd10b5f994c210f4f6d6761cf686f82d748554adf486cb0979770c3252868c8f
+torchvision==0.27.0 \
+    --hash=sha256:0822b58d2c5d325cd0c7152b744acbd15f898c07572e2cfb70b075a865a4f6f9 \
+    --hash=sha256:1a6dd742a150645126df9e0b2e449874c1d635897c773b322c2e067e98382dfe \
+    --hash=sha256:1c01f0d1091ae22b9dfc082b0a0fe5faaf053686a29b4fb082ba7691375c73cf \
+    --hash=sha256:1c2db4bde82bc48ebff73436a6adf34d4f809448268a70d9a1285f5c8f92313d \
+    --hash=sha256:2664d06acd64d328aa7689b0d0c81ee31e240e9977d8768816b4be7c66c03211 \
+    --hash=sha256:2c037709072ca9b19750c0cbe9e8bb6f91c9a1be1befa26df33e281deccbd8c7 \
+    --hash=sha256:2c4099a15150143b9b034730b404a56d572efe0b79489b4c765d929cb4eac7f3 \
+    --hash=sha256:419c98a9275b27660cdce6d09080fd5974d1ec1d4a225f71439ebacb3b0c4e64 \
+    --hash=sha256:41d6dae73e1af09fa82ded597ae57f2a2314285acde54b25890a8f8e51b999d7 \
+    --hash=sha256:5bb82fc3c55daf1788621e504310b0a286f1069627a8742f692aebb075ef25a7 \
+    --hash=sha256:65772ff3ec4f4f5d680e30019835555dd239e7fefee4b0a846375fe1cb1592ef \
+    --hash=sha256:70f071c6f74b60d5fe8851636d8d4cd5f4fa29d57fd9348a87a6f17b990b95ba \
+    --hash=sha256:72bf547e58ddb948689734eed6f4b6a2031f979dba4fb08e3690688b392e929f \
+    --hash=sha256:7a9966a088d06b4cf6c610e03be62de469efa6f2cd2e7c7eed8e925ed6af59ac \
+    --hash=sha256:91f61b9865423037c327eb56afa207cc72de874e458c361840db9dcf5ce0c0eb \
+    --hash=sha256:9bb9251f64b854124efed95d02953a89f7e2726c3ca662d7ea0151129157297f \
+    --hash=sha256:a49e55055a39a8506fe7e59850522cab004efb2c3839f6057658889c1d69c815 \
+    --hash=sha256:aaafa6962c9d91f42503de1957d6fa349907d028c06f335bd95da7a5bc57147d \
+    --hash=sha256:aee384a2782c89517c4ab9061d2720ba59fd2ffe5ef89d0a149cc2d43abdf521 \
+    --hash=sha256:b4aacff70ea4b7377f996f9048989c850d221fef33658ddbcae42aa5bd4ca11a \
+    --hash=sha256:b4c6bb0a670dcba017b3643e21902c9b8a1cc1c127d602f1488fa29ec3c6e865 \
+    --hash=sha256:c1fac0fc2a7adf29481fc1938a0e7845c57ba1147a986784109c4d98f434ea8c \
+    --hash=sha256:c5121f1b9ab09a7f73e837871deb8321551f7eaeb19d87aa00de9191968eae44 \
+    --hash=sha256:c9f44e35e6ec01caedacce9e941a5bf21fe424403321efac2507a201273653c5 \
+    --hash=sha256:cbf89764fc76f3f17fbf80c12d5a89c691e91cb9d82c38412aaf0568655ffb19 \
+    --hash=sha256:dadea3c5ecfd05bbb2a3312ab0374f213c58bf6459cb059122e2f4dfe13d10ed \
+    --hash=sha256:df0c166b6bdf7c47f88e81e8b43bc085451d5c50d0c5d1691bc474c1227d6fed \
+    --hash=sha256:f44453f107c296d5446a79f7ac59733ad8bf5ddfa04c53805dfbae298a42a798
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
@@ -5704,9 +6271,9 @@ tqdm==4.67.3 \
     #   semchunk
     #   sentence-transformers
     #   transformers
-traitlets==5.14.3 \
-    --hash=sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7 \
-    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traitlets==5.15.0 \
+    --hash=sha256:4fead733f81cf1c4c938e06f8ca4633896833c9d89eff878159457f4d4392971 \
+    --hash=sha256:fb36a18867a6803deab09f3c5e0fa81bb7b26a5c9e82501c9933f759166eff40
     # via
     #   ipykernel
     #   ipython
@@ -5766,15 +6333,16 @@ tree-sitter==0.25.2 \
     --hash=sha256:fbb1706407c0e451c4f8cc016fec27d72d4b211fdd3173320b1ada7a6c74c3ac \
     --hash=sha256:fe43c158555da46723b28b52e058ad444195afd1db3ca7720c59a254544e9c20
     # via docling-core
-tree-sitter-c==0.24.1 \
-    --hash=sha256:290bff0f9c79c966496ebae45042f77543e6e4aea725f40587a8611d566231a8 \
-    --hash=sha256:789781afcb710df34144f7e2a20cd80e325114b9119e3956c6bd1dd2d365df98 \
-    --hash=sha256:7d2d0cda0b8dda428c81440c1e94367f9f13548eedca3f49768bde66b1422ad6 \
-    --hash=sha256:942bcd7cbecd810dcf7ca6f8f834391ebf0771a89479646d891ba4ca2fdfdc88 \
-    --hash=sha256:9a74cfd7a11ca5a961fafd4d751892ee65acae667d2818968a6f079397d8d28c \
-    --hash=sha256:9c06ac26a1efdcc8b26a8a6970fbc6997c4071857359e5837d4c42892d45fe1e \
-    --hash=sha256:a6a807705a3978911dc7ee26a7ad36dcfacb6adfc13c190d496660ec9bd66707 \
-    --hash=sha256:d46bbda06f838c2dcb91daf767813671fd366b49ad84ff37db702129267b46e1
+tree-sitter-c==0.24.2 \
+    --hash=sha256:1628584df0299b5a340aa63f8e67b6c97c91517f52fa7e7a4c557e40adb330a9 \
+    --hash=sha256:4a2f4371cd816cc3153458f69062135ebb2ea5f275ddd90494e5c823d778204a \
+    --hash=sha256:4d4579a8b54f0a442f903d88d3304cab77cd5c2031d4015baa4f2f8e15d6dcb7 \
+    --hash=sha256:5041ef67eb68ce6bc8bb0b1f8ef3a5585ce523dae0c7eec109ab0627dd75aede \
+    --hash=sha256:82842c5a5f2acd93f4de10038c33ac179c8979defc39376f990348d6289e933b \
+    --hash=sha256:97bc80a224d48215d4e6e6376bf30d114f4c317b8145ff1b02afe785d4ba7bdd \
+    --hash=sha256:abb549225091f7b25df2dd3a0143ece6e208f7055d8bcb4700b41ee79b9ef1e1 \
+    --hash=sha256:c098bedcd5ac86ff93fa734d51d1dd86aed40fd5ed7d634c7af11380a0469969 \
+    --hash=sha256:e2b42e8e22202c251f8629306f9321233542e07a6e01611b5fe83489272143eb
     # via docling-core
 tree-sitter-javascript==0.25.0 \
     --hash=sha256:199d09985190852e0912da2b8d26c932159be314bc04952cf917ed0e4c633e6b \
@@ -5812,9 +6380,9 @@ trino==0.337.0 \
     --hash=sha256:3a0bd03a09b7ea5dccd41ca6e58abfb127c6303f3a48a258ff794d411dd83a3c \
     --hash=sha256:868f2b8137d4d1baa84c9bc341f2cdf29039462aa69d7c089a0b821b5a91f29c
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
 typer==0.12.5 \
     --hash=sha256:62fe4e471711b147e3365034133904df3e235698399bc4de2b36c8579298d52b \
@@ -5823,9 +6391,9 @@ typer==0.12.5 \
     #   docling
     #   docling-core
     #   fastapi-mcp
-types-cffi==2.0.0.20260402 \
-    --hash=sha256:47e1320c009f630c59c55c8e3d2b8c501e280babf52e92f6109cbfb0864ba367 \
-    --hash=sha256:f647a400fba0a31d603479169d82ee5359db79bd1136e41dc7e6489296e3a2b2
+types-cffi==2.0.0.20260518 \
+    --hash=sha256:5b68a215a95d0eac4203b58e766ff7fe40c2e091b1fa1a9e54111f04cc560084 \
+    --hash=sha256:f9707e66c13454789a58f8843d1ded4a66f1e9c8b10bd24d5eb5e0f25c0c5472
     # via types-pyopenssl
 types-protobuf==3.19.22 \
     --hash=sha256:d291388678af91bb045fafa864f142dc4ac22f5d4cdca097c7d8d8a32fa9b3ab \
@@ -5833,25 +6401,25 @@ types-protobuf==3.19.22 \
     # via
     #   feast (pyproject.toml)
     #   mypy-protobuf
-types-pymysql==1.1.0.20251220 \
-    --hash=sha256:ae1c3df32a777489431e2e9963880a0df48f6591e0aa2fd3a6fabd9dee6eca54 \
-    --hash=sha256:fa1082af7dea6c53b6caa5784241924b1296ea3a8d3bd060417352c5e10c0618
+types-pymysql==1.1.0.20260518 \
+    --hash=sha256:39a2448c4267dc4551e0824d2bfaecf7dfd171e89e6dbba90f4d4d45d55e4342 \
+    --hash=sha256:cf697ce4e44124fc859e8e8a7f047c1dc864745c3c628b85a51b3ee01502ef98
     # via feast (pyproject.toml)
 types-pyopenssl==24.1.0.20240722 \
     --hash=sha256:47913b4678a01d879f503a12044468221ed8576263c1540dcb0484ca21b08c39 \
     --hash=sha256:6a7a5d2ec042537934cfb4c9d4deb0e16c4c6250b09358df1f083682fe6fda54
     # via types-redis
-types-python-dateutil==2.9.0.20260402 \
-    --hash=sha256:7827e6a9c93587cc18e766944254d1351a2396262e4abe1510cbbd7601c5e01f \
-    --hash=sha256:a980142b9966713acb382c467e35c5cc4208a2f91b10b8d785a0ae6765df6c0b
+types-python-dateutil==2.9.0.20260518 \
+    --hash=sha256:51f02dc03b61c7f6a07df45797d4dfe8a1aa47f0b7db9ad89f6fd3a1a70e1b51 \
+    --hash=sha256:d6a9c5bd0de61460c8fdef8ab2b400f956a1a1075cce08d4e2b4434e478c50b8
     # via feast (pyproject.toml)
-types-pytz==2026.1.1.20260402 \
-    --hash=sha256:0d9a60ed1c6ad4fce7c6395b5bd2d9827db41d4b83de7c0322cf85869c2bfda3 \
-    --hash=sha256:79209aa51dc003a4a6a764234d92b14e5c09a1b7f24e0f00c493929fd33618e8
+types-pytz==2026.2.0.20260518 \
+    --hash=sha256:3a12eaa38f476bd650902a9c9bb442f03f3c7dee2be5c5848bce61bd708d205a \
+    --hash=sha256:e5d254329e9c4e91f0781b22c43a4bb2d10bb044d97b24c4b05d45567b0eae16
     # via feast (pyproject.toml)
-types-pyyaml==6.0.12.20250915 \
-    --hash=sha256:0f8b54a528c303f0e6f7165687dd33fafa81c807fcac23f632b63aa624ced1d3 \
-    --hash=sha256:e7d4d9e064e89a3b3cae120b4990cd370874d2bf12fa5f46c97018dd5d3c9ab6
+types-pyyaml==6.0.12.20260518 \
+    --hash=sha256:d2150f75a231c9fe9c7463bd29487d93e60bac90400287351384bc2284eba7cd \
+    --hash=sha256:d917f83fb38462550338c1297faedd860b3ec83912b96b1e3d73255f7473e466
     # via feast (pyproject.toml)
 types-redis==4.6.0.20241004 \
     --hash=sha256:5f17d2b3f9091ab75384153bfa276619ffa1cf6a38da60e10d5e6749cc5b902e \
@@ -5861,15 +6429,15 @@ types-requests==2.30.0.0 \
     --hash=sha256:c6cf08e120ca9f0dc4fa4e32c3f953c3fba222bcc1db6b97695bce8da1ba9864 \
     --hash=sha256:dec781054324a70ba64430ae9e62e7e9c8e4618c185a5cb3f87a6738251b5a31
     # via feast (pyproject.toml)
-types-setuptools==82.0.0.20260402 \
-    --hash=sha256:4b9a9f6c3c4c65107a3956ad6a6acbccec38e398ff6d5f78d5df7f103dadb8d6 \
-    --hash=sha256:63d2b10ba7958396ad79bbc24d2f6311484e452daad4637ffd40407983a27069
+types-setuptools==82.0.0.20260518 \
+    --hash=sha256:31c04a62b57a653a5021caf191be0f10f70df890f813b51f02bab3969d300f20 \
+    --hash=sha256:3b743cfe63d0981ea4c15b90710fc1ed41e3464a537d51e705be514e891c1d07
     # via
     #   feast (pyproject.toml)
     #   types-cffi
-types-tabulate==0.10.0.20260308 \
-    --hash=sha256:724dcb1330ffba5f46d3cf6e29f45089fccb8e85801e6e7ac9efb1195bf7bea1 \
-    --hash=sha256:94a9795965bc6290f844d61e8680a1270040664b88fd12014624090fd847e13c
+types-tabulate==0.10.0.20260508 \
+    --hash=sha256:8e51f159e8b24976849706ae2ed1dc9adba8ebbd080b17e494ebb66a8cc92c74 \
+    --hash=sha256:b1e1a2d0456fbd655a71690b09a7aaeffdf2978d32049184ea436492aa51d20a
     # via feast (pyproject.toml)
 types-urllib3==1.26.25.14 \
     --hash=sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f \
@@ -5880,6 +6448,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
     #   aiosignal
+    #   alembic
     #   anyio
     #   async-lru
     #   azure-core
@@ -5892,6 +6461,7 @@ typing-extensions==4.15.0 \
     #   elasticsearch
     #   exceptiongroup
     #   fastapi
+    #   graphene
     #   great-expectations
     #   huggingface-hub
     #   ibis-framework
@@ -5900,8 +6470,10 @@ typing-extensions==4.15.0 \
     #   mcp
     #   minio
     #   mistune
+    #   mlflow-skinny
     #   multidict
     #   mypy
+    #   opentelemetry-sdk
     #   oracledb
     #   psycopg
     #   psycopg-pool
@@ -5930,9 +6502,9 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via
     #   arrow
     #   ibis-framework
@@ -5943,93 +6515,91 @@ tzlocal==5.3.1 \
     # via
     #   great-expectations
     #   trino
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
+ujson==5.12.1 \
+    --hash=sha256:07f307780f85b49cba93f291718421b6f5f3b627a323b431fad937a18f6587cb \
+    --hash=sha256:080bc65ac7c0a6314d45d55b6171d3a48b1aeaf89895654d625b291cfe46309f \
+    --hash=sha256:0be2b4f2f547b9f0f3d902640e410e5a2fc851576cbe033c88445a23e3e7aef1 \
+    --hash=sha256:10f44bd08ae52ee23ca6e8b472692e5da1768af2d53ff1bad6f40b532e0bc7ee \
+    --hash=sha256:12e99e49c62322ed0394c914aff15403ba7ede0b74f05a0faa4ec12c7d17a139 \
+    --hash=sha256:191d2077fd53441599a2efd3dcc205b9cc5f3a4d685a76e9f73f4b6c19aee0c9 \
+    --hash=sha256:19ea07e29a45d199f926aadf93a9974128438c01b83141fba32477c0ee604b33 \
+    --hash=sha256:1a09636220f26c66f80c6c6283023cb53120e843825f890be92696cd1aa43f39 \
+    --hash=sha256:1c335caea51c31494e514b82d50763b9792d3960d2c7d9fdb6b6fb8ed50ebdd0 \
+    --hash=sha256:251ba8229e19b4b0b3efb5e7e3ddfa67c5c466aa492707bc3f6568bf714604dc \
+    --hash=sha256:26dcb43869057373048cbd2678293c5b0f962d5774cc76fc9488564a209bcbf2 \
+    --hash=sha256:289f13095764d03734adfa10107da9b530ceb64dc1b02a5f507588d978d5b7df \
+    --hash=sha256:29d1d64ed2c3c17666f4f0e15462800f3477255dc53667ad5d099277866c5666 \
+    --hash=sha256:2cfbd6b0c677d5d053964b8f98d8bb1af10c591c8c24454bcd40006ac8ba18db \
+    --hash=sha256:3a6efff7dc6515416366819de4a1bc449b77107c5b48508b101fd40f7f8bec08 \
+    --hash=sha256:3e30fa6bc7156ed709e13f8b52e917db08fbfd611ba61346b62630974ec0ba8e \
+    --hash=sha256:427893168d074e59214b0ee058337c57f5bb80175cdd5b4799a9c931aae22022 \
+    --hash=sha256:45022aae09ac3d45bda6fbfc631088d1aff9a0465542d40bd6d295ced378c430 \
+    --hash=sha256:46315b82505c99101dcab3bd979f15fecfde85c02df7efbb4e428fa357665290 \
+    --hash=sha256:485f0182a0c0b54c304061cdc826d8343ce595c4055f7a24e72772a8520e5f7b \
+    --hash=sha256:49dd9c378e1c8e676785ff2b62cb490074229f15ab54abf45b623713cb2c36b5 \
+    --hash=sha256:4e12ca368b397aed7fa1eec534ea1ba8d94977b376f9df3e93ae1acfd004ec40 \
+    --hash=sha256:4ea0c490c702c20495e97345acfcf0c2f3153e658ef537ff111929c48b89e10a \
+    --hash=sha256:4f39ba3b65cc637b59731532f7e7c807786bff1d0332ab2d5b96a04d2584d78f \
+    --hash=sha256:50d07e79ec70d32b4fbe18ab706ed0b172be08710d5901b9d067d7951bfaa164 \
+    --hash=sha256:558673c6c3a2309775683ca96d5f1e4cd99889f71b1ba5cb6be8aa37ae67f9e0 \
+    --hash=sha256:5b7e96406c301a1366534479a7352ec40ec68bb327c0c119091635acd5925e35 \
+    --hash=sha256:5dc91fa06ea35920b704fd9d70871897680145998071cfbf5ee3e19f2c9fc242 \
+    --hash=sha256:66005b49c753a1b9f2f8853919dc58e1e6bd66846ea341a33afa76c6d7602485 \
+    --hash=sha256:696224d4cfb8883fa5c0285dff31e5ce924704dd9ccd38e9ea8b5bf4a42b12fc \
+    --hash=sha256:6cc6ea753b7303fa5629fa9ac9257ea4b001c4d72583b2bb36ff1855a07db49f \
+    --hash=sha256:6d8827904358d7da59ccf2e1fd8de59e78248036d17fecc0462e62c6721f1102 \
+    --hash=sha256:6f19e9a407a24230df0cc1ec1c0f5999872ba526b14a780f80ad6479f5eed9bc \
+    --hash=sha256:71bdb5d10c6d7e710cfa78e743d9fb79a37c7c66fa916cd287bffbaa520f5abe \
+    --hash=sha256:727e983ef27892d86ee2d28fd517eeb02b2c1165aafcbe929dce988aeee81bfe \
+    --hash=sha256:757f2026bef09d231d63a2250a2c7ad21ea1c9cb1ded6480659d202c4e2ef09e \
+    --hash=sha256:758e5c8fbe4e6d483041e03b307b01fb5d2f2dd4452d4d4b927ab902e188939e \
+    --hash=sha256:7642a41520ac1b2bc25ea282b66b8da522cc43424442e6fb5e039be4d4f96530 \
+    --hash=sha256:77a71fe53427a0cf49d56eafd801d9f7e203b784b7f99cc717783fd6f6f7b732 \
+    --hash=sha256:7957b64583793042521f7f7c71c01626b3d32a17528eaab980eb8cdc3d4eec68 \
+    --hash=sha256:7bba5ab7965619db7d6f5503133b8e2d8bfce9bb6754224ca64d19261cc52f7c \
+    --hash=sha256:7dc5cf44ea42365cd1b66e6ed3fc6ca040c86587b024a6659b98e99d31cff2cd \
+    --hash=sha256:7e31afad20cd6837a5ac6965d95b44b0ff06e42a82b01a8d3dc606a07f0b7a2a \
+    --hash=sha256:80f58ae2be100da0f525330ee274accd8892d1c125fea75076f60539d9a5f9cd \
+    --hash=sha256:8416bb724db9accfa97bdb77245952494b1800c23e42defd46afb5c661c9af19 \
+    --hash=sha256:8aa731138d6dfca4ab84501b72384e6c544bfb48cb87a0dd4d304df3246cac25 \
+    --hash=sha256:8b657e870c77aaacdeea86cfad3e6d2ef9b52517e45988c9c367f7ee764fe4dd \
+    --hash=sha256:8df5d984ff4ac1ef292d70f30da03417038a7e1e0bc272d28ca9d34f02f41682 \
+    --hash=sha256:949cb4863a5d4847edeb47c5364b334e8cadf23a7cbdaa547d86098a4b093106 \
+    --hash=sha256:9523d67d45334f9a1d62e423bd72be62b58d2289a50420ffffa9363763eab73f \
+    --hash=sha256:963287e4b1bc463735c4056968a2dfa59bb831b6daba68bddd14f451191fe9e5 \
+    --hash=sha256:984b5a99d1e0a037c2046c3c4b34cec832565d62d5017be0a035bf3cbfab72dc \
+    --hash=sha256:a7a81724d5d90a2da7155d15d8b156ce57eaed7cdd622df813f36a8e612fd4c8 \
+    --hash=sha256:b21b4c680594c8686bcd4cdda0fd3ea2567b9d42bcf1d1e3d92d39bcdb02e8f1 \
+    --hash=sha256:b22aa0f644516d3d5b29464949e4b23fe784f84b4a1030ab9ac3cb42aaedabb1 \
+    --hash=sha256:b2c419bf42ae40963fc27f70c59e24e9a97f5cf168dbce2c572f3c0ce3595912 \
+    --hash=sha256:b5db0849c0e3da54822a5834f2dc51d7c51072d7f7d665014ee34600dc10889b \
+    --hash=sha256:b6afa86c117b66034004ee83c5149c6dccf7cb88941f9d3a1640c7076577f2d4 \
+    --hash=sha256:bca3f04b2f590a8211acdc3ca06649b65a7ed1e999437dccf095310be9d3ba4e \
+    --hash=sha256:bdc6b277dcd27663f7fb76b6a5088424c66e0407c23e9884f80cd733f7d71b19 \
+    --hash=sha256:c4bdc052a5d097f0a2e56d93aed97355f9f7a62ef9baa4f8517e43245434af9c \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba \
+    --hash=sha256:c8e626b6bc9bdd2e8f7393b7d99f3daa2ca4022e6203662e70de7bb3604b21b9 \
+    --hash=sha256:cec6b9b539539affc1f01a795c99574592a635ce22331b64f2b42e0af570659e \
+    --hash=sha256:d57d731ecf492d3d011e65369f8330654f0875b19f646be5270d478e843d3b81 \
+    --hash=sha256:d90d27953716ef206c42f166932b3dbb264dc638bbf32acae81b216ae35f566d \
+    --hash=sha256:dc26caebea90425662ef0b979f945f6ac832651881107d6ec9a3c4d4a4ba929c \
+    --hash=sha256:e08d9e096c416ddc34519241f97c201258b42639f2012d9547d8ae32921800dd \
+    --hash=sha256:e3c9c894971f4ada3ded16a804ed4640e1f2b3e5239beaeec7c48296f39f4232 \
+    --hash=sha256:e4b0c9f6a56aa94bb98b403e1f57a866f0b43abaa89757b24d4a4b3cd8643ced \
+    --hash=sha256:ea3bed53d2ea8e5642e814a9e41f3e29420a8067874ba03ace8c0462e160490c \
+    --hash=sha256:ee83fbac03a0896faf190177c938f94eb610b798d495a19d50997242c4eca685 \
+    --hash=sha256:f48ef8a16f1d85bd7982beac7adfd3fb704058631db84c1c61c8a1b7072b1508 \
+    --hash=sha256:f6074d3d3267ba1914c624b6e1fa3d8152648ff36b0ab77ddf83b92db488c30d \
+    --hash=sha256:f67c5f0d64eba0fbbd6d2d6a79b0c43c5bc06f27564378fd5d716e0d40360068 \
+    --hash=sha256:f75caed5b6d1fc271bb720a780c4199914267f7b865f9bf17826c4feccea582c
     # via pymilvus
 uri-template==1.3.0 \
     --hash=sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7 \
     --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
     # via jsonschema
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   feast (pyproject.toml)
     #   botocore
@@ -6050,6 +6620,7 @@ uvicorn[standard]==0.34.0 \
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
+    #   mlflow-skinny
     #   uvicorn-worker
 uvicorn-worker==0.3.0 \
     --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
@@ -6112,121 +6683,121 @@ virtualenv==20.23.0 \
     # via
     #   feast (pyproject.toml)
     #   pre-commit
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-wcwidth==0.6.0 \
-    --hash=sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad \
-    --hash=sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159
-    # via prompt-toolkit
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2 \
+    --hash=sha256:90e3a7ea092341c44b99562e75d09e4d5160fe7a3974c6fb842a101a95e7eed0
+    # via
+    #   prettytable
+    #   prompt-toolkit
 webcolors==25.10.0 \
     --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d \
     --hash=sha256:62abae86504f66d0f6364c2a8520de4a0c47b80c03fc3a5f1815fedbef7c19bf
@@ -6309,10 +6880,13 @@ websockets==16.0 \
 werkzeug==3.1.8 \
     --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50 \
     --hash=sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44
-    # via moto
-wheel==0.46.3 \
-    --hash=sha256:4b399d56c9d9338230118d705d9737a2a468ccca63d5e813e2a4fc7815d8bc4d \
-    --hash=sha256:e3e79874b07d776c40bd6033f8ddf76a7dad46a7b8aa1b2787a83083519a1803
+    # via
+    #   flask
+    #   flask-cors
+    #   moto
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
+    --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
     # via
     #   pip-tools
     #   singlestoredb
@@ -6404,6 +6978,7 @@ wrapt==1.17.3 \
     --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
     # via
     #   aiobotocore
+    #   deprecated
     #   testcontainers
 xlsxwriter==3.2.9 \
     --hash=sha256:254b1c37a368c444eac6e2f867405cc9e461b0ed97a3233b2ac1e574efb4140c \
@@ -6413,147 +6988,194 @@ xmltodict==1.0.4 \
     --hash=sha256:6d94c9f834dd9e44514162799d344d815a3a4faec913717a9ecbfa5be1bb8e61 \
     --hash=sha256:a4a00d300b0e1c59fc2bfccb53d7b2e88c32f200df138a0dd2229f842497026a
     # via moto
-xxhash==3.6.0 \
-    --hash=sha256:01262da8798422d0685f7cef03b2bd3f4f46511b02830861df548d7def4402ad \
-    --hash=sha256:01362c4331775398e7bb34e3ab403bc9ee9f7c497bc7dee6272114055277dd3c \
-    --hash=sha256:016e9190af8f0a4e3741343777710e3d5717427f175adfdc3e72508f59e2a7f3 \
-    --hash=sha256:01be0c5b500c5362871fc9cfdf58c69b3e5c4f531a82229ddb9eb1eb14138004 \
-    --hash=sha256:0226aa89035b62b6a86d3c68df4d7c1f47a342b8683da2b60cedcddb46c4d95b \
-    --hash=sha256:02ea4cb627c76f48cd9fb37cf7ab22bd51e57e1b519807234b473faebe526796 \
-    --hash=sha256:0444e7967dac37569052d2409b00a8860c2135cff05502df4da80267d384849f \
-    --hash=sha256:08d45aef063a4531b785cd72de4887766d01dc8f362a515693df349fdb825e0c \
-    --hash=sha256:0d50101e57aad86f4344ca9b32d091a2135a9d0a4396f19133426c88025b09f1 \
-    --hash=sha256:0e4edbfc7d420925b0dd5e792478ed393d6e75ff8fc219a6546fb446b6a417b1 \
-    --hash=sha256:0f7b7e2ec26c1666ad5fc9dbfa426a6a3367ceaf79db5dd76264659d509d73b0 \
-    --hash=sha256:1244460adc3a9be84731d72b8e80625788e5815b68da3da8b83f78115a40a7ec \
-    --hash=sha256:15e0dac10eb9309508bfc41f7f9deaa7755c69e35af835db9cb10751adebc35d \
-    --hash=sha256:18b242455eccdfcd1fa4134c431a30737d2b4f045770f8fe84356b3469d4b919 \
-    --hash=sha256:1cf9dcc4ab9cff01dfbba78544297a3a01dafd60f3bde4e2bfd016cf7e4ddc67 \
-    --hash=sha256:1fc1ed882d1e8df932a66e2999429ba6cc4d5172914c904ab193381fba825360 \
-    --hash=sha256:2577b276e060b73b73a53042ea5bd5203d3e6347ce0d09f98500f418a9fcf799 \
-    --hash=sha256:25915e6000338999236f1eb68a02a32c3275ac338628a7eaa5a269c401995679 \
-    --hash=sha256:26734cdc2d4ffe449b41d186bbeac416f704a482ed835d375a5c0cb02bc63fef \
-    --hash=sha256:2762bfff264c4e73c0e507274b40634ff465e025f0eaf050897e88ec8367575d \
-    --hash=sha256:277175a73900ad43a8caeb8b99b9604f21fe8d7c842f2f9061a364a7e220ddb7 \
-    --hash=sha256:297b7fbf86c82c550e12e8fb71968b3f033d27b874276ba3624ea868c11165a8 \
-    --hash=sha256:2aa5ee3444c25b69813663c9f8067dcfaa2e126dc55e8dddf40f4d1c25d7effa \
-    --hash=sha256:2ab89a6b80f22214b43d98693c30da66af910c04f9858dd39c8e570749593d7e \
-    --hash=sha256:2b6821e94346f96db75abaa6e255706fb06ebd530899ed76d32cd99f20dc52fa \
-    --hash=sha256:2f171a900d59d51511209f7476933c34a0c2c711078d3c80e74e0fe4f38680ec \
-    --hash=sha256:339f518c3c7a850dd033ab416ea25a692759dc7478a71131fe8869010d2b75e4 \
-    --hash=sha256:39be8e4e142550ef69629c9cd71b88c90e9a5db703fecbcf265546d9536ca4ad \
-    --hash=sha256:3cd01fa2aa00d8b017c97eb46b9a794fbdca53fc14f845f5a328c71254b0abb7 \
-    --hash=sha256:3ed0df1b11a79856df5ffcab572cbd6b9627034c1c748c5566fa79df9048a7c5 \
-    --hash=sha256:40c391dd3cd041ebc3ffe6f2c862f402e306eb571422e0aa918d8070ba31da11 \
-    --hash=sha256:418daf3db71e1413cfe211c2f9a528456936645c17f46b5204705581a45390ae \
-    --hash=sha256:42c36dd7dbad2f5238950c377fcbf6811b1cdb1c444fab447960030cea60504d \
-    --hash=sha256:44e342e8cc11b4e79dae5c57f2fb6360c3c20cc57d32049af8f567f5b4bcb5f4 \
-    --hash=sha256:457b8f85dec5825eed7b69c11ae86834a018b8e3df5e77783c999663da2f96d6 \
-    --hash=sha256:45aae0c9df92e7fa46fbb738737324a563c727990755ec1965a6a339ea10a1df \
-    --hash=sha256:48e6f2ffb07a50b52465a1032c3cf1f4a5683f944acaca8a134a2f23674c2058 \
-    --hash=sha256:4903530e866b7a9c1eadfd3fa2fbe1b97d3aed4739a80abf506eb9318561c850 \
-    --hash=sha256:49e03e6fe2cac4a1bc64952dd250cf0dbc5ef4ebb7b8d96bce82e2de163c82a2 \
-    --hash=sha256:4a082ffff8c6ac07707fb6b671caf7c6e020c75226c561830b73d862060f281d \
-    --hash=sha256:4b54219177f6c6674d5378bd862c6aedf64725f70dd29c472eaae154df1a2e89 \
-    --hash=sha256:4ccbff013972390b51a18ef1255ef5ac125c92dc9143b2d1909f59abc765540e \
-    --hash=sha256:4da8168ae52c01ac64c511d6f4a709479da8b7a4a1d7621ed51652f93747dffa \
-    --hash=sha256:4f6f72232f849eb9d0141e2ebe2677ece15adfd0fa599bc058aad83c714bb2c6 \
-    --hash=sha256:50fc255f39428a27299c20e280d6193d8b63b8ef8028995323bf834a026b4fbb \
-    --hash=sha256:51312c768403d8540487dbbfb557454cfc55589bbde6424456951f7fcd4facb3 \
-    --hash=sha256:51a73fb7cb3a3ead9f7a8b583ffd9b8038e277cdb8cb87cf890e88b3456afa0b \
-    --hash=sha256:5576b002a56207f640636056b4160a378fe36a58db73ae5c27a7ec8db35f71d4 \
-    --hash=sha256:568a6d743219e717b07b4e03b0a828ce593833e498c3b64752e0f5df6bfe84db \
-    --hash=sha256:5851f033c3030dd95c086b4a36a2683c2ff4a799b23af60977188b057e467119 \
-    --hash=sha256:599e64ba7f67472481ceb6ee80fa3bd828fd61ba59fb11475572cc5ee52b89ec \
-    --hash=sha256:5c1343d49ac102799905e115aee590183c3921d475356cb24b4de29a4bc56518 \
-    --hash=sha256:5dc1e14d14fa0f5789ec29a7062004b5933964bb9b02aae6622b8f530dc40296 \
-    --hash=sha256:5f059d9faeacd49c0215d66f4056e1326c80503f51a1532ca336a385edadd033 \
-    --hash=sha256:6105ef7e62b5ac73a837778efc331a591d8442f8ef5c7e102376506cb4ae2729 \
-    --hash=sha256:627f0af069b0ea56f312fd5189001c24578868643203bca1abbc2c52d3a6f3ca \
-    --hash=sha256:63275a8aba7865e44b1813d2177e0f5ea7eadad3dd063a21f7cf9afdc7054063 \
-    --hash=sha256:653a91d7c2ab54a92c19ccf43508b6a555440b9be1bc8be553376778be7f20b5 \
-    --hash=sha256:6551880383f0e6971dc23e512c9ccc986147ce7bfa1cd2e4b520b876c53e9f3d \
-    --hash=sha256:6812c25fe0d6c36a46ccb002f40f27ac903bf18af9f6dd8f9669cb4d176ab18f \
-    --hash=sha256:6965e0e90f1f0e6cb78da568c13d4a348eeb7f40acfd6d43690a666a459458b8 \
-    --hash=sha256:6f2580ffab1a8b68ef2b901cde7e55fa8da5e4be0977c68f78fc80f3c143de42 \
-    --hash=sha256:6fb5f5476bef678f69db04f2bd1efbed3030d2aba305b0fc1773645f187d6a4e \
-    --hash=sha256:757320d45d2fbcce8f30c42a6b2f47862967aea7bf458b9625b4bbe7ee390392 \
-    --hash=sha256:780b90c313348f030b811efc37b0fa1431163cb8db8064cf88a7936b6ce5f222 \
-    --hash=sha256:78e7f2f4c521c30ad5e786fdd6bae89d47a32672a80195467b5de0480aa97b1f \
-    --hash=sha256:794fe9145fe60191c6532fa95063765529770edcdd67b3d537793e8004cabbfd \
-    --hash=sha256:7a0b169aafb98f4284f73635a8e93f0735f9cbde17bd5ec332480484241aaa77 \
-    --hash=sha256:7c35c4cdc65f2a29f34425c446f2f5cdcd0e3c34158931e1cc927ece925ab802 \
-    --hash=sha256:7d14a6cfaf03b1b6f5f9790f76880601ccc7896aff7ab9cd8978a939c1eb7e0d \
-    --hash=sha256:7d8b8aaa30fca4f16f0c84a5c8d7ddee0e25250ec2796c973775373257dde8f1 \
-    --hash=sha256:7dac94fad14a3d1c92affb661021e1d5cbcf3876be5f5b4d90730775ccb7ac41 \
-    --hash=sha256:843b52f6d88071f87eba1631b684fcb4b2068cd2180a0224122fe4ef011a9374 \
-    --hash=sha256:858dc935963a33bc33490128edc1c12b0c14d9c7ebaa4e387a7869ecc4f3e263 \
-    --hash=sha256:87ff03d7e35c61435976554477a7f4cd1704c3596a89a8300d5ce7fc83874a71 \
-    --hash=sha256:881b47fc47e051b37d94d13e7455131054b56749b91b508b0907eb07900d1c13 \
-    --hash=sha256:89952ea539566b9fed2bbd94e589672794b4286f342254fad28b149f9615fef8 \
-    --hash=sha256:8a8f1972e75ebdd161d7896743122834fe87378160c20e97f8b09166213bf8cc \
-    --hash=sha256:8b29ee68625ab37b04c0b40c3fafdf24d2f75ccd778333cfb698f65f6c463f62 \
-    --hash=sha256:8cb2f4f679b01513b7adbb9b1b2f0f9cdc31b70007eaf9d59d0878809f385b11 \
-    --hash=sha256:9085e798c163ce310d91f8aa6b325dda3c2944c93c6ce1edb314030d4167cc65 \
-    --hash=sha256:9176dcaddf4ca963d4deb93866d739a343c01c969231dbe21680e13a5d1a5bf0 \
-    --hash=sha256:929142361a48ee07f09121fe9e96a84950e8d4df3bb298ca5d88061969f34d7b \
-    --hash=sha256:93f107c673bccf0d592cdba077dedaf52fe7f42dcd7676eba1f6d6f0c3efffd2 \
-    --hash=sha256:97460eec202017f719e839a0d3551fbc0b2fcc9c6c6ffaa5af85bbd5de432788 \
-    --hash=sha256:9b3222c686a919a0f3253cfc12bb118b8b103506612253b5baeaac10d8027cf6 \
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+    --hash=sha256:921c14e93817842dd0dd9f372890a0f0c72e534650b6ab13c5be5cd0db11d47e \
+    --hash=sha256:970f9f8c50961d639cbd0d988c96f80ddf66006de93641719282c4fe7a87c5e6 \
+    --hash=sha256:9e6c0d843f1daf85ea23aeb053579135552bde575b7b98af20bfc667b6e4548d \
+    --hash=sha256:9f1563fdc8abfc389748e6932c7e4e99c89a53e4ec37d4563c24fc06f5e5644b \
+    --hash=sha256:9fd17f14ac0faa12126c2f9ca774a8cf342957265ec3c8669c144e5e6cdb478c \
+    --hash=sha256:a04a6cab47e2166435aaf5b9e5ee41d1532cc8300efdef87f2a4d0acb7db19ed \
+    --hash=sha256:a169a036bed0995e090d1493b283cc2cc8a6f5046821086b843abefff80643bc \
+    --hash=sha256:a2eae53197c6276d5b317f75a1be226bbf440c20b58bf525f36b5d0e1f657ca6 \
+    --hash=sha256:a3b19a42111c4057c1547a4a1396a53961dca576a0f6b82bfa88a2d1561764b2 \
+    --hash=sha256:a6545e6b409e3d5cbafc850fb84c55a1ca26ed15a6b11e3bf07a0e0cd84517c8 \
+    --hash=sha256:a6d73a830b17ef49bc04e00182bd839164c1b3c59c127cd7c54fcb10c7ed8ee8 \
+    --hash=sha256:a778b25874cb0f862eaab5986bff4ca49ffb0def7c0a34c237b948b3c6c775b2 \
+    --hash=sha256:a7f25baec4c5d851d40718d6fae52285b31683093d4ff5207e63ab306ccf14a5 \
+    --hash=sha256:a845a59664d5c531525a467470220f8edc37959e0a6f8e734ffb6654da5c4bee \
+    --hash=sha256:a999771ff97bec27d18341be4f3a36b163bb1ac41ec17bef6d2dabd84acd33c7 \
+    --hash=sha256:ab9dd2c83c4bbd63e422181a76f13502d049d3ddcac9a1bdc29196263d692bb8 \
+    --hash=sha256:abb65b4e947e958f7b3b0d71db3ce447d1bc5f37f5eab871ce7223bda8768a04 \
+    --hash=sha256:acbb48679ddf3852c45280c10ff10d52ca2cd1da2e552fb81db1ff786c75d0e4 \
+    --hash=sha256:ad37c7792479e49cf96c1ab25517d7003fe0d93687a772ba19a097d235bbe41e \
+    --hash=sha256:ad3aa71e12ee634f22b39a0ff439357583706e50765f17f05550f92dbf128a23 \
+    --hash=sha256:ae3a39a4d96bdb6f8d154fd7f490c4ad06f0532fcd2bb656052a9a7762cf5d31 \
+    --hash=sha256:b081119a6115d2db49e24ab6316b7dcd74651271e9630c7b979999bd0c11973d \
+    --hash=sha256:b4e6fe5c6f4e6ad67c1374a7c85c944ca1a8d9672f0a1628201ea5c58e0d4596 \
+    --hash=sha256:b59ee2ac81de57771a09ecad09191e840a1d2fae1ef684208320591055768f83 \
+    --hash=sha256:b5cd29840505631c6f7dbb8a5d34b742b5e6bbda38fe0b9f54e825f3ea6b61dc \
+    --hash=sha256:b7ffeaada9f8699be63d639536b0b60dff73b7d3325b7475c5bc8fdbf4eed47f \
+    --hash=sha256:bb16aa13ed175bc9be5c2491ba031b85a9b51c4ed90e0b3d4ebe63cf3fb54f8e \
+    --hash=sha256:bfe6f92e3522dcbe8c4281efd74fa7542a336cb00b0e3272c4ec0edabeaeaf67 \
+    --hash=sha256:c21625d710f971dd58ae92c5b0c2ca109d2ceba939becc937c5cff9268cd451b \
+    --hash=sha256:c3c0059e642b2e7e15c77341a8946f670a403fcd57feecc9e47d68555b9b1c08 \
+    --hash=sha256:c40a8ad7d42fe779ac429fe245ed44c54f30e2549173559d70b7167922431701 \
+    --hash=sha256:c4fd8acc6e32596350619896feb372033c0920975992d29837c32853bb1feacd \
+    --hash=sha256:c50269d0055ac1faecfd559886d2cbe4b730de236585aba0e873f9d9dadbe585 \
+    --hash=sha256:c72500a3b6d6c30ebfc135035bcace9eb5884f2dc220804efcaaba43e9f611dd \
+    --hash=sha256:c7741c7524961d8c0cb4d4c21b28957ff731a3fd5b5cd8b856dc80a40e9e5acc \
+    --hash=sha256:c9b31ab1f28b078a6a1ac1a54eb35e7d5390deddd56870d0be3a0a733d1c321c \
+    --hash=sha256:ca12a6d683957a651e3203c1458ff8ab4119aae7363e202e2e820cbfe02df244 \
+    --hash=sha256:cb5a888a968b2434abf9ecda357b5d43f10d7b5a6da6fdbbe036208473aff0e2 \
+    --hash=sha256:cce1e2782efaf0f595c17fe331cf295882a268c04d5887956e2fc0d262b0fb3a \
+    --hash=sha256:cd8ab85c916a58d5c8656ea15e3ce9df836fe2f120a74c296e01d69fab2614b4 \
+    --hash=sha256:cee88dfaa6b1b2bfadd3c031fa5f05584870e62fb05dc500942e9900c44fcfda \
+    --hash=sha256:cf7424a11a81f59b6f0abdccfbe27c87d552f059ef761471f98245b46b71b5c9 \
+    --hash=sha256:d006faf3b491957efcb433489be3c149efe4787b7063d5cddb8ddaefdc60e0c1 \
+    --hash=sha256:d1442628c84afa453a9a06a10d74d890d3c1b1e4da313b48b16e1001895fdac4 \
+    --hash=sha256:d33fcd60f5546e4b7538a8ae2b2027b51e9905b9a264c32df56de32202997155 \
+    --hash=sha256:d41fcda2fa8ca682ebca134a2f2dc02575ba549267585597e73061565795f475 \
+    --hash=sha256:d610aa62cdb7d4d497740741772a24a794903bf3e79eaa51d2e800082abe11e5 \
+    --hash=sha256:d798c1e291bffb8e37b5bbe0dda77fc767cd19e89cadaf66e6ed5d0ff88c9fe6 \
+    --hash=sha256:d7d9110d0c3fb02679972837a033251fd186c529aa62f19c132fc909c74052b8 \
+    --hash=sha256:da5b373b1dfce210b8620bdb5d9dae668fe549de67948465dcc39e833d4bbe28 \
+    --hash=sha256:dbcd969178d417c2bbd60076f8e407a0e2baf90976eed21c1b818ff8292b902f \
+    --hash=sha256:dc026e3b89d98e30a8288c95cb696e77d150b3f0fb7a51f73dcd49ee6b5577fa \
+    --hash=sha256:dea2fd4ae84b14aa883ac713faffbb5c26764ec623e00ed34737895be523d1fa \
+    --hash=sha256:e64a7c9d7dfca3e0fafcbc5e455519090706a3e36e95d655cec3e04e79f95aaa \
+    --hash=sha256:e8ff6ec73110f610425caef3ea875afbfc34caa542f01df3a80f45aadeb9f906 \
+    --hash=sha256:ea6daa712f4e094a30830cf01e9b47d03b24d05cc9dab8609f0d9a9db8454712 \
+    --hash=sha256:ea85a647fd33d5cf2840027c2e0b7da8868b220d3f05e3866efdda78c440d499 \
+    --hash=sha256:ec101643395d7f21405b640f728f6f627e6986557027d740f2f9b220955edafe \
+    --hash=sha256:ec68dbba21532c0173a9872298e65c89749f7c9d21538c3a78b5bb6105871568 \
+    --hash=sha256:ed4a6efe2dee1655adb73e7ad40c6aa955a6892422b1e3b95de6a34de56e3cbb \
+    --hash=sha256:f13319fb8e6ef636f71db3c254d01cbf1543786e10a945a3ff180144618e25b6 \
+    --hash=sha256:f14bb8b22a4a91325813e3d553b8963c10cf8c756cff65ee50c194431296c655 \
+    --hash=sha256:f1598916cb197681e03e601901e4ab96a9a963de398c59d0964f8a6f44a2b361 \
+    --hash=sha256:f1e65d52c2d526734abecb98372c256b7eacce8fdc42e0df8570417fb39e2772 \
+    --hash=sha256:f262b8f7599516567e070abf607b9af649052b2c4bd6f9be02b0cb41b7024805 \
+    --hash=sha256:f3e7b689c3bce16699efcf736066f5c6cc4472c3840fe4b22bd8279daf4abdac \
+    --hash=sha256:f420ad3d41e38194353a498bbc9561fd5a9973a27b536ce46d8583479cf44335 \
+    --hash=sha256:f749e52b539e2934171a3718cbf061dc12d74719eddde2d0f025c99637ddbe01 \
+    --hash=sha256:f99a15867cbf9fcf753ea72b82a1d6fe6552e6feea3b4842c86a951525685bbb \
+    --hash=sha256:f9fd595f1e5941b3d7863e4774e4b30caa6731fc34b9277da032295aa5656ee5 \
+    --hash=sha256:fa77e7ec1450d415d20129961814787c9abd9a07f98872f070b1fe96c5084611 \
+    --hash=sha256:fc84bf7aa7592f31ec63a3e7b11d624f468a3f19f5238cec7282a42e838ab1d7 \
+    --hash=sha256:fd880353cf1ffaf321bc18dd663e111976dbd0d3bbd8a66d58d2b470dfa7f396 \
+    --hash=sha256:fdc7d06929ae28dda98297a18eef7b0fd38991a3b405d8d7b55c9ef24c296958 \
+    --hash=sha256:fddbbb69a6fff4f421e7a0d1fa28f894b20112e9e3fab306af451e2dfd0e459b \
+    --hash=sha256:fe14c356f8b23ad811dc026077a6d4abccdaa7bce5ca98579605550657b6fcfb \
+    --hash=sha256:fe32736295ea38e43e7d9424053c8c47c9f64fecfc7c895fb3da9b30b131c9ee \
+    --hash=sha256:fe820f104473d1516ecd628993690bc1f79b0e699f32711d42a5a70b3d0f8170
     # via datasets
 yarl==1.23.0 \
     --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
@@ -6685,9 +7307,9 @@ yarl==1.23.0 \
     --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
     --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
     # via aiohttp
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 zstandard==0.25.0 \
     --hash=sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64 \
diff --git a/sdk/python/requirements/py3.10-minimal-requirements.txt b/sdk/python/requirements/py3.10-minimal-requirements.txt
index aafdc1baddc..82ae24de53a 100644
--- a/sdk/python/requirements/py3.10-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-requirements.txt
@@ -161,6 +161,41 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 async-timeout==5.0.1 \
     --hash=sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c \
     --hash=sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3
@@ -178,9 +213,9 @@ attrs==26.1.0 \
     #   aiohttp
     #   jsonschema
     #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
 boto3==1.38.27 \
     --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
@@ -196,9 +231,9 @@ botocore==1.38.46 \
     #   boto3
     #   s3transfer
     #   snowflake-connector-python
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via
     #   httpcore
     #   httpx
@@ -426,9 +461,9 @@ charset-normalizer==3.4.7 \
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -442,56 +477,56 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==48.0.0 \
+    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
+    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
+    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
+    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
+    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
+    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
+    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
+    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
+    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
+    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
+    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
+    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
+    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
+    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
+    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
+    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
+    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
+    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
+    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
+    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
+    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
+    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
+    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
+    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
+    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
+    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
+    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
+    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
+    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
+    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
+    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
+    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
+    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
+    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
+    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
+    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
+    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
+    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
+    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
+    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
+    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
+    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
+    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
+    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
+    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
+    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
+    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
+    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
+    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
     # via
     #   google-auth
     #   pyjwt
@@ -501,9 +536,9 @@ dask[dataframe]==2026.3.0 \
     --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
     --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.6.0 \
+    --hash=sha256:03f0ff5798fa5e407f07e84de2d619cbc363b8dcc40104825a85519793ffee8d \
+    --hash=sha256:4ba87b15cc972a7cc0aed2b7483e0823c7765eca88128453f52c88c5e0f4ae46
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -511,42 +546,42 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-duckdb==1.5.1 \
-    --hash=sha256:054ad424b051b334052afac58cb216f3b1ebb8579fc8c641e60f0182e8725ea9 \
-    --hash=sha256:05fc91767d0cfc4cf2fa68966ab5b479ac07561752e42dd0ae30327bd160f64a \
-    --hash=sha256:0a6acc2040bec1f05de62a2f3f68f4c12f3ec7d6012b4317d0ab1a195af26225 \
-    --hash=sha256:26e56b5f0c96189e3288d83cf7b476e23615987902f801e5788dee15ee9f24a9 \
-    --hash=sha256:36e8e32621a9e2a9abe75dc15a4b54a3997f2d8b1e53ad754bae48a083c91130 \
-    --hash=sha256:40c5220ec93790b18ec6278da9c6ac2608d997ee6d6f7cd44c5c3992764e8e71 \
-    --hash=sha256:446d500a2977c6ae2077f340c510a25956da5c77597175c316edfa87248ceda3 \
-    --hash=sha256:46f92ada9023e59f27edc048167b31ac9a03911978b1296c845a34462a27f096 \
-    --hash=sha256:482f8a13f2600f527e427f73c42b5aa75536f9892868068f0aaf573055a0135f \
-    --hash=sha256:553c273a6a8f140adaa6da6a6135c7f95bdc8c2e5f95252fcdf9832d758e2141 \
-    --hash=sha256:5ae7c0d744d64e2753149634787cc4ab60f05ef1e542b060eeab719f3cdb7723 \
-    --hash=sha256:5d4147422d91ccdc2d2abf6ed24196025e020259d1d267970ae20c13c2ce84b1 \
-    --hash=sha256:6af347debc8b721aa72e48671166282da979d5e5ae52dbc660ab417282b48e23 \
-    --hash=sha256:6ba302115f63f6482c000ccfd62efdb6c41d9d182a5bcd4a90e7ab8cd13856eb \
-    --hash=sha256:6f7361d66cc801d9eb4df734b139cd7b0e3c257a16f3573ebd550ddb255549e6 \
-    --hash=sha256:715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7 \
-    --hash=sha256:71dddcebbc5a70e946a06c30b59b5dd7999c9833d307168f90fb4e4b672ab63e \
-    --hash=sha256:8150c569b2aa4573b51ba8475e814aa41fd53a3d510c1ffb96f1139f46faf611 \
-    --hash=sha256:8843bd9594e1387f1e601439e19ad73abdf57356104fd1e53a708255bb95a13d \
-    --hash=sha256:8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea \
-    --hash=sha256:972d0dbf283508f9bc446ee09c3838cb7c7f114b5bdceee41753288c97fe2f7c \
-    --hash=sha256:a28531cee2a5a42d89f9ba4da53bfeb15681f12acc0263476c8705380dadce07 \
-    --hash=sha256:a3be2072315982e232bfe49c9d3db0a59ba67b2240a537ef42656cc772a887c7 \
-    --hash=sha256:ac2804043bd1bc10b5da18f8f4c706877197263a510c41be9b4c0062f5783dcc \
-    --hash=sha256:afab8b4b1f4469c3879bb049dd039f8fce402712050324e9524a43d7324c5e87 \
-    --hash=sha256:b370d1620a34a4538ef66524fcee9de8171fa263c701036a92bc0b4c1f2f9c6d \
-    --hash=sha256:b8b0808dba0c63b7633bdaefb34e08fe0612622224f9feb0e7518904b1615101 \
-    --hash=sha256:bc7ca6a1a40e7e4c933017e6c09ef18032add793df4e42624c6c0c87e0bebdad \
-    --hash=sha256:caa65e1f5bf007430bf657c37cab7ab81a4ddf8d337e3062bcc5085d17ef038b \
-    --hash=sha256:d68c5a01a283cb13b79eafe016fe5869aa11bff8c46e7141c70aa0aac808010f \
-    --hash=sha256:da137802688190835b4c863cafa77fd7e29dff662ee6d905a9ffc14f00299c91 \
-    --hash=sha256:e56a20ab6cdb90a95b0c99652e28de3504ce77129087319c03c9098266183ae5 \
-    --hash=sha256:e878ccb7d20872065e1597935fdb5e65efa43220c8edd0d9c4a1a7ff1f3eb277 \
-    --hash=sha256:eba81e0b3011c1f23df7ea47ef4ffaa8239817959ae291515b6efd068bde2161 \
-    --hash=sha256:ed6d23a3f806898e69c77430ebd8da0c79c219f97b9acbc9a29a653e09740c59
+duckdb==1.5.2 \
+    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
+    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
+    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
+    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
+    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
+    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
+    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
+    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
+    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
+    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
+    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
+    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
+    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
+    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
+    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
+    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
+    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
+    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
+    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
+    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
+    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
+    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
+    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
+    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
+    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
+    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
+    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
+    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
+    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
+    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
+    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
+    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
+    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
+    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
+    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -556,9 +591,9 @@ exceptiongroup==1.3.1 \
     --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
     --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
     # via anyio
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -566,9 +601,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.25.2 \
-    --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
-    --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
+filelock==3.29.0 \
+    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
+    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
     # via snowflake-connector-python
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
@@ -710,9 +745,9 @@ fsspec==2024.9.0 \
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.2 \
-    --hash=sha256:9a8113e1a88bdc09a7ff629707f2214d98d61c7f6ceb0ea38c42a095d02dc0f9 \
-    --hash=sha256:a4c226766d6af2580577db1f1a51bf53cd262f722b49731ce7414c43068a9594
+google-api-core[grpc]==2.30.3 \
+    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
+    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -722,9 +757,9 @@ google-api-core[grpc]==2.30.2 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+google-auth==2.53.0 \
+    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
+    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -736,9 +771,9 @@ google-auth==2.49.1 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
@@ -748,17 +783,17 @@ google-cloud-bigquery[pandas]==3.41.0 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.38.0 \
+    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
+    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.38.0 \
+    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
+    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
@@ -810,15 +845,15 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.9.0 \
+    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
+    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -888,6 +923,7 @@ grpcio==1.62.3 \
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -907,9 +943,9 @@ grpcio-status==1.62.3 \
     --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
     --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -919,101 +955,112 @@ h11==0.16.0 \
     # via
     #   httpcore
     #   uvicorn
-hiredis==2.4.0 \
-    --hash=sha256:06815c3b9bf7225c4dcc9dd9dfb5a9fa91b4f680104443ef3fcd78410d7eb027 \
-    --hash=sha256:070a0198401bc567709b9edff7f01e94c136dcca69d0ded4747b116bb0b8b577 \
-    --hash=sha256:082ba6a3189d59f44bf75ca2c0467cdbc67c860eacd4bf564b9a927471888603 \
-    --hash=sha256:0a87a249124666db2b795a0eb77cea5b8af8b148566616a681304826b4405869 \
-    --hash=sha256:1537d13eefe4f48cb979362264851ee90d2bb7a221c8c350e9ceeda9f0392228 \
-    --hash=sha256:168de1672bd73f7f3cdf0097084b4a71651ac35f7d99d0229ea8f223358d3a79 \
-    --hash=sha256:1bfa50491d3222e3c2297b52c14e835ac52702ac8a91ec3fc1ff5201912623bb \
-    --hash=sha256:1c0e706e0c3d1ec54d8243410e0fd5974b1c7b69db5c54cd9ae6a3a4b64fae33 \
-    --hash=sha256:1d16f5023c1d9971f284231eb7036a25d4d123138a5adc4512c92a73d83b9a77 \
-    --hash=sha256:2a21e2740c33347740dceb106b64b8a384e91da49aac7e8b3f2a25a9b33714b9 \
-    --hash=sha256:2b76a5600047387c73c1b3d950e4ae3feffaefd442b20ba2f5fea773881d9bcd \
-    --hash=sha256:2b90d9861673b0ba04651ade62e0fe568df71bbff8468657406848e9abf3650a \
-    --hash=sha256:2d7715598c9034369cf739475ccc2db53a8ca895ff398fef6b9c597c30960ea8 \
-    --hash=sha256:339f29542be968153afd6c6495c1222681c4b66b9a5a5573c11512378b7167c9 \
-    --hash=sha256:38dd931f1124bd9781d3027a0cd6fb6f5a75b5c4ba4fe5540584105239b1f901 \
-    --hash=sha256:39e1c7212dea1bbed0b075574808bc7c3192b324f54ea5d9ee522f6c35014ce7 \
-    --hash=sha256:3abc0936c1efc59b510c7eab3799119a6ce8da94cea1f891854a6c3678d711f0 \
-    --hash=sha256:3ced14fbec28fbabda7cb9f9094f2578c154c14f1a820a91c30fc8ee0bea1a0d \
-    --hash=sha256:400a42b8d16206e45c8223cdaf5acc35839e10c35383b3fba3f43e7eb315c213 \
-    --hash=sha256:468efdcbad7349a44aace693aed8324a01de180fcd4ef5513199eedb9b4341c8 \
-    --hash=sha256:469c1a85017abf11d854fb16eca9a4093ebe1f2dacf777fed869d726f02b1389 \
-    --hash=sha256:48baae8fbebf3b11660db6e51a55ff51516ed32edcd44a57f51ea9b373aca330 \
-    --hash=sha256:4bf4b8513cea6e04ddee1b578ab306fb8bfa84b2f7e92ee3dbaf65652abb07d1 \
-    --hash=sha256:4da6d881033a1bcb31bba152ea0925344127f0a98f86a6cf2ceb01cf6ecd29e2 \
-    --hash=sha256:52d92df0eb5bba7f31f302a08174d628956d7216453da9d96498da9341179288 \
-    --hash=sha256:54409fbefebe26274170c1c54e1852d310d84b85e405258aea6a78bec03b3eba \
-    --hash=sha256:5598afad9e2f8e4fc9a456d281a9cc80315b0e18f5064437223dbfe67f49bded \
-    --hash=sha256:5b0b2463906cc4119187dfaad493c48a7b2e17120946feb3eb7c2328c8cb4bca \
-    --hash=sha256:5bdb223e7c3b9470f126bb77879ee2593fd79b28e1e8b11ad9edd3f866556109 \
-    --hash=sha256:5cc3c59dd0cd67d0aa0481a43392848a60f1a81d12b38ce8d56d6a5d6c190de8 \
-    --hash=sha256:5e45171fd046bbed2ce6ac485071cd0575d18ae98b5bbcf6533356e443ec47ea \
-    --hash=sha256:6033cc6caaf056969af9ce372282a6ef2838559f2eadffe7ddb73bf65dcb27d6 \
-    --hash=sha256:605fe35ebb482b7c8d5daadcf3d264dc5edd205a352d89ee3a983861ef73cda8 \
-    --hash=sha256:6494120d0a0f46a1d7dfc7def55782782856bdd5acb2f6039fb1eafecea2c2c0 \
-    --hash=sha256:668b02556d12046e7ce94ded5bfe0ad9989d26e6977ecc55941b9a1a4a49d7d5 \
-    --hash=sha256:68e39d2c0beed53e5361caacd0de98f864b3532344edb79e27e62efba2262de5 \
-    --hash=sha256:6c3f8e0c3a0744d843e3044ea76db8aa996a6cc7541693111acc2c9c30a05182 \
-    --hash=sha256:6ceaf7c6b593bf62e0567fd16547727f502ed704352392708a57c65bfd2feb73 \
-    --hash=sha256:6dac8a5be01d92707409feec61b98721b7b5c3e77fe7e9e5c7cfb9fdd28385af \
-    --hash=sha256:6e38f66dd7fd07a9306ed37d6d02bc584b67e5945f2ddc98e5c78420cc66dbac \
-    --hash=sha256:7236b26828e005435fb3013894eed6a40c6f9b1b11a48391a904eee693ded204 \
-    --hash=sha256:737585b122fca03273bbf1f4e98909254dba6f8cd85f1cb566d6c890d0389277 \
-    --hash=sha256:764032f2222d70a130445fd332cf45d46d8226f4b3a7bf8abc314aa93d5a8212 \
-    --hash=sha256:76503a0edaf3d1557518127511e69e5d9fa37b6ff15598b0d9d9c2db18b08a41 \
-    --hash=sha256:83538638a788b7b4a0b02de0eedcf0e71ae27474b031276e4c8ca88285281a2e \
-    --hash=sha256:8767cae1474f8102ec3d362976f80c8dd4eafd4109c6072adee0a15e37ba919c \
-    --hash=sha256:87a8ece3e893f45354395c6b9dc0479744c1c8c6ee4471b60945d96c9b5ce6c2 \
-    --hash=sha256:8b88390a5e31572e05e8eab476ed3176cc3d2f9622ccc059398ffdb02aaefec4 \
-    --hash=sha256:90d7af678056c7889d86821344d79fec3932a6a1480ebba3d644cb29a3135348 \
-    --hash=sha256:98148ecaa7836f76ed33429e84a23253ac00acbad90c62b8b4ad0f61de31da2b \
-    --hash=sha256:9aabc6098ef00e158598489db5a8b9e12d57a55ea5a4ec35ba3b527dfb88d16e \
-    --hash=sha256:9ae4b19cab270fae77d7f944d56bbb308c9886d9577891b347a8deea75563995 \
-    --hash=sha256:9b4039cd40335f66e55a8bee314b6a795f169fb02d70215d482023ec74613371 \
-    --hash=sha256:9fc1a6c78197eff8b4d125bb98410b661e732f3ec563c03264d2d7378cf9e613 \
-    --hash=sha256:a40f1d985047fe4654a1afb4702cbe0daeacde3868d52be9e4652615d387e05b \
-    --hash=sha256:a459b7ff3d802792254d6fc6a622e53ca9cf9f002ed79db7e4dee536b2e20e5d \
-    --hash=sha256:a4f733882b67407d4b667eafd61fce86e8e204b158258cc1d0cb0843f6bb4708 \
-    --hash=sha256:a56a35e2e0b7eda39957ccd33059b79bb2fc57f54c501a917d1092c895f56d08 \
-    --hash=sha256:a5c3a32af789b0ec413a606c99b55579abbcb6c86220610a5c5041da8688e7ca \
-    --hash=sha256:a5d2776c7cd6a338cd9338fb50f2a38a7ca3e16250b40ab2d0c41eb1697ebc12 \
-    --hash=sha256:a816f732f695261798a8a0fc1e0232a3638933b8ddfc574c00f9ef70d9f34cb8 \
-    --hash=sha256:a9d559775a95aee0ff06c0aaac638691619d6342b7cde85c62ad228804f82829 \
-    --hash=sha256:ac9d91b4d9c306e66a1abd224524fada07684a57f7da72a675e4b8bee9302b38 \
-    --hash=sha256:ae340c41024b9be566f600f364c8d286217f2975fd765fb3fb4dd6dfbdbec825 \
-    --hash=sha256:aeb60452d5b6150075974bc36e1cc74a46bd4b125cd5e72a86a04f4d6abf4e67 \
-    --hash=sha256:aee6c4e8f670ea685345ce4ca01c574a52e0a4318af2b8cdd563de9567731056 \
-    --hash=sha256:b027b53adb1df11923753d85587e3ab611fe70bc69596e9eb3269acab809c376 \
-    --hash=sha256:b0adbe8f33f57f2b6bfa8a2ea18f3e4ed91676503673f70f796bfbd06a1a2214 \
-    --hash=sha256:b30dcfbc5ab2fc932a723a39c2cb52d4f5c8b1705aa05a0bae23f28f70e06982 \
-    --hash=sha256:b385fc7fc7b0811c3fcac4b0a35e5606eca693efba0d1446623ef0158a078034 \
-    --hash=sha256:b4e5e9d1f84bbc01bf6a32a4704920c72e37d9090b3e0e29bd1574d06b3249f1 \
-    --hash=sha256:b50ad622d8a71c8b72582dc84a990f3f079775edc1bcf0f43ed59bb2277fca2f \
-    --hash=sha256:b544a1a78e0812134572cc13f5ee330bfb6bfe6dda58d2e26c20557bb0e0cec9 \
-    --hash=sha256:b8472151e6f7ae90d7fd231a1ac16d2e628b93ce20d0f8063da25bd8bfdeb9e5 \
-    --hash=sha256:b868b7fc24dd8ab4762b59a533bdbd096ebba7eabc853c7f78af8edce46d1390 \
-    --hash=sha256:b8eee5d25efee64e172ed0d60ebcf6bca92b0b26a7fd048bb946b32fb90dbdc0 \
-    --hash=sha256:bae7f07731c6c285b87111c7d5c5efa65f8b48016a98bcc57eebc24a3c7d854d \
-    --hash=sha256:beb0f7f8371d933072e9bdc00c6df7eb5fdf76b93f08bfe73094f60c3f011f57 \
-    --hash=sha256:c2676e2a934e046200faf0dc26ffa48c4989c3561c9bb97832e79969a41b2afe \
-    --hash=sha256:c77113fbdbd7ca5de72dd3b7d113856609a1b878f6164de09dd95d12e6a51de2 \
-    --hash=sha256:c85110f536e59fe19ea4b002d04228f57f55462add1630a0785cd6ec62e70415 \
-    --hash=sha256:c9f8827cd7a84f5344779754ebb633bca71c470e028f92ecc959e666ef5c5e3c \
-    --hash=sha256:cb62c82a2518b8446be1cc5eb4319e282776bf96fdb2964e81ff2c15d632248b \
-    --hash=sha256:d5c711c8ca8d5767ed8ecd5fb5602c12eaf8fb256a5f4308ae36f2dc79e6f853 \
-    --hash=sha256:d851b7ff732ebc9d823de3c7cc95a5ed4261a0226acd46861a18369ac9568f36 \
-    --hash=sha256:e2a917ab420cd88b040ec85b5abc1244ab82b34d56461e2ffff58e0c7d018bae \
-    --hash=sha256:e3215b43632a23b5b99165097949ce51dd093ab33d410bcf8aa901cdbc64d9cd \
-    --hash=sha256:e71386f89dc2db805b4c9518dee6d81abddb8e79e4d9313cecdb702c924b8187 \
-    --hash=sha256:f34b39057956305935c71f51a0860709b6124c92281dc03841587dd45a86322c \
-    --hash=sha256:f44715d6a3313d614ff7550e52ecff67a283776909d960f338701b57e6013542 \
-    --hash=sha256:f74bfa9f1b91718d6664d4708d092f7d44e2f0f825a5fab82819d43d41e0302d \
-    --hash=sha256:f76fcf2867d19259b53680c08314435b46f632d20a4d7b9f0ccbb5dd3e925e79 \
-    --hash=sha256:fa4842977924209ae653e856238a30b1c68e579ecde5cf1c16c4de471b35cec7 \
-    --hash=sha256:fc8d3edbc9f32da930da6ea33d43ce0c3239e6b2018a77907fbf4e9836bd6def
+hiredis==3.3.1 \
+    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
+    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
+    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
+    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
+    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
+    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
+    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
+    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
+    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
+    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
+    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
+    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
+    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
+    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
+    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
+    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
+    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
+    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
+    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
+    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
+    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
+    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
+    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
+    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
+    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
+    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
+    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
+    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
+    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
+    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
+    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
+    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
+    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
+    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
+    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
+    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
+    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
+    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
+    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
+    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
+    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
+    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
+    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
+    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
+    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
+    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
+    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
+    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
+    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
+    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
+    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
+    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
+    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
+    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
+    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
+    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
+    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
+    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
+    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
+    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
+    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
+    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
+    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
+    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
+    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
+    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
+    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
+    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
+    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
+    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
+    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
+    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
+    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
+    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
+    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
+    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
+    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
+    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
+    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
+    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
+    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
+    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
+    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
+    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
+    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
+    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
+    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
+    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
+    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
+    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
+    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
+    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
+    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
+    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
+    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
+    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
+    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
+    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
+    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
+    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
+    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
+    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
+    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
+    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
+    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
@@ -1078,9 +1125,9 @@ ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   httpx
@@ -1116,105 +1163,105 @@ kubernetes==35.0.0 \
     --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
     --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
     # via feast (pyproject.toml)
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1307,9 +1354,9 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+mcp==1.27.1 \
+    --hash=sha256:0f47e1820f8f8f941466b39749eb1d1839a04caddca2bc60e9d46e8a99914924 \
+    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -1583,51 +1630,51 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.0 \
-    --hash=sha256:002b613ae19f4ac7d18b7e168ffe1cb9013b37c57f7411984abbd3b817b0a214 \
-    --hash=sha256:00e047c74d3ec6e71a2eb88e9ea551a2edb90c21f993aefa9e0d2a898e0bb732 \
-    --hash=sha256:02cca0761c75b42a20a2757ae58713276605eb29a08dd8a6e092aa347c4115ca \
-    --hash=sha256:0ecd63f75fdd30327e4ad8b5704bd6d91fc6c1b2e029f8ee14705e1207212489 \
-    --hash=sha256:0f42dfaab7ec1baff3b383ad7af562ab0de573c5f6edb44b2dab016082b89948 \
-    --hash=sha256:1973868d2adbb4584a3835780b27436f06d1dc606af5be09f187aaa25be1070f \
-    --hash=sha256:26c8b52627b6552f47ff11adb4e1509605f094e29815323e487fc0053ebe93d1 \
-    --hash=sha256:2721f0ce49cb74a38f00c50da67cb7d36317b5eda38877a49614dc018e91c787 \
-    --hash=sha256:2fcedb16d456106e545b2bfd7ef9d24e70b38ec252d2a629823a4d07ebcdb69e \
-    --hash=sha256:31b5dbb55293c1bd27c0fc813a0d2bb5ceef9d65ac5afa2e58f829dab7921fd5 \
-    --hash=sha256:34506397dbf40c15dc567635d18a21d33827e9ab29014fb83d292a8f4f8953b6 \
-    --hash=sha256:367e5c993ba34d5054d11937d0485ad6dfc60ba760fa326c01090fc256adf15c \
-    --hash=sha256:379edf079ce44ac8d2805bcf9b3dd7340d4f97aad3a5e0ebabbf9d125b84b442 \
-    --hash=sha256:39362cdb4ba5f916e7976fccecaab1ba3a83e35f60fa68b64e9a70e221bb2436 \
-    --hash=sha256:4525e7010b1b38334516181c5b81e16180b8e149e6684cee5a727c78186b4e3b \
-    --hash=sha256:47781555a7aa5fedcc2d16bcd72e0dc83eb272c10dd657f9fb3f9cc08e2e6abb \
-    --hash=sha256:49d11c6f573a5a08f77fad13faff2139f6d0730ebed2cfa9b3d2702671dd7188 \
-    --hash=sha256:555493c44a4f5a1b58d611a43333e71a9981c6dbe26270377b6f8174126a0526 \
-    --hash=sha256:555658c611099455b2da507582ea20d2043dfdfe7f5ad0add472b1c6238b433f \
-    --hash=sha256:697f102c5c1d526bdd761a69f17c6070f9892eebcb94b1a5963d679288c09e78 \
-    --hash=sha256:76a70bf840495729be47510856b978f1b0ec7d08f257ca38c9d932720bf6b43e \
-    --hash=sha256:7d3243c406773185144527f83be0e0aefc7bf4601b0b2b956665608bf7c98a83 \
-    --hash=sha256:931a7630bba591593dcf6e97224a21ff80fb357e7982628d25e3c618e7f598ef \
-    --hash=sha256:9804c3ad27f78e54e58b32e7cb532d128b43dbfb9f3f9f06262b821a0f6bd3f5 \
-    --hash=sha256:a17c5d0bdcca61ce24a35beb828a2d0d323d3fcf387d7512206888c900193367 \
-    --hash=sha256:a6e0641147cbfa7e4e94efdb95c2dab1aff8cfc159ded13e07f308ddccc8c48e \
-    --hash=sha256:a79c1eba7ac4209f2d850f0edd0a2f8bba88cbfdfefe6fb76a19e9d4fe5e71a2 \
-    --hash=sha256:a9336b5e6712f4adaf5afc3203a99a40b379049104349d747eb3e5a3aa23ac2e \
-    --hash=sha256:b20c8b0fd5877abdf402e79a3af987053de07e6fb208c18df6659f708b535134 \
-    --hash=sha256:b3a49064504be59e59da664c5e149edc1f26c67c4f8e8456f6ba6aba55033018 \
-    --hash=sha256:b503ab55a836136b619b5fc21c8803d810c5b87551af8600b72eecafb0059cb0 \
-    --hash=sha256:bd0212976dc57a5bfeede7c219e7cd66568a32c05c9129686dd487c059c1b88a \
-    --hash=sha256:c70380fe5d64010f79fb863b9081c7004dd65225d2277333c219d93a10dad4dd \
-    --hash=sha256:d99f515f95fd03a90875fdb2cca12ff074aa04490db4d190905851bdf8a549a8 \
-    --hash=sha256:e80cf77847d0d3e6e3111b7b25db32a7f8762fd4b9a3a72ce53fe16a2863b281 \
-    --hash=sha256:eb96c84efcc33f0b5e0e04beacf00129dd963b67226b01c00b9dfc8affb464c3 \
-    --hash=sha256:ebea00201737ad4391142808ed16e875add5c17f676e0912b387739f84991e13 \
-    --hash=sha256:efe8d70949c3023698c3fca1e94527e7e790a361ab8116f90d11221421cd8726 \
-    --hash=sha256:f13b3e41bce9d257eded794c0f12878af3129d80aacd8a3ee0dee51f3a978651 \
-    --hash=sha256:f194db59657c58593a3c47c6dfd7bad4ef4ac12dbc94d01b3a95521f78177e33 \
-    --hash=sha256:f49590891d2c2f8a9de15614e32e459a794bcba84693c2394291a2038bbaaa69 \
-    --hash=sha256:f75ff57defcd0f1d6e006d721ccdec6c88d4f6a7816eb92f1c4890d979d9ee62 \
-    --hash=sha256:f799d9db89fc00446f03281f84a221e50018fc40113a3ba9864b132895619ebe \
-    --hash=sha256:f8426d4d75d68714abc17a4292d922f6ba2cfb984b72c2278c437f6dae797865
+mypy==2.1.0 \
+    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
+    --hash=sha256:0b1a5260c95aa443083f9ed3592662941951bca3d4ca224a5dc517c38b7cf666 \
+    --hash=sha256:11a6beb180257a805961aea9ec591bbd0bd17f1e18d35b8456d57aee5bedfedc \
+    --hash=sha256:1a293c534adb55271fef24a26da04b855540a8c13cc07bc5917b9fd2c394f2ca \
+    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
+    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
+    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
+    --hash=sha256:3712c20deed54e814eaaa825603bada8ea1c390670a397c95b98405347acc563 \
+    --hash=sha256:47cebf61abde7c088a4e27718a8b13a81655686b2e9c251f5c0915a802248166 \
+    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
+    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
+    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
+    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
+    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
+    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
+    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
+    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
+    --hash=sha256:7406f4d048e71e576f5356d317e5b0a9e666dfd966bd99f9d14ca06e1a341538 \
+    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
+    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
+    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
+    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
+    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
+    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
+    --hash=sha256:8ef78c1d306bbf9a8a12f526c44902c9c28dffd6c52c52bf6a72641ce18d3849 \
+    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
+    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
+    --hash=sha256:a683016b16fe2f572dc04c72be7ee0504ac1605a265d0200f5cea695fb788f41 \
+    --hash=sha256:aea7f7a8a55b459c34275fc468ada6ca7c173a5e43a68f5dbe588a563d8a06b8 \
+    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
+    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
+    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
+    --hash=sha256:c209a90853081ff01d01ee895cafe10f7db1474e0d95beaeef0f6c1db9119bbd \
+    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
+    --hash=sha256:c989640253f0d76843e9c6c1bbf4bd48c5e85ada61bde4beb37cb3eca035685e \
+    --hash=sha256:d57a90ae5e872138a425ec328edbc9b235d1934c4377881a33ec05b341acc9a8 \
+    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
+    --hash=sha256:e0210d626fc8b31ccc90233754c7bc90e1f43205e85d96387f7db1285b55c398 \
+    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
+    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
+    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
+    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
+    --hash=sha256:fcaa0e479066e31f7cceb6a3bea39cb22b2ff51a6b2f24f193d19179ba17c389 \
+    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
@@ -1700,9 +1747,9 @@ oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
@@ -1776,9 +1823,9 @@ pandas==2.3.3 \
     #   pandas-gbq
     #   pymilvus
     #   snowflake-connector-python
-pandas-gbq==0.34.1 \
-    --hash=sha256:6bea5b85937251b976cf9db38151ea59abbff98771179183488d4614694bff67 \
-    --hash=sha256:b74932c6ee35dfc81582f39c792e3a68c9ef9bee8c85f25667d9d05dfadd0daf
+pandas-gbq==0.35.0 \
+    --hash=sha256:258de481019566611031919997bf9c1ece4ca30a4dd02d3fc3664b251d446182 \
+    --hash=sha256:596c908487ef0649a161e86ef272c00c267e581b95dc5ee0dc3518545b33bcfc
     # via google-cloud-bigquery
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -1788,163 +1835,160 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-platformdirs==4.9.4 \
-    --hash=sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934 \
-    --hash=sha256:68a9a4619a666ea6439f2ff250c12a853cd1cbd5158d258bd824a7df6be2f868
+platformdirs==4.9.6 \
+    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
+    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
     # via snowflake-connector-python
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
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+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.0 \
+    --hash=sha256:38e5696342835b08fc116f30a25665b29531cda9d5d5643e9b81fc312385abd9 \
+    --hash=sha256:a630604310899e73c59ec302e5765c058d412b2f090b9c79c8822589f14955b8
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.34.1 \
+    --hash=sha256:34b84ce27680df7cca9f231043ada0daa55d0c44a2ddfaa58ec1d0d89d8bf60a \
+    --hash=sha256:403b093a6e28a960372b44e5eb081775c9b056e816a8029c61231743d63f881a \
+    --hash=sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b \
+    --hash=sha256:8ff40ce8cd688f7265326b38d5a1bed9bfdf5e6723d49961432f83e21d5713e4 \
+    --hash=sha256:9ce42245e704cc5027be797c1db1eb93184d44d1cdd71811fb2d9b25ad541280 \
+    --hash=sha256:bb3812cd53aefea2b028ef42bd780f5b96407247f20c6ef7c679807e9d188f11 \
+    --hash=sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7 \
+    --hash=sha256:e97b55646e6ce5cbb0954a8c28cd39a5869b59090dfaa7df4598a7fba869468c
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1990,61 +2034,61 @@ psycopg[c, pool]==3.2.5 \
 psycopg-c==3.2.5 \
     --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==23.0.1 \
-    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
-    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
-    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
-    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
-    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
-    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
-    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
-    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
-    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
-    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
-    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
-    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
-    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
-    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
-    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
-    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
-    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
-    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
-    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
-    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
-    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
-    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
-    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
-    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
-    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
-    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
-    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
-    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
-    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
-    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
-    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
-    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
-    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
-    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
-    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
-    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
-    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
-    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
-    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
-    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
-    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
-    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
-    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
-    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
-    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
-    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
-    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
-    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
-    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
-    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
+pyarrow==24.0.0 \
+    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
+    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
+    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
+    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
+    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
+    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
+    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
+    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
+    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
+    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
+    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
+    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
+    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
+    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
+    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
+    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
+    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
+    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
+    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
+    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
+    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
+    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
+    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
+    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
+    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
+    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
+    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
+    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
+    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
+    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
+    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
+    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
+    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
+    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
+    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
+    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
+    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
+    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
+    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
+    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
+    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
+    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
+    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
+    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
+    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
+    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
+    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
+    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
+    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
+    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -2069,141 +2113,140 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
     #   pydantic-settings
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
-    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
-    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
-    --hash=sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963 \
-    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
-    --hash=sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808 \
-    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
-    --hash=sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1 \
-    --hash=sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2 \
-    --hash=sha256:299e0a22e7ae2b85c1a57f104538b2656e8ab1873511fd718a1c1c6f149b77b5 \
-    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
-    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
-    --hash=sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b \
-    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
-    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
-    --hash=sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093 \
-    --hash=sha256:346285d28e4c8017da95144c7f3acd42740d637ff41946af5ce6e5e420502dd5 \
-    --hash=sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594 \
-    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
-    --hash=sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a \
-    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
-    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
-    --hash=sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284 \
-    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
-    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
-    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
-    --hash=sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f \
-    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
-    --hash=sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51 \
-    --hash=sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc \
-    --hash=sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97 \
-    --hash=sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a \
-    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
-    --hash=sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9 \
-    --hash=sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c \
-    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
-    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
-    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
-    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
-    --hash=sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e \
-    --hash=sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941 \
-    --hash=sha256:707625ef0983fcfb461acfaf14de2067c5942c6bb0f3b4c99158bed6fedd3cf3 \
-    --hash=sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612 \
-    --hash=sha256:753e230374206729bf0a807954bcc6c150d3743928a73faffee51ac6557a03c3 \
-    --hash=sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b \
-    --hash=sha256:76ee27c6e9c7f16f47db7a94157112a2f3a00e958bc626e2f4ee8bec5c328fbe \
-    --hash=sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146 \
-    --hash=sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11 \
-    --hash=sha256:7b93a4d08587e2b7e7882de461e82b6ed76d9026ce91ca7915e740ecc7855f60 \
-    --hash=sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd \
-    --hash=sha256:7f3bf998340c6d4b0c9a2f02d6a400e51f123b59565d74dc60d252ce888c260b \
-    --hash=sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c \
-    --hash=sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a \
-    --hash=sha256:873e0d5b4fb9b89ef7c2d2a963ea7d02879d9da0da8d9d4933dee8ee86a8b460 \
-    --hash=sha256:88942d3a3dff3afc8288c21e565e476fc278902ae4d6d134f1eeda118cc830b1 \
-    --hash=sha256:8bfeaf8735be79f225f3fefab7f941c712aaca36f1128c9d7e2352ee1aa87bdf \
-    --hash=sha256:8e7c86f27c585ef37c35e56a96363ab8de4e549a95512445b85c96d3e2f7c1bf \
-    --hash=sha256:915c3d10f81bec3a74fbd4faebe8391013ba61e5a1a8d48c4455b923bdda7858 \
-    --hash=sha256:93e8740d7503eb008aa2df04d3b9735f845d43ae845e6dcd2be0b55a2da43cd2 \
-    --hash=sha256:941103c9be18ac8daf7b7adca8228f8ed6bb7a1849020f643b3a14d15b1924d9 \
-    --hash=sha256:97aeba56665b4c3235a0e52b2c2f5ae9cd071b8a8310ad27bddb3f7fb30e9aa2 \
-    --hash=sha256:a39455728aabd58ceabb03c90e12f71fd30fa69615760a075b9fec596456ccc3 \
-    --hash=sha256:a3a52f6156e73e7ccb0f8cced536adccb7042be67cb45f9562e12b319c119da6 \
-    --hash=sha256:a668ce24de96165bb239160b3d854943128f4334822900534f2fe947930e5770 \
-    --hash=sha256:a75dafbf87d6276ddc5b2bf6fae5254e3d0876b626eb24969a574fff9149ee5d \
-    --hash=sha256:aabf5777b5c8ca26f7824cb4a120a740c9588ed58df9b2d196ce92fba42ff8dc \
-    --hash=sha256:aec5cf2fd867b4ff45b9959f8b20ea3993fc93e63c7363fe6851424c8a7e7c23 \
-    --hash=sha256:b2379fa7ed44ddecb5bfe4e48577d752db9fc10be00a6b7446e9663ba143de26 \
-    --hash=sha256:b4ececa40ac28afa90871c2cc2b9ffd2ff0bf749380fbdf57d165fd23da353aa \
-    --hash=sha256:b5819cd790dbf0c5eb9f82c73c16b39a65dd6dd4d1439dcdea7816ec9adddab8 \
-    --hash=sha256:b74557b16e390ec12dca509bce9264c3bbd128f8a2c376eaa68003d7f327276d \
-    --hash=sha256:b80aa5095cd3109962a298ce14110ae16b8c1aece8b72f9dafe81cf597ad80b3 \
-    --hash=sha256:b93590ae81f7010dbe380cdeab6f515902ebcbefe0b9327cc4804d74e93ae69d \
-    --hash=sha256:b96d5f26b05d03cc60f11a7761a5ded1741da411e7fe0909e27a5e6a0cb7b034 \
-    --hash=sha256:bd3d54f38609ff308209bd43acea66061494157703364ae40c951f83ba99a1a9 \
-    --hash=sha256:bfea2a5f0b4d8d43adf9d7b8bf019fb46fdd10a2e5cde477fbcb9d1fa08c68e1 \
-    --hash=sha256:c007fe8a43d43b3969e8469004e9845944f1a80e6acd47c150856bb87f230c56 \
-    --hash=sha256:c1df3d34aced70add6f867a8cf413e299177e0c22660cc767218373d0779487b \
-    --hash=sha256:c23e27686783f60290e36827f9c626e63154b82b116d7fe9adba1fda36da706c \
-    --hash=sha256:c8d8b4eb992936023be7dee581270af5c6e0697a8559895f527f5b7105ecd36a \
-    --hash=sha256:c9e19dd6e28fdcaa5a1de679aec4141f691023916427ef9bae8584f9c2fb3b0e \
-    --hash=sha256:d0d2568a8c11bf8225044aa94409e21da0cb09dcdafe9ecd10250b2baad531a9 \
-    --hash=sha256:d38548150c39b74aeeb0ce8ee1d8e82696f4a4e16ddc6de7b1d8823f7de4b9b5 \
-    --hash=sha256:d3a978c4f57a597908b7e697229d996d77a6d3c94901e9edee593adada95ce1a \
-    --hash=sha256:d5160812ea7a8a2ffbe233d8da666880cad0cbaf5d4de74ae15c313213d62556 \
-    --hash=sha256:dc799088c08fa04e43144b164feb0c13f9a0bc40503f8df3e9fde58a3c0c101e \
-    --hash=sha256:df3959765b553b9440adfd3c795617c352154e497a4eaf3752555cfb5da8fc49 \
-    --hash=sha256:dfa8a0c812ac681395907e71e1274819dec685fec28273a28905df579ef137e2 \
-    --hash=sha256:e25c479382d26a2a41b7ebea1043564a937db462816ea07afa8a44c0866d52f9 \
-    --hash=sha256:e4f4a984405e91527a0d62649ee21138f8e3d0ef103be488c1dc11a80d7f184b \
-    --hash=sha256:e536c98a7626a98feb2d3eaf75944ef6f3dbee447e1f841eae16f2f0a72d8ddc \
-    --hash=sha256:e56ba91f47764cc14f1daacd723e3e82d1a89d783f0f5afe9c364b8bb491ccdb \
-    --hash=sha256:e672ba74fbc2dc8eea59fb6d4aed6845e6905fc2a8afe93175d94a83ba2a01a0 \
-    --hash=sha256:e7b576130c69225432866fe2f4a469a85a54ade141d96fd396dffcf607b558f8 \
-    --hash=sha256:e8465ab91a4bd96d36dde3263f06caa6a8a6019e4113f24dc753d79a8b3a3f82 \
-    --hash=sha256:e96cea19e34778f8d59fe40775a7a574d95816eb150850a85a7a4c8f4b94ac69 \
-    --hash=sha256:ece5c59f0ce7d001e017643d8d24da587ea1f74f6993467d85ae8a5ef9d4f42b \
-    --hash=sha256:eceb81a8d74f9267ef4081e246ffd6d129da5d87e37a77c9bde550cb04870c1c \
-    --hash=sha256:ed2e99c456e3fadd05c991f8f437ef902e00eedf34320ba2b0842bd1c3ca3a75 \
-    --hash=sha256:f0cd744688278965817fd0839c4a4116add48d23890d468bc436f78beb28abf5 \
-    --hash=sha256:f14f8f046c14563f8eb3f45f499cc658ab8d10072961e07225e507adb700e93f \
-    --hash=sha256:f15489ba13d61f670dcc96772e733aad1a6f9c429cc27574c6cdaed82d0146ad \
-    --hash=sha256:f31d95a179f8d64d90f6831d71fa93290893a33148d890ba15de25642c5d075b \
-    --hash=sha256:f41a7489d32336dbf2199c8c0a215390a751c5b014c2c1c5366e817202e9cdf7 \
-    --hash=sha256:f41eb9797986d6ebac5e8edff36d5cef9de40def462311b3eb3eeded1431e425 \
-    --hash=sha256:f547144f2966e1e16ae626d8ce72b4cfa0caedc7fa28052001c94fb2fcaa1c52
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.14.1 \
+    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
+    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
     # via
     #   fastapi-mcp
     #   mcp
@@ -2228,13 +2271,13 @@ pymilvus==2.5.18 \
     --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
     --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
     # via feast (pyproject.toml)
-pymysql==1.1.2 \
-    --hash=sha256:4961d3e165614ae65014e361811a724e2044ad3ea3739de9903ae7c21f539f03 \
-    --hash=sha256:e6b1d89711dd51f8f74b1631fe08f039e7d76cf67a42a323d3178f0f25762ed9
+pymysql==1.1.3 \
+    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
+    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
     # via feast (pyproject.toml)
-pyopenssl==26.0.0 \
-    --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
-    --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -2253,13 +2296,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.29 \
+    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
+    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2342,9 +2385,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==4.6.0 \
-    --hash=sha256:585dc516b9eb042a619ef0a39c3d7d55fe81bdb4df09a52c9cdde0d07bf1aa7d \
-    --hash=sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c
+redis==7.4.0 \
+    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
+    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2352,9 +2395,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2370,9 +2413,9 @@ requests-oauthlib==2.0.0 \
     # via
     #   google-auth-oauthlib
     #   kubernetes
-rich==14.3.3 \
-    --hash=sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d \
-    --hash=sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
+    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
     # via
     #   fastapi-mcp
     #   ibis-framework
@@ -2518,109 +2561,109 @@ six==1.17.0 \
     # via
     #   kubernetes
     #   python-dateutil
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.5.0 \
+    --hash=sha256:0c92794e56faaafbdf6fedfa0473bd29f40ea89ad258b322c92b27b27f57bc35 \
+    --hash=sha256:16311dc9c4a0e2d6cd14ecd43f1f607e291ba5397832123a0b04a326897ef8b0 \
+    --hash=sha256:1897be7487587d9ce7feae132a288e714b3b07f3b3f3404e62b6dfcebde94bb9 \
+    --hash=sha256:206ea5e947ac346d121dd344048b7dd1b2ab4a0da03375ce3d90321a8ce598db \
+    --hash=sha256:2c04c2a7ee5a183be1204417077584c07569e66997e8d093403bb1604b5463bd \
+    --hash=sha256:34fbeb3f8ad26f34659c687cb27136d8eb9aea1ac65bc4b8b32091dc727f1f14 \
+    --hash=sha256:376eb9d956f6b9287df448e483ec862b94fb9ccb06cefc945b68ddac1c7d1c48 \
+    --hash=sha256:39c2b9d17da9a23475ad52a8e7b389001d7277bf400428c4c6af6bd1099bc62e \
+    --hash=sha256:4870858f2fa312343b0063fb4da57b3e893d80aa00e371bc637981f3eed9c254 \
+    --hash=sha256:56baa39a1fa9f0cdcdad3da022508396268d0bf6bb6df28087b02e4826e88bd1 \
+    --hash=sha256:583adc49b38316d3023dc80bef81a27a3027a2f8109a36e69a0083785b7f8662 \
+    --hash=sha256:5f73f1b0ed24e01d9dd627b088cc83e62e81ea5b19bee679946941f6d1947ef9 \
+    --hash=sha256:64ec9b5dddf19c7f4ce4355d1b8e16239a26d1d161d92219919953510664269c \
+    --hash=sha256:6bb323323c573c903500e1c654f71c0aad7b62149e2f719c611377fac9c05833 \
+    --hash=sha256:7badadc59d7e75550c7f35bdb9414895cae5898a4f9901b02231d0eaa694a4a0 \
+    --hash=sha256:81bfdbd865fceb5e9ac1969976c8f635e21185c06d97a31cac8ca3a4b4697b1d \
+    --hash=sha256:92d865b9b60a767a55787540dbf04b3074a7b1a728f24ddbec2bbcf257215625 \
+    --hash=sha256:93febe6d69c4dc46a64d16a0b6ed65b523d869f1691ead791eb22ebd8b6725ce \
+    --hash=sha256:9a17b5a8e43611bd7eae289de2b8f71679bb386b8d82036f0b36436827308f81 \
+    --hash=sha256:9c0cc17ceb915842dfdee7baaccbdcd5b5e3de06977231b8a31704c2ed8532d8 \
+    --hash=sha256:a1aa9128aa43d09771e845a1af1fc2a5d5a014ab0bea8bea4b72501662ba601f \
+    --hash=sha256:a28a9391b464f9060304d8468a24bff6a2d13bf5801c92fbf8c05907e5fb06f4 \
+    --hash=sha256:d7f5e2ea42521c033c4ac0e60685c50a47082715eb57cdaf92b438d9bb44d220 \
+    --hash=sha256:e4481849c65d4eeaef89efd589c7690bc51d7535524f278dde9b29012fdf5084 \
+    --hash=sha256:ee03a9b8f61192d72374e3785650460ed0c996c7153a8b38140be6e162ac4fb1
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
     # via feast (pyproject.toml)
-sqlglot==30.2.1 \
-    --hash=sha256:ef4a67cc6f66a8043085eb8ea95fa9541c1625dffa9145ad4e9815a7ba60a199 \
-    --hash=sha256:f23d9ee9427ef9d20df15f9b0ffa57d9eb45e52b012219a349d1e6b50ed926d1
+sqlglot==30.8.0 \
+    --hash=sha256:1c5f93fb742dd9aaa75eee6bb33a637794a858b9a86375fac23a2dc0f7bc127e \
+    --hash=sha256:af903378c331d5b72277a1b41118f07bc3e50cf4478e2d47eed12c96ee6a22a4
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.4 \
+    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2692,9 +2735,9 @@ tomli==2.4.1 \
     # via
     #   fastapi-mcp
     #   mypy
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2709,17 +2752,17 @@ tqdm==4.67.3 \
     # via
     #   feast (pyproject.toml)
     #   milvus-lite
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
-typer==0.24.1 \
-    --hash=sha256:112c1f0ce578bfb4cab9ffdabc68f031416ebcc216536611ba21f04e9aa84c9e \
-    --hash=sha256:e39b4732d65fbdcde189ae76cf7cd48aeae72919dea1fdfc16593be016256b45
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
-types-pymysql==1.1.0.20251220 \
-    --hash=sha256:ae1c3df32a777489431e2e9963880a0df48f6591e0aa2fd3a6fabd9dee6eca54 \
-    --hash=sha256:fa1082af7dea6c53b6caa5784241924b1296ea3a8d3bd060417352c5e10c0618
+types-pymysql==1.1.0.20260518 \
+    --hash=sha256:39a2448c4267dc4551e0824d2bfaecf7dfd171e89e6dbba90f4d4d45d55e4342 \
+    --hash=sha256:cf697ce4e44124fc859e8e8a7f047c1dc864745c3c628b85a51b3ee01502ef98
     # via feast (pyproject.toml)
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -2755,95 +2798,93 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
+ujson==5.12.1 \
+    --hash=sha256:07f307780f85b49cba93f291718421b6f5f3b627a323b431fad937a18f6587cb \
+    --hash=sha256:080bc65ac7c0a6314d45d55b6171d3a48b1aeaf89895654d625b291cfe46309f \
+    --hash=sha256:0be2b4f2f547b9f0f3d902640e410e5a2fc851576cbe033c88445a23e3e7aef1 \
+    --hash=sha256:10f44bd08ae52ee23ca6e8b472692e5da1768af2d53ff1bad6f40b532e0bc7ee \
+    --hash=sha256:12e99e49c62322ed0394c914aff15403ba7ede0b74f05a0faa4ec12c7d17a139 \
+    --hash=sha256:191d2077fd53441599a2efd3dcc205b9cc5f3a4d685a76e9f73f4b6c19aee0c9 \
+    --hash=sha256:19ea07e29a45d199f926aadf93a9974128438c01b83141fba32477c0ee604b33 \
+    --hash=sha256:1a09636220f26c66f80c6c6283023cb53120e843825f890be92696cd1aa43f39 \
+    --hash=sha256:1c335caea51c31494e514b82d50763b9792d3960d2c7d9fdb6b6fb8ed50ebdd0 \
+    --hash=sha256:251ba8229e19b4b0b3efb5e7e3ddfa67c5c466aa492707bc3f6568bf714604dc \
+    --hash=sha256:26dcb43869057373048cbd2678293c5b0f962d5774cc76fc9488564a209bcbf2 \
+    --hash=sha256:289f13095764d03734adfa10107da9b530ceb64dc1b02a5f507588d978d5b7df \
+    --hash=sha256:29d1d64ed2c3c17666f4f0e15462800f3477255dc53667ad5d099277866c5666 \
+    --hash=sha256:2cfbd6b0c677d5d053964b8f98d8bb1af10c591c8c24454bcd40006ac8ba18db \
+    --hash=sha256:3a6efff7dc6515416366819de4a1bc449b77107c5b48508b101fd40f7f8bec08 \
+    --hash=sha256:3e30fa6bc7156ed709e13f8b52e917db08fbfd611ba61346b62630974ec0ba8e \
+    --hash=sha256:427893168d074e59214b0ee058337c57f5bb80175cdd5b4799a9c931aae22022 \
+    --hash=sha256:45022aae09ac3d45bda6fbfc631088d1aff9a0465542d40bd6d295ced378c430 \
+    --hash=sha256:46315b82505c99101dcab3bd979f15fecfde85c02df7efbb4e428fa357665290 \
+    --hash=sha256:485f0182a0c0b54c304061cdc826d8343ce595c4055f7a24e72772a8520e5f7b \
+    --hash=sha256:49dd9c378e1c8e676785ff2b62cb490074229f15ab54abf45b623713cb2c36b5 \
+    --hash=sha256:4e12ca368b397aed7fa1eec534ea1ba8d94977b376f9df3e93ae1acfd004ec40 \
+    --hash=sha256:4ea0c490c702c20495e97345acfcf0c2f3153e658ef537ff111929c48b89e10a \
+    --hash=sha256:4f39ba3b65cc637b59731532f7e7c807786bff1d0332ab2d5b96a04d2584d78f \
+    --hash=sha256:50d07e79ec70d32b4fbe18ab706ed0b172be08710d5901b9d067d7951bfaa164 \
+    --hash=sha256:558673c6c3a2309775683ca96d5f1e4cd99889f71b1ba5cb6be8aa37ae67f9e0 \
+    --hash=sha256:5b7e96406c301a1366534479a7352ec40ec68bb327c0c119091635acd5925e35 \
+    --hash=sha256:5dc91fa06ea35920b704fd9d70871897680145998071cfbf5ee3e19f2c9fc242 \
+    --hash=sha256:66005b49c753a1b9f2f8853919dc58e1e6bd66846ea341a33afa76c6d7602485 \
+    --hash=sha256:696224d4cfb8883fa5c0285dff31e5ce924704dd9ccd38e9ea8b5bf4a42b12fc \
+    --hash=sha256:6cc6ea753b7303fa5629fa9ac9257ea4b001c4d72583b2bb36ff1855a07db49f \
+    --hash=sha256:6d8827904358d7da59ccf2e1fd8de59e78248036d17fecc0462e62c6721f1102 \
+    --hash=sha256:6f19e9a407a24230df0cc1ec1c0f5999872ba526b14a780f80ad6479f5eed9bc \
+    --hash=sha256:71bdb5d10c6d7e710cfa78e743d9fb79a37c7c66fa916cd287bffbaa520f5abe \
+    --hash=sha256:727e983ef27892d86ee2d28fd517eeb02b2c1165aafcbe929dce988aeee81bfe \
+    --hash=sha256:757f2026bef09d231d63a2250a2c7ad21ea1c9cb1ded6480659d202c4e2ef09e \
+    --hash=sha256:758e5c8fbe4e6d483041e03b307b01fb5d2f2dd4452d4d4b927ab902e188939e \
+    --hash=sha256:7642a41520ac1b2bc25ea282b66b8da522cc43424442e6fb5e039be4d4f96530 \
+    --hash=sha256:77a71fe53427a0cf49d56eafd801d9f7e203b784b7f99cc717783fd6f6f7b732 \
+    --hash=sha256:7957b64583793042521f7f7c71c01626b3d32a17528eaab980eb8cdc3d4eec68 \
+    --hash=sha256:7bba5ab7965619db7d6f5503133b8e2d8bfce9bb6754224ca64d19261cc52f7c \
+    --hash=sha256:7dc5cf44ea42365cd1b66e6ed3fc6ca040c86587b024a6659b98e99d31cff2cd \
+    --hash=sha256:7e31afad20cd6837a5ac6965d95b44b0ff06e42a82b01a8d3dc606a07f0b7a2a \
+    --hash=sha256:80f58ae2be100da0f525330ee274accd8892d1c125fea75076f60539d9a5f9cd \
+    --hash=sha256:8416bb724db9accfa97bdb77245952494b1800c23e42defd46afb5c661c9af19 \
+    --hash=sha256:8aa731138d6dfca4ab84501b72384e6c544bfb48cb87a0dd4d304df3246cac25 \
+    --hash=sha256:8b657e870c77aaacdeea86cfad3e6d2ef9b52517e45988c9c367f7ee764fe4dd \
+    --hash=sha256:8df5d984ff4ac1ef292d70f30da03417038a7e1e0bc272d28ca9d34f02f41682 \
+    --hash=sha256:949cb4863a5d4847edeb47c5364b334e8cadf23a7cbdaa547d86098a4b093106 \
+    --hash=sha256:9523d67d45334f9a1d62e423bd72be62b58d2289a50420ffffa9363763eab73f \
+    --hash=sha256:963287e4b1bc463735c4056968a2dfa59bb831b6daba68bddd14f451191fe9e5 \
+    --hash=sha256:984b5a99d1e0a037c2046c3c4b34cec832565d62d5017be0a035bf3cbfab72dc \
+    --hash=sha256:a7a81724d5d90a2da7155d15d8b156ce57eaed7cdd622df813f36a8e612fd4c8 \
+    --hash=sha256:b21b4c680594c8686bcd4cdda0fd3ea2567b9d42bcf1d1e3d92d39bcdb02e8f1 \
+    --hash=sha256:b22aa0f644516d3d5b29464949e4b23fe784f84b4a1030ab9ac3cb42aaedabb1 \
+    --hash=sha256:b2c419bf42ae40963fc27f70c59e24e9a97f5cf168dbce2c572f3c0ce3595912 \
+    --hash=sha256:b5db0849c0e3da54822a5834f2dc51d7c51072d7f7d665014ee34600dc10889b \
+    --hash=sha256:b6afa86c117b66034004ee83c5149c6dccf7cb88941f9d3a1640c7076577f2d4 \
+    --hash=sha256:bca3f04b2f590a8211acdc3ca06649b65a7ed1e999437dccf095310be9d3ba4e \
+    --hash=sha256:bdc6b277dcd27663f7fb76b6a5088424c66e0407c23e9884f80cd733f7d71b19 \
+    --hash=sha256:c4bdc052a5d097f0a2e56d93aed97355f9f7a62ef9baa4f8517e43245434af9c \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba \
+    --hash=sha256:c8e626b6bc9bdd2e8f7393b7d99f3daa2ca4022e6203662e70de7bb3604b21b9 \
+    --hash=sha256:cec6b9b539539affc1f01a795c99574592a635ce22331b64f2b42e0af570659e \
+    --hash=sha256:d57d731ecf492d3d011e65369f8330654f0875b19f646be5270d478e843d3b81 \
+    --hash=sha256:d90d27953716ef206c42f166932b3dbb264dc638bbf32acae81b216ae35f566d \
+    --hash=sha256:dc26caebea90425662ef0b979f945f6ac832651881107d6ec9a3c4d4a4ba929c \
+    --hash=sha256:e08d9e096c416ddc34519241f97c201258b42639f2012d9547d8ae32921800dd \
+    --hash=sha256:e3c9c894971f4ada3ded16a804ed4640e1f2b3e5239beaeec7c48296f39f4232 \
+    --hash=sha256:e4b0c9f6a56aa94bb98b403e1f57a866f0b43abaa89757b24d4a4b3cd8643ced \
+    --hash=sha256:ea3bed53d2ea8e5642e814a9e41f3e29420a8067874ba03ace8c0462e160490c \
+    --hash=sha256:ee83fbac03a0896faf190177c938f94eb610b798d495a19d50997242c4eca685 \
+    --hash=sha256:f48ef8a16f1d85bd7982beac7adfd3fb704058631db84c1c61c8a1b7072b1508 \
+    --hash=sha256:f6074d3d3267ba1914c624b6e1fa3d8152648ff36b0ab77ddf83b92db488c30d \
+    --hash=sha256:f67c5f0d64eba0fbbd6d2d6a79b0c43c5bc06f27564378fd5d716e0d40360068 \
+    --hash=sha256:f75caed5b6d1fc271bb720a780c4199914267f7b865f9bf17826c4feccea582c
     # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
@@ -2911,116 +2952,114 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
@@ -3302,7 +3341,7 @@ yarl==1.23.0 \
     --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
     --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
     # via aiohttp
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
diff --git a/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt b/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
index 3ecce8ab7be..739df33ddc0 100644
--- a/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
@@ -4,6 +4,41 @@
 #
 #    pybuild-deps compile --generate-hashes --output-file=sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
 #
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
@@ -214,9 +249,9 @@ cython==3.2.4 \
     # via
     #   pyarrow
     #   uvloop
-dunamai==1.26.0 \
-    --hash=sha256:5396ac43aa20ed059040034e9f9798c7464cf4334c6fc3da3732e29273a2f97d \
-    --hash=sha256:f584edf0fda0d308cce0961f807bc90a8fe3d9ff4d62f94e72eca7b43f0ed5f6
+dunamai==1.26.1 \
+    --hash=sha256:2727d939c5b4257cb01ea404372803b477f5176e5a347c43beaf89cd5072e853 \
+    --hash=sha256:3b46007bd65b00b4824ead0a1aee365fd22d0ec2b9c219497d4fd48f52860c8b
     # via uv-dynamic-versioning
 exceptiongroup==1.3.1 \
     --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
@@ -265,9 +300,9 @@ gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
     # via gitpython
-gitpython==3.1.46 \
-    --hash=sha256:400124c7d0ef4ea03f7310ac2fbf7151e09ff97f2a3288d64a440c584a29c37f \
-    --hash=sha256:79812ed143d9d25b6d176a10bb511de0f9c67b1fa641d82097b0ab90398a2058
+gitpython==3.1.50 \
+    --hash=sha256:80da2d12504d52e1f998772dc5baf6e553f8d2fcfe1fcc226c9d9a2ee3372dcc \
+    --hash=sha256:d352abe2908d07355014abdd21ddf798c2a961469239afec4962e9da884858f9
     # via pymilvus
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
@@ -322,6 +357,7 @@ hatchling==1.29.0 \
     #   pydantic-settings
     #   pygments
     #   python-multipart
+    #   redis
     #   referencing
     #   scikit-build-core
     #   starlette
@@ -334,97 +370,164 @@ jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
     # via uv-dynamic-versioning
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+libcst==1.8.6 \
+    --hash=sha256:04030ea4d39d69a65873b1d4d877def1c3951a7ada1824242539e399b8763d30 \
+    --hash=sha256:06fc56335a45d61b7c1b856bfab4587b84cfe31e9d6368f60bb3c9129d900f58 \
+    --hash=sha256:089c58e75cb142ec33738a1a4ea7760a28b40c078ab2fd26b270dac7d2633a4d \
+    --hash=sha256:08bd63a8ce674be431260649e70fca1d43f1554f1591eac657f403ff8ef82c7a \
+    --hash=sha256:0c13d5bd3d8414a129e9dccaf0e5785108a4441e9b266e1e5e9d1f82d1b943c9 \
+    --hash=sha256:0cbe17067055829607c5ba4afa46bfa4d0dd554c0b5a583546e690b7367a29b6 \
+    --hash=sha256:16cfe0cfca5fd840e1fb2c30afb628b023d3085b30c3484a79b61eae9d6fe7ba \
+    --hash=sha256:1a3a5e4ee870907aa85a4076c914ae69066715a2741b821d9bf16f9579de1105 \
+    --hash=sha256:1dc3b897c8b0f7323412da3f4ad12b16b909150efc42238e19cbf19b561cc330 \
+    --hash=sha256:203ec2a83f259baf686b9526268cd23d048d38be5589594ef143aee50a4faf7e \
+    --hash=sha256:207481197afd328aa91d02670c15b48d0256e676ce1ad4bafb6dc2b593cc58f1 \
+    --hash=sha256:25eaeae6567091443b5374b4c7d33a33636a2d58f5eda02135e96fc6c8807786 \
+    --hash=sha256:25fc7a1303cad7639ad45ec38c06789b4540b7258e9a108924aaa2c132af4aca \
+    --hash=sha256:2f04d3672bde1704f383a19e8f8331521abdbc1ed13abb349325a02ac56e5012 \
+    --hash=sha256:351ab879c2fd20d9cb2844ed1ea3e617ed72854d3d1e2b0880ede9c3eea43ba8 \
+    --hash=sha256:36473e47cb199b7e6531d653ee6ffed057de1d179301e6c67f651f3af0b499d6 \
+    --hash=sha256:3649a813660fbffd7bc24d3f810b1f75ac98bd40d9d6f56d1f0ee38579021073 \
+    --hash=sha256:375965f34cc6f09f5f809244d3ff9bd4f6cb6699f571121cebce53622e7e0b86 \
+    --hash=sha256:3a926a4b42015ee24ddfc8ae940c97bd99483d286b315b3ce82f3bafd9f53474 \
+    --hash=sha256:3f4fbb7f569e69fd9e89d9d9caa57ca42c577c28ed05062f96a8c207594e75b8 \
+    --hash=sha256:42a4f68121e2e9c29f49c97f6154e8527cd31021809cc4a941c7270aa64f41aa \
+    --hash=sha256:44f38139fa95e488db0f8976f9c7ca39a64d6bc09f2eceef260aa1f6da6a2e42 \
+    --hash=sha256:455f49a93aea4070132c30ebb6c07c2dea0ba6c1fde5ffde59fc45dbb9cfbe4b \
+    --hash=sha256:4d7bbdd35f3abdfb5ac5d1a674923572dab892b126a58da81ff2726102d6ec2e \
+    --hash=sha256:4fc3fef8a2c983e7abf5d633e1884c5dd6fa0dcb8f6e32035abd3d3803a3a196 \
+    --hash=sha256:536567441182a62fb706e7aa954aca034827b19746832205953b2c725d254a93 \
+    --hash=sha256:5432e785322aba3170352f6e72b32bea58d28abd141ac37cc9b0bf6b7c778f58 \
+    --hash=sha256:55ec021a296960c92e5a33b8d93e8ad4182b0eab657021f45262510a58223de1 \
+    --hash=sha256:59a7e388c57d21d63722018978a8ddba7b176e3a99bd34b9b84a576ed53f2978 \
+    --hash=sha256:5dcaaebc835dfe5755bc85f9b186fb7e2895dda78e805e577fef1011d51d5a5c \
+    --hash=sha256:6366ab2107425bf934b0c83311177f2a371bfc757ee8c6ad4a602d7cbcc2f363 \
+    --hash=sha256:6421a930b028c5ef4a943b32a5a78b7f1bf15138214525a2088f11acbb7d3d64 \
+    --hash=sha256:6609291c41f7ad0bac570bfca5af8fea1f4a27987d30a1fa8b67fe5e67e6c78d \
+    --hash=sha256:6a65f844d813ab4ef351443badffa0ae358f98821561d19e18b3190f59e71996 \
+    --hash=sha256:6aa11df6c58812f731172b593fcb485d7ba09ccc3b52fea6c7f26a43377dc748 \
+    --hash=sha256:6b23d14a7fc0addd9795795763af26b185deb7c456b1e7cc4d5228e69dab5ce8 \
+    --hash=sha256:6cad63e3a26556b020b634d25a8703b605c0e0b491426b3e6b9e12ed20f09100 \
+    --hash=sha256:6d8b67874f2188399a71a71731e1ba2d1a2c3173b7565d1cc7ffb32e8fbaba5b \
+    --hash=sha256:72cca15800ffc00ba25788e4626189fe0bc5fe2a0c1cb4294bce2e4df21cc073 \
+    --hash=sha256:7445479ebe7d1aff0ee094ab5a1c7718e1ad78d33e3241e1a1ec65dcdbc22ffb \
+    --hash=sha256:7f04febcd70e1e67917be7de513c8d4749d2e09206798558d7fe632134426ea4 \
+    --hash=sha256:8066f1b70f21a2961e96bedf48649f27dfd5ea68be5cd1bed3742b047f14acde \
+    --hash=sha256:819c8081e2948635cab60c603e1bbdceccdfe19104a242530ad38a36222cb88f \
+    --hash=sha256:85b7025795b796dea5284d290ff69de5089fc8e989b25d6f6f15b6800be7167f \
+    --hash=sha256:87e74f7d7dfcba9efa91127081e22331d7c42515f0a0ac6e81d4cf2c3ed14661 \
+    --hash=sha256:8a434c521fadaf9680788b50d5c21f4048fa85ed19d7d70bd40549fbaeeecab1 \
+    --hash=sha256:98fa1ca321c81fb1f02e5c43f956ca543968cc1a30b264fd8e0a2e1b0b0bf106 \
+    --hash=sha256:a20c5182af04332cc94d8520792befda06d73daf2865e6dddc5161c72ea92cb9 \
+    --hash=sha256:b0d8c364c44ae343937f474b2e492c1040df96d94530377c2f9263fb77096e4f \
+    --hash=sha256:b188e626ce61de5ad1f95161b8557beb39253de4ec74fc9b1f25593324a0279c \
+    --hash=sha256:b6c1248cc62952a3a005792b10cdef2a4e130847be9c74f33a7d617486f7e532 \
+    --hash=sha256:ba9ab2b012fbd53b36cafd8f4440a6b60e7e487cd8b87428e57336b7f38409a4 \
+    --hash=sha256:bb9b4077bdf8857b2483879cbbf70f1073bc255b057ec5aac8a70d901bb838e9 \
+    --hash=sha256:bdb14bc4d4d83a57062fed2c5da93ecb426ff65b0dc02ddf3481040f5f074a82 \
+    --hash=sha256:bff00e1c766658adbd09a175267f8b2f7616e5ee70ce45db3d7c4ce6d9f6bec7 \
+    --hash=sha256:c0a0cc80aebd8aa15609dd4d330611cbc05e9b4216bcaeabba7189f99ef07c28 \
+    --hash=sha256:c188d06b583900e662cd791a3f962a8c96d3dfc9b36ea315be39e0a4c4792ebf \
+    --hash=sha256:c41c76e034a1094afed7057023b1d8967f968782433f7299cd170eaa01ec033e \
+    --hash=sha256:c9d7aeafb1b07d25a964b148c0dda9451efb47bbbf67756e16eeae65004b0eb5 \
+    --hash=sha256:cb2679ef532f9fa5be5c5a283b6357cb6e9888a8dd889c4bb2b01845a29d8c0b \
+    --hash=sha256:da95b38693b989eaa8d32e452e8261cfa77fe5babfef1d8d2ac25af8c4aa7e6d \
+    --hash=sha256:e00e275d4ba95d4963431ea3e409aa407566a74ee2bf309a402f84fc744abe47 \
+    --hash=sha256:f1472eeafd67cdb22544e59cf3bfc25d23dc94058a68cf41f6654ff4fcb92e09 \
+    --hash=sha256:f729c37c9317126da9475bdd06a7208eb52fcbd180a6341648b45a56b4ba708b \
+    --hash=sha256:fea5c7fa26556eedf277d4f72779c5ede45ac3018650721edd77fd37ccd4a2d4
+    # via pyarrow
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -517,22 +620,23 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-maturin==1.12.6 \
-    --hash=sha256:06fc8d089f98623ce924c669b70911dfed30f9a29956c362945f727f9abc546b \
-    --hash=sha256:2cb41139295eed6411d3cdafc7430738094c2721f34b7eeb44f33cac516115dc \
-    --hash=sha256:351f3af1488a7cbdcff3b6d8482c17164273ac981378a13a4a9937a49aec7d71 \
-    --hash=sha256:3f32e0a3720b81423c9d35c14e728cb1f954678124749776dc72d533ea1115e8 \
-    --hash=sha256:6892b4176992fcc143f9d1c1c874a816e9a041248eef46433db87b0f0aff4278 \
-    --hash=sha256:6dbddfe4dc7ddee60bbac854870bd7cfec660acb54d015d24597d59a1c828f61 \
-    --hash=sha256:75133e56274d43b9227fd49dca9a86e32f1fd56a7b55544910c4ce978c2bb5aa \
-    --hash=sha256:8fdb0f63e77ee3df0f027a120e9af78dbc31edf0eb0f263d55783c250c33b728 \
-    --hash=sha256:977290159d252db946054a0555263c59b3d0c7957135c69e690f4b1558ee9983 \
-    --hash=sha256:bae91976cdc8148038e13c881e1e844e5c63e58e026e8b9945aa2d19b3b4ae89 \
-    --hash=sha256:c0c742beeeef7fb93b6a81bd53e75507887e396fd1003c45117658d063812dad \
-    --hash=sha256:d37be3a811a7f2ee28a0fa0964187efa50e90f21da0c6135c27787fa0b6a89db \
-    --hash=sha256:e90dc12bc6a38e9495692a36c9e231c4d7e0c9bfde60719468ab7d8673db3c45 \
-    --hash=sha256:fa84b7493a2e80759cacc2e668fa5b444d55b9994e90707c42904f55d6322c1e
+maturin==1.13.3 \
+    --hash=sha256:0ef257e692cc756c87af5bea95ddfe7d3ac49d3376a7a87f728d63f06e7b6f8b \
+    --hash=sha256:1cc0a110b224ca90406b668a3e3c1f5a515062e59e26292f6dbaf5fd4909c6f3 \
+    --hash=sha256:2389fe92d017cea9d94e521fa0175314a4c52f79a1057b901fbc9f8686ef7d0b \
+    --hash=sha256:3cc13929ca82aefa4adbf0f2c35419369796213c6fb0eb24e914945f50ef5d8c \
+    --hash=sha256:3db93337ed97e60ffc878aa8b493cd7ae44d3a5e1a37256db3a4491f57565018 \
+    --hash=sha256:4667ef609ab446c1b5e0bfe4f9fb99699ab6d8548433f8d1a684256e0b67217f \
+    --hash=sha256:49fd6ab08da28098ccf37afca24cdba72376ba9c1eedf9dd25ff82ed771961ff \
+    --hash=sha256:4cd478e6e4c56251e48ed079b8efd55b30bc5c09cf695a1bdafaeb582ee735a0 \
+    --hash=sha256:53b08bd075649ce96513ad9abf241a43cb685ed6e9e7790f8dbc2d66e95d8323 \
+    --hash=sha256:771e1e9e71a278e56db01552e0d1acfd1464259f9575b6e72842f893cd299079 \
+    --hash=sha256:a2675e25f313034ae6f57388cf14818f87d8961c4a96795287f3e155f59beb11 \
+    --hash=sha256:b6741d7bf4af97da937528fd1e523c6ab54f53d9a21870fa735d6e67fd88e273 \
+    --hash=sha256:c00ea6428dea17bf616fe93770837634454b28c2de1a876e42ef8036c616079a \
+    --hash=sha256:def4a435ea9d2ee93b18ba579dc8c9cf898889a66f312cd379b5e374ec3e3ad6
     # via
+    #   ast-serialize
     #   cryptography
     #   pydantic-core
     #   rpds-py
@@ -612,9 +716,9 @@ numpy==2.2.6 \
     # via
     #   pandas
     #   pyarrow
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   hatchling
     #   pyproject-metadata
@@ -623,9 +727,9 @@ packaging==26.0 \
     #   setuptools-scm
     #   vcs-versioning
     #   wheel
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
@@ -645,22 +749,22 @@ pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via hatchling
-poetry-core==2.3.2 \
-    --hash=sha256:20cb71be27b774628da9f384effd9183dfceb53bcef84063248a8672aa47031f \
-    --hash=sha256:23df641b64f87fbb4ce1873c1915a4d4bb1b7d808c596e4307edc073e68d7234
+poetry-core==2.4.0 \
+    --hash=sha256:4305848477da00272bebd3f615bbec87f64bd117cdb858ab660b626a06a9d96c \
+    --hash=sha256:4e8c7496cf797998ffc493f2e23eba4b038c894c08eadacdcdf688945de6b43a
     # via
     #   aiohappyeyeballs
     #   dunamai
     #   pkgconfig
     #   rich
     #   tomlkit
-pybind11-global==3.0.3 \
-    --hash=sha256:141adb150fdb84f6eba3e27241da886f4582574a3d1c30568bf33c1ed3ec8b82 \
-    --hash=sha256:7a75ee81e903ea15bdf05db1342c37400751a72316b6620c800b66d70be45632
+pybind11-global==3.0.4 \
+    --hash=sha256:95b693c3d646c6b7217a97156a36b6d40305505d4a5a728082da6fe75ada29f5 \
+    --hash=sha256:a73e2ebd29f4ee5d7c754b495d555cd703f2cd26c84abe360ee56411dcd7834d
     # via pybind11
-pybind11==3.0.3 \
-    --hash=sha256:00471cdb816882c484708bc5dde80815c8c11cea540ab2cc6410f5ddea434755 \
-    --hash=sha256:fb5f8e4a64946b4dcc0451c83a8c384f803bc0a62dd1ba02f199e97dbc9aad4c
+pybind11==3.0.4 \
+    --hash=sha256:3286b59c8a774b9ee650169302dd5a4eedc30a8617905a0560dd8ee44775130c \
+    --hash=sha256:961720ee652da51d531b7b2451a6bd2bc042b0106e6d9baa48ecb7d58034ce63
     # via duckdb
 pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
@@ -670,26 +774,104 @@ pyproject-metadata==0.11.0 \
     --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
     --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
     # via meson-python
+pyyaml==6.0.3 \
+    --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
+    --hash=sha256:0150219816b6a1fa26fb4699fb7daa9caf09eb1999f3b70fb6e786805e80375a \
+    --hash=sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3 \
+    --hash=sha256:02ea2dfa234451bbb8772601d7b8e426c2bfa197136796224e50e35a78777956 \
+    --hash=sha256:0f29edc409a6392443abf94b9cf89ce99889a1dd5376d94316ae5145dfedd5d6 \
+    --hash=sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c \
+    --hash=sha256:16249ee61e95f858e83976573de0f5b2893b3677ba71c9dd36b9cf8be9ac6d65 \
+    --hash=sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a \
+    --hash=sha256:1ebe39cb5fc479422b83de611d14e2c0d3bb2a18bbcb01f229ab3cfbd8fee7a0 \
+    --hash=sha256:214ed4befebe12df36bcc8bc2b64b396ca31be9304b8f59e25c11cf94a4c033b \
+    --hash=sha256:2283a07e2c21a2aa78d9c4442724ec1eb15f5e42a723b99cb3d822d48f5f7ad1 \
+    --hash=sha256:22ba7cfcad58ef3ecddc7ed1db3409af68d023b7f940da23c6c2a1890976eda6 \
+    --hash=sha256:27c0abcb4a5dac13684a37f76e701e054692a9b2d3064b70f5e4eb54810553d7 \
+    --hash=sha256:28c8d926f98f432f88adc23edf2e6d4921ac26fb084b028c733d01868d19007e \
+    --hash=sha256:2e71d11abed7344e42a8849600193d15b6def118602c4c176f748e4583246007 \
+    --hash=sha256:34d5fcd24b8445fadc33f9cf348c1047101756fd760b4dacb5c3e99755703310 \
+    --hash=sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4 \
+    --hash=sha256:3c5677e12444c15717b902a5798264fa7909e41153cdf9ef7ad571b704a63dd9 \
+    --hash=sha256:3ff07ec89bae51176c0549bc4c63aa6202991da2d9a6129d7aef7f1407d3f295 \
+    --hash=sha256:41715c910c881bc081f1e8872880d3c650acf13dfa8214bad49ed4cede7c34ea \
+    --hash=sha256:418cf3f2111bc80e0933b2cd8cd04f286338bb88bdc7bc8e6dd775ebde60b5e0 \
+    --hash=sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e \
+    --hash=sha256:4a2e8cebe2ff6ab7d1050ecd59c25d4c8bd7e6f400f5f82b96557ac0abafd0ac \
+    --hash=sha256:4ad1906908f2f5ae4e5a8ddfce73c320c2a1429ec52eafd27138b7f1cbe341c9 \
+    --hash=sha256:501a031947e3a9025ed4405a168e6ef5ae3126c59f90ce0cd6f2bfc477be31b7 \
+    --hash=sha256:5190d403f121660ce8d1d2c1bb2ef1bd05b5f68533fc5c2ea899bd15f4399b35 \
+    --hash=sha256:5498cd1645aa724a7c71c8f378eb29ebe23da2fc0d7a08071d89469bf1d2defb \
+    --hash=sha256:5cf4e27da7e3fbed4d6c3d8e797387aaad68102272f8f9752883bc32d61cb87b \
+    --hash=sha256:5e0b74767e5f8c593e8c9b5912019159ed0533c70051e9cce3e8b6aa699fcd69 \
+    --hash=sha256:5ed875a24292240029e4483f9d4a4b8a1ae08843b9c54f43fcc11e404532a8a5 \
+    --hash=sha256:5fcd34e47f6e0b794d17de1b4ff496c00986e1c83f7ab2fb8fcfe9616ff7477b \
+    --hash=sha256:5fdec68f91a0c6739b380c83b951e2c72ac0197ace422360e6d5a959d8d97b2c \
+    --hash=sha256:6344df0d5755a2c9a276d4473ae6b90647e216ab4757f8426893b5dd2ac3f369 \
+    --hash=sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd \
+    --hash=sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824 \
+    --hash=sha256:66291b10affd76d76f54fad28e22e51719ef9ba22b29e1d7d03d6777a9174198 \
+    --hash=sha256:66e1674c3ef6f541c35191caae2d429b967b99e02040f5ba928632d9a7f0f065 \
+    --hash=sha256:6adc77889b628398debc7b65c073bcb99c4a0237b248cacaf3fe8a557563ef6c \
+    --hash=sha256:79005a0d97d5ddabfeeea4cf676af11e647e41d81c9a7722a193022accdb6b7c \
+    --hash=sha256:7c6610def4f163542a622a73fb39f534f8c101d690126992300bf3207eab9764 \
+    --hash=sha256:7f047e29dcae44602496db43be01ad42fc6f1cc0d8cd6c83d342306c32270196 \
+    --hash=sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b \
+    --hash=sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00 \
+    --hash=sha256:8d1fab6bb153a416f9aeb4b8763bc0f22a5586065f86f7664fc23339fc1c1fac \
+    --hash=sha256:8da9669d359f02c0b91ccc01cac4a67f16afec0dac22c2ad09f46bee0697eba8 \
+    --hash=sha256:8dc52c23056b9ddd46818a57b78404882310fb473d63f17b07d5c40421e47f8e \
+    --hash=sha256:9149cad251584d5fb4981be1ecde53a1ca46c891a79788c0df828d2f166bda28 \
+    --hash=sha256:93dda82c9c22deb0a405ea4dc5f2d0cda384168e466364dec6255b293923b2f3 \
+    --hash=sha256:96b533f0e99f6579b3d4d4995707cf36df9100d67e0c8303a0c55b27b5f99bc5 \
+    --hash=sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4 \
+    --hash=sha256:9c7708761fccb9397fe64bbc0395abcae8c4bf7b0eac081e12b809bf47700d0b \
+    --hash=sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf \
+    --hash=sha256:a33284e20b78bd4a18c8c2282d549d10bc8408a2a7ff57653c0cf0b9be0afce5 \
+    --hash=sha256:a80cb027f6b349846a3bf6d73b5e95e782175e52f22108cfa17876aaeff93702 \
+    --hash=sha256:b30236e45cf30d2b8e7b3e85881719e98507abed1011bf463a8fa23e9c3e98a8 \
+    --hash=sha256:b3bc83488de33889877a0f2543ade9f70c67d66d9ebb4ac959502e12de895788 \
+    --hash=sha256:b865addae83924361678b652338317d1bd7e79b1f4596f96b96c77a5a34b34da \
+    --hash=sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d \
+    --hash=sha256:ba1cc08a7ccde2d2ec775841541641e4548226580ab850948cbfda66a1befcdc \
+    --hash=sha256:bdb2c67c6c1390b63c6ff89f210c8fd09d9a1217a465701eac7316313c915e4c \
+    --hash=sha256:c1ff362665ae507275af2853520967820d9124984e0f7466736aea23d8611fba \
+    --hash=sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f \
+    --hash=sha256:c3355370a2c156cffb25e876646f149d5d68f5e0a3ce86a5084dd0b64a994917 \
+    --hash=sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5 \
+    --hash=sha256:d0eae10f8159e8fdad514efdc92d74fd8d682c933a6dd088030f3834bc8e6b26 \
+    --hash=sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f \
+    --hash=sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b \
+    --hash=sha256:eda16858a3cab07b80edaf74336ece1f986ba330fdb8ee0d6c0d68fe82bc96be \
+    --hash=sha256:ee2922902c45ae8ccada2c5b501ab86c36525b883eff4255313a253a3160861c \
+    --hash=sha256:efd7b85f94a6f21e4932043973a7ba2613b059c4a000551892ac9f1d11f5baf3 \
+    --hash=sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6 \
+    --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
+    --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
+    # via libcst
 scikit-build-core==0.12.2 \
     --hash=sha256:562e0bbc9de1a354c87825ccf732080268d6582a0200f648e8c4a2dcb1e3736d \
     --hash=sha256:6ea4730da400f9a998ec3287bd3ebc1d751fe45ad0a93451bead8618adbc02b1
     # via
     #   duckdb
     #   patchelf
+    #   pyarrow
     #   pybind11
     #   pybind11-global
 semantic-version==2.10.0 \
     --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
     --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
     # via setuptools-rust
-setuptools-git-versioning==3.0.1 \
-    --hash=sha256:737c4d17e848edd46e28764a19dc424d8537fcb2257022e5f4f5c0c8e9b64c80 \
-    --hash=sha256:c8a599bacf163b5d215552b5701faf5480ffc4d65426a5711a010b802e1590eb
+setuptools-git-versioning==3.1.0 \
+    --hash=sha256:3a68f3fd58a2a5e86b0792435cfa9d8e569ab60ee5e4c29228c09da9b637bf18 \
+    --hash=sha256:612dfcf184addac9e1c2216f4f229724b2390e5bf613fb925ae80b84f2529172
     # via toolz
 setuptools-rust==1.12.1 \
     --hash=sha256:85ae70989d96c9cfeb5ef79cf3bac2d5200bc5564f720a06edceedbdf6664640 \
     --hash=sha256:b7ebd6a182e7aefa97a072e880530c9b0ec8fcca8617e0bb8ff299c1a064f693
-    # via maturin
+    # via
+    #   libcst
+    #   maturin
 setuptools-scm==10.0.5 \
     --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
     --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
@@ -701,6 +883,7 @@ setuptools-scm==10.0.5 \
     #   hatch-vcs
     #   httpx-sse
     #   importlib-metadata
+    #   libcst
     #   pluggy
     #   pyarrow
     #   pybindgen
@@ -712,25 +895,16 @@ setuptools-scm==10.0.5 \
     #   tqdm
     #   typeguard
     #   ujson
+    #   urllib3
     #   zipp
 setuptools-scm==7.1.0 \
     --hash=sha256:6c508345a771aad7d56ebff0e70628bf2b0ec7573762be9960214730de278f27 \
     --hash=sha256:73988b6d848709e2af142aa48c986ea29592bbcfca5375678064708205253d8e
     # via python-dateutil
-setuptools-scm==9.2.2 \
-    --hash=sha256:1c674ab4665686a0887d7e24c03ab25f24201c213e82ea689d2f3e169ef7ef57 \
-    --hash=sha256:30e8f84d2ab1ba7cb0e653429b179395d0c33775d54807fc5f1dd6671801aef7
-    # via
-    #   hatch-vcs
-    #   urllib3
 smmap==5.0.3 \
     --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
     --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
     # via gitdb
-tomli==2.0.2 \
-    --hash=sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38 \
-    --hash=sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed
-    # via setuptools-scm
 tomli==2.4.1 \
     --hash=sha256:01f520d4f53ef97964a240a035ec2a869fe1a37dde002b57ebc4417a27ccd853 \
     --hash=sha256:0d85819802132122da43cb86656f8d1f8c6587d54ae7dcaf30e90533028b49fe \
@@ -783,6 +957,7 @@ tomli==2.4.1 \
     #   fastapi-mcp
     #   flit-scm
     #   frozenlist
+    #   hatch-fancy-pypi-readme
     #   hatchling
     #   maturin
     #   meson-python
@@ -795,21 +970,21 @@ tomli==2.4.1 \
     #   vcs-versioning
     #   versioneer
     #   yarl
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via uv-dynamic-versioning
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.5.7.17 \
+    --hash=sha256:5ec0800de5e2ddbd7c663cb4c0c15328f132dc168813897c18866c5c7b93db33 \
+    --hash=sha256:a04a48f8f0a787cb996514d3969ac7608aa3c60cb15d073c1e02801e60533e80
     # via hatchling
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via mypy
-types-setuptools==82.0.0.20260402 \
-    --hash=sha256:4b9a9f6c3c4c65107a3956ad6a6acbccec38e398ff6d5f78d5df7f103dadb8d6 \
-    --hash=sha256:63d2b10ba7958396ad79bbc24d2f6311484e452daad4637ffd40407983a27069
+types-setuptools==82.0.0.20260518 \
+    --hash=sha256:31c04a62b57a653a5021caf191be0f10f70df890f813b51f02bab3969d300f20 \
+    --hash=sha256:3b743cfe63d0981ea4c15b90710fc1ed41e3464a537d51e705be514e891c1d07
     # via mypy
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -833,13 +1008,14 @@ versioneer==0.29 \
     # via
     #   pandas
     #   partd
-wheel==0.46.3 \
-    --hash=sha256:4b399d56c9d9338230118d705d9737a2a468ccca63d5e813e2a4fc7815d8bc4d \
-    --hash=sha256:e3e79874b07d776c40bd6033f8ddf76a7dad46a7b8aa1b2787a83083519a1803
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
+    --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
     # via
     #   async-timeout
     #   google-crc32c
     #   httpx-sse
+    #   libcst
     #   meson
     #   mmh3
     #   pandas
@@ -883,6 +1059,7 @@ setuptools==80.10.2 \
     #   gunicorn
     #   httpx-sse
     #   importlib-metadata
+    #   libcst
     #   librt
     #   markupsafe
     #   maturin
@@ -895,13 +1072,11 @@ setuptools==80.10.2 \
     #   pathspec
     #   pluggy
     #   prometheus-client
-    #   propcache
     #   proto-plus
     #   psutil
     #   psycopg
     #   psycopg-c
     #   psycopg-pool
-    #   pyarrow
     #   pyasn1
     #   pyasn1-modules
     #   pycparser
@@ -925,7 +1100,6 @@ setuptools==80.10.2 \
     #   tqdm
     #   trove-classifiers
     #   typeguard
-    #   types-pymysql
     #   tzdata
     #   ujson
     #   uvloop
@@ -943,5 +1117,7 @@ setuptools==82.0.1 \
     --hash=sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9 \
     --hash=sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb
     # via
+    #   propcache
     #   python-dateutil
+    #   types-pymysql
     #   types-setuptools
diff --git a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
index 8b25c5722d1..ac0e59b5df0 100644
--- a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
@@ -165,6 +165,41 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 async-timeout==5.0.1 \
     --hash=sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c \
     --hash=sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3
@@ -186,9 +221,9 @@ babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
     # via sphinx
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
 boto3==1.38.27 \
     --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
@@ -208,9 +243,9 @@ calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via feast (pyproject.toml)
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via
     #   httpcore
     #   httpx
@@ -438,9 +473,9 @@ charset-normalizer==3.4.7 \
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -454,56 +489,56 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==48.0.0 \
+    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
+    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
+    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
+    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
+    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
+    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
+    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
+    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
+    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
+    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
+    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
+    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
+    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
+    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
+    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
+    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
+    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
+    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
+    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
+    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
+    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
+    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
+    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
+    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
+    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
+    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
+    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
+    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
+    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
+    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
+    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
+    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
+    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
+    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
+    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
+    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
+    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
+    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
+    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
+    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
+    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
+    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
+    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
+    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
+    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
+    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
+    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
+    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
+    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
     # via
     #   google-auth
     #   pyjwt
@@ -579,9 +614,9 @@ dask[dataframe]==2026.3.0 \
     --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
     --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.6.0 \
+    --hash=sha256:03f0ff5798fa5e407f07e84de2d619cbc363b8dcc40104825a85519793ffee8d \
+    --hash=sha256:4ba87b15cc972a7cc0aed2b7483e0823c7765eca88128453f52c88c5e0f4ae46
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -593,42 +628,42 @@ docutils==0.21.2 \
     --hash=sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f \
     --hash=sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2
     # via sphinx
-duckdb==1.5.1 \
-    --hash=sha256:054ad424b051b334052afac58cb216f3b1ebb8579fc8c641e60f0182e8725ea9 \
-    --hash=sha256:05fc91767d0cfc4cf2fa68966ab5b479ac07561752e42dd0ae30327bd160f64a \
-    --hash=sha256:0a6acc2040bec1f05de62a2f3f68f4c12f3ec7d6012b4317d0ab1a195af26225 \
-    --hash=sha256:26e56b5f0c96189e3288d83cf7b476e23615987902f801e5788dee15ee9f24a9 \
-    --hash=sha256:36e8e32621a9e2a9abe75dc15a4b54a3997f2d8b1e53ad754bae48a083c91130 \
-    --hash=sha256:40c5220ec93790b18ec6278da9c6ac2608d997ee6d6f7cd44c5c3992764e8e71 \
-    --hash=sha256:446d500a2977c6ae2077f340c510a25956da5c77597175c316edfa87248ceda3 \
-    --hash=sha256:46f92ada9023e59f27edc048167b31ac9a03911978b1296c845a34462a27f096 \
-    --hash=sha256:482f8a13f2600f527e427f73c42b5aa75536f9892868068f0aaf573055a0135f \
-    --hash=sha256:553c273a6a8f140adaa6da6a6135c7f95bdc8c2e5f95252fcdf9832d758e2141 \
-    --hash=sha256:5ae7c0d744d64e2753149634787cc4ab60f05ef1e542b060eeab719f3cdb7723 \
-    --hash=sha256:5d4147422d91ccdc2d2abf6ed24196025e020259d1d267970ae20c13c2ce84b1 \
-    --hash=sha256:6af347debc8b721aa72e48671166282da979d5e5ae52dbc660ab417282b48e23 \
-    --hash=sha256:6ba302115f63f6482c000ccfd62efdb6c41d9d182a5bcd4a90e7ab8cd13856eb \
-    --hash=sha256:6f7361d66cc801d9eb4df734b139cd7b0e3c257a16f3573ebd550ddb255549e6 \
-    --hash=sha256:715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7 \
-    --hash=sha256:71dddcebbc5a70e946a06c30b59b5dd7999c9833d307168f90fb4e4b672ab63e \
-    --hash=sha256:8150c569b2aa4573b51ba8475e814aa41fd53a3d510c1ffb96f1139f46faf611 \
-    --hash=sha256:8843bd9594e1387f1e601439e19ad73abdf57356104fd1e53a708255bb95a13d \
-    --hash=sha256:8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea \
-    --hash=sha256:972d0dbf283508f9bc446ee09c3838cb7c7f114b5bdceee41753288c97fe2f7c \
-    --hash=sha256:a28531cee2a5a42d89f9ba4da53bfeb15681f12acc0263476c8705380dadce07 \
-    --hash=sha256:a3be2072315982e232bfe49c9d3db0a59ba67b2240a537ef42656cc772a887c7 \
-    --hash=sha256:ac2804043bd1bc10b5da18f8f4c706877197263a510c41be9b4c0062f5783dcc \
-    --hash=sha256:afab8b4b1f4469c3879bb049dd039f8fce402712050324e9524a43d7324c5e87 \
-    --hash=sha256:b370d1620a34a4538ef66524fcee9de8171fa263c701036a92bc0b4c1f2f9c6d \
-    --hash=sha256:b8b0808dba0c63b7633bdaefb34e08fe0612622224f9feb0e7518904b1615101 \
-    --hash=sha256:bc7ca6a1a40e7e4c933017e6c09ef18032add793df4e42624c6c0c87e0bebdad \
-    --hash=sha256:caa65e1f5bf007430bf657c37cab7ab81a4ddf8d337e3062bcc5085d17ef038b \
-    --hash=sha256:d68c5a01a283cb13b79eafe016fe5869aa11bff8c46e7141c70aa0aac808010f \
-    --hash=sha256:da137802688190835b4c863cafa77fd7e29dff662ee6d905a9ffc14f00299c91 \
-    --hash=sha256:e56a20ab6cdb90a95b0c99652e28de3504ce77129087319c03c9098266183ae5 \
-    --hash=sha256:e878ccb7d20872065e1597935fdb5e65efa43220c8edd0d9c4a1a7ff1f3eb277 \
-    --hash=sha256:eba81e0b3011c1f23df7ea47ef4ffaa8239817959ae291515b6efd068bde2161 \
-    --hash=sha256:ed6d23a3f806898e69c77430ebd8da0c79c219f97b9acbc9a29a653e09740c59
+duckdb==1.5.2 \
+    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
+    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
+    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
+    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
+    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
+    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
+    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
+    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
+    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
+    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
+    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
+    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
+    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
+    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
+    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
+    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
+    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
+    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
+    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
+    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
+    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
+    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
+    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
+    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
+    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
+    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
+    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
+    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
+    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
+    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
+    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
+    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
+    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
+    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
+    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -640,9 +675,9 @@ exceptiongroup==1.3.1 \
     # via
     #   anyio
     #   scikit-build-core
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -650,9 +685,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.25.2 \
-    --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
-    --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
+filelock==3.29.0 \
+    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
+    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
     # via snowflake-connector-python
 flit-core==3.12.0 \
     --hash=sha256:18f63100d6f94385c6ed57a72073443e1a71a4acb4339491615d0f16d6ff01b2 \
@@ -798,9 +833,9 @@ fsspec==2024.9.0 \
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.2 \
-    --hash=sha256:9a8113e1a88bdc09a7ff629707f2214d98d61c7f6ceb0ea38c42a095d02dc0f9 \
-    --hash=sha256:a4c226766d6af2580577db1f1a51bf53cd262f722b49731ce7414c43068a9594
+google-api-core[grpc]==2.30.3 \
+    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
+    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -810,9 +845,9 @@ google-api-core[grpc]==2.30.2 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+google-auth==2.53.0 \
+    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
+    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -824,9 +859,9 @@ google-auth==2.49.1 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
@@ -836,17 +871,17 @@ google-cloud-bigquery[pandas]==3.41.0 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.38.0 \
+    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
+    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.38.0 \
+    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
+    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
@@ -898,74 +933,80 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.9.0 \
+    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
+    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.3.2 \
-    --hash=sha256:02b0a8682aecd4d3c6c18edf52bc8e51eacdd75c8eac52a790a210b06aa295fd \
-    --hash=sha256:18cb1b7337bca281915b3c5d5ae19f4e76d35e1df80f4ad3c1a7be91fadf1082 \
-    --hash=sha256:1a9172f5bf6bd88e6ba5a84e0a68afeac9dc7b6b412b245dd64f52d83c81e55b \
-    --hash=sha256:1e692b2dae4cc7077cbb11b47d258533b48c8fde69a33d0d8a82e2fe8d8531d5 \
-    --hash=sha256:1ebd458fa8285960f382841da585e02201b53a5ec2bac6b156fc623b5ce4499f \
-    --hash=sha256:1fb39a11ee2e4d94be9a76671482be9398560955c9e568550de0224e41104727 \
-    --hash=sha256:20154044d9085151bc309e7689d6f7ba10027f8f5a8c0676ad398b951913d89e \
-    --hash=sha256:2eaf067fc6d886931c7962e8c6bede15d2f01965560f3359b27c80bde2d151f2 \
-    --hash=sha256:34308836d8370bddadb41f5a7ce96879b72e2fdfb4e87729330c6ab52376409f \
-    --hash=sha256:394ead29063ee3515b4e775216cb756b2e3b4a7e55ae8fd884f17fa579e6b327 \
-    --hash=sha256:3ceec72030dae6ac0c8ed7591b96b70410a8be370b6a477b1dbc072856ad02bd \
-    --hash=sha256:4375a58e49522698d3e70cc0b801c19433021b5c37686f7ce9c65b0d5c8677d2 \
-    --hash=sha256:43e99d1749147ac21dde49b99c9abffcbc1e2d55c67501465ef0930d6e78e070 \
-    --hash=sha256:442b6057453c8cb29b4fb36a2ac689382fc71112273726e2423f7f17dc73bf99 \
-    --hash=sha256:45abe8eb6339518180d5a7fa47fa01945414d7cca5ecb745346fc6a87d2750be \
-    --hash=sha256:4c956a19350e2c37f2c48b336a3afb4bff120b36076d9d7fb68cb44e05d95b79 \
-    --hash=sha256:508c7f01f1791fbc8e011bd508f6794cb95397fdb198a46cb6635eb5b78d85a7 \
-    --hash=sha256:527fec58dc9f90efd594b9b700662ed3fb2493c2122067ac9c740d98080a620e \
-    --hash=sha256:59b3e2c40f6706b05a9cd299c836c6aa2378cabe25d021acd80f13abf81181cf \
-    --hash=sha256:5d0e35379f93a6d0222de929a25ab47b5eb35b5ef4721c2b9cbcc4036129ff1f \
-    --hash=sha256:63d10328839d1973e5ba35e98cccbca71b232b14051fd957b6f8b6e8e80d0506 \
-    --hash=sha256:64970c33a50551c7c50491671265d8954046cb6e8e2999aacdd60e439b70418a \
-    --hash=sha256:6c6f8ba97d17a1e7d664151284cb3315fc5f8353e75221ed4324f84eb162b395 \
-    --hash=sha256:8b466dff7a4ffda6ca975979bab80bdadde979e29fc947ac3be4451428d8b0e4 \
-    --hash=sha256:8c1fdd7d1b309ff0da81d60a9688a8bd044ac4e18b250320a96fc68d31c209ca \
-    --hash=sha256:8c4dd0f3997cf2512f7601563cc90dfb8957c0cff1e3a1b23991d4ea1776c492 \
-    --hash=sha256:8d1658d7291f9859beed69a776c10822a0a799bc4bfe1bd4272bb60e62507dab \
-    --hash=sha256:8e2cd90d413acbf5e77ae41e5d3c9b3ac1d011a756d7284d7f3f2b806bbd6358 \
-    --hash=sha256:8e4ab3cfb02993c8cc248ea73d7dae6cec0253e9afa311c9b37e603ca9fad2ce \
-    --hash=sha256:94ad81f0fd3c0c0681a018a976e5c2bd2ca2d9d94895f23e7bb1af4e8af4e2d5 \
-    --hash=sha256:97245cc10e5515dbc8c3104b2928f7f02b6813002770cfaffaf9a6e0fc2b94ef \
-    --hash=sha256:9bc885b89709d901859cf95179ec9f6bb67a3d2bb1f0e88456461bd4b7f8fd0d \
-    --hash=sha256:a2a5be83a45ce6188c045bcc44b0ee037d6a518978de9a5d97438548b953a1ac \
-    --hash=sha256:a443358b33c4ec7b05b79a7c8b466f5d275025e750298be7340f8fc63dff2a55 \
-    --hash=sha256:a7945dd0eab63ded0a48e4dcade82939783c172290a7903ebde9e184333ca124 \
-    --hash=sha256:aa6ac98bdfd716a749b84d4034486863fd81c3abde9aa3cf8eff9127981a4ae4 \
-    --hash=sha256:ab0c7e7901a00bc0a7284907273dc165b32e0d109a6713babd04471327ff7986 \
-    --hash=sha256:ac8d61d4343b799d1e526db579833d72f23759c71e07181c2d2944e429eb09cd \
-    --hash=sha256:ad0c8917dd42a819fe77e6bdfcb84e3379c0de956469301d9fd36427a1ca501f \
-    --hash=sha256:ae9e21c84035c490506c17002f5c8ab25f980205c3e61ddb3a2a2a2e6c411fcb \
-    --hash=sha256:b26b0f4428b871a751968285a1ac9648944cea09807177ac639b030bddebcea4 \
-    --hash=sha256:b568183cf65b94919be4438dc28416b234b678c608cafac8874dfeeb2a9bbe13 \
-    --hash=sha256:b6997d360a4e6a4e936c0f9625b1c20416b8a0ea18a8e19cabbefc712e7397ab \
-    --hash=sha256:b8bddc5b73c9720bea487b3bffdb1840fe4e3656fba3bd40aa1489e9f37877ff \
-    --hash=sha256:c04c5e06ec3e022cbfe2cd4a846e1d4e50087444f875ff6d2c2ad8445495cf1a \
-    --hash=sha256:c2e47408e8ce1c6f1ceea0dffcdf6ebb85cc09e55c7af407c99f1112016e45e9 \
-    --hash=sha256:c56692189a7d1c7606cb794be0a8381470d95c57ce5be03fb3d0ef57c7853b86 \
-    --hash=sha256:ccd21bb86944ca9be6d967cf7691e658e43417782bce90b5d2faeda0ff78a7dd \
-    --hash=sha256:cd6f9e2bbd46321ba3bbb4c8a15794d32960e3b0ae2cc4d49a1a53d314805d71 \
-    --hash=sha256:d248d8c23c67d2291ffd47af766e2a3aa9fa1c6703155c099feb11f526c63a92 \
-    --hash=sha256:d3a62fa76a32b462a97198e4c9e99afb9ab375115e74e9a83ce180e7a496f643 \
-    --hash=sha256:e26e72bec7ab387ac80caa7496e0f908ff954f31065b0ffc1f8ecb1338b11b54 \
-    --hash=sha256:e3cb43ce200f59483eb82949bf1835a99cf43d7571e900d7c8d5c62cdf25d2f9
+greenlet==3.5.0 \
+    --hash=sha256:0ecec963079cd58cbd14723582384f11f166fd58883c15dcbfb342e0bc9b5846 \
+    --hash=sha256:0ed006e4b86c59de7467eb2601cd1b77b5a7d657d1ee55e30fe30d76451edba4 \
+    --hash=sha256:0ff251e9a0279522e62f6176412869395a64ddf2b5c5f782ff609a8216a4e662 \
+    --hash=sha256:1aa4ce8debcd4ea7fb2e150f3036588c41493d1d52c43538924ae1819003f4ce \
+    --hash=sha256:1bae92a1dd94c5f9d9493c3a212dd874c202442047cf96446412c862feca83a2 \
+    --hash=sha256:1eb67d5adefb5bd2e182d42678a328979a209e4e82eb93575708185d31d1f588 \
+    --hash=sha256:2094acd54b272cb6eae8c03dd87b3fa1820a4cef18d6889c378d503500a1dc13 \
+    --hash=sha256:2628d6c86f6cb0cb45e0c3c54058bbec559f57eaae699447748cb3928150577e \
+    --hash=sha256:29ea813b2e1f45fa9649a17853b2b5465c4072fbcb072e5af6cd3a288216574a \
+    --hash=sha256:362624e6a8e5bca3b8233e45eef33903a100e9539a2b995c364d595dbc4018b3 \
+    --hash=sha256:3a717fbc46d8a354fa675f7c1e813485b6ba3885f9bef0cd56e5ba27d758ff5b \
+    --hash=sha256:3bc59be3945ae9750b9e7d45067d01ae3fe90ea5f9ade99239dabdd6e28a5033 \
+    --hash=sha256:3ec9ea74e7268ace7f9aab1b1a4e730193fc661b39a993cd91c606c32d4a3628 \
+    --hash=sha256:41353ec2ecedf7aa8f682753a41919f8718031a6edac46b8d3dc7ed9e1ceb136 \
+    --hash=sha256:47422135b1d308c14b2c6e758beedb1acd33bb91679f5670edf77bf46244722b \
+    --hash=sha256:4964101b8585c144cbda5532b1aa644255126c08a265dae90c16e7a0e63aaa9d \
+    --hash=sha256:4a448128607be0de65342dc9b31be7f948ef4cc0bc8832069350abefd310a8f2 \
+    --hash=sha256:4b28037cb07768933c54d81bfe47a85f9f402f57d7d69743b991a713b63954eb \
+    --hash=sha256:4d0eadc7e4d9ffb2af4247b606cae307be8e448911e5a0d0b16d72fc3d224cfd \
+    --hash=sha256:54d243512da35485fc7a6bf3c178fdda6327a9d6506fcdd62b1abd1e41b2927b \
+    --hash=sha256:55fa7ea52771be44af0de27d8b80c02cd18c2c3cddde6c847ecebdf72418b6a1 \
+    --hash=sha256:57a43c6079a89713522bc4bcb9f75070ecf5d3dbad7792bfe42239362cbf2a16 \
+    --hash=sha256:58c1c374fe2b3d852f9b6b11a7dff4c85404e51b9a596fd9e89cf904eb09866d \
+    --hash=sha256:5a5ed18de6a0f6cc7087f1563f6bd93fc7df1c19165ca01e9bde5a5dc281d106 \
+    --hash=sha256:5e05ba267789ea87b5a155cf0e810b1ab88bf18e9e8740813945ceb8ee4350ba \
+    --hash=sha256:5ecd83806b0f4c2f53b1018e0005cd82269ea01d42befc0368730028d850ed1c \
+    --hash=sha256:64d6ac45f7271f48e45f67c95b54ef73534c52ec041fcda8edf520c6d811f4bc \
+    --hash=sha256:680bd0e7ad5e8daa8a4aa89f68fd6adc834b8a8036dc256533f7e08f4a4b01f7 \
+    --hash=sha256:6c18dfb59c70f5a94acd271c72e90128c3c776e41e5f07767908c8c1b74ad339 \
+    --hash=sha256:6d874e79afd41a96e11ff4c5d0bc90a80973e476fda1c2c64985667397df432b \
+    --hash=sha256:7022615368890680e67b9965d33f5773aade330d5343bbe25560135aaa849eae \
+    --hash=sha256:703cb211b820dbffbbc55a16bfc6e4583a6e6e990f33a119d2cc8b83211119c8 \
+    --hash=sha256:728a73687e39ae9ca34e4694cbf2f049d3fbc7174639468d0f67200a97d8f9e2 \
+    --hash=sha256:728d9667d8f2f586644b748dbd9bb67e50d6a9381767d1357714ea6825bb3bf5 \
+    --hash=sha256:762612baf1161ccb8437c0161c668a688223cba28e1bf038f4eb47b13e39ccdf \
+    --hash=sha256:7fc391b1566f2907d17aaebe78f8855dc45675159a775fcf9e61f8ee0078e87f \
+    --hash=sha256:804a70b328e706b785c6ef16187051c394a63dd1a906d89be24b6ad77759f13f \
+    --hash=sha256:83ed9f27f1680b50e89f40f6df348a290ea234b249a4003d366663a12eab94f2 \
+    --hash=sha256:884f649de075b84739713d41dd4dfd41e2b910bfb769c4a3ea02ec1da52cd9bb \
+    --hash=sha256:8f1cc966c126639cd152fdaa52624d2655f492faa79e013fea161de3e6dda082 \
+    --hash=sha256:8f52a464e4ed91780bdfbbdd2b97197f3accaa629b98c200f4dffada759f3ae7 \
+    --hash=sha256:9c615f869163e14bb1ced20322d8038fb680b08236521ac3f30cd4c1288785a0 \
+    --hash=sha256:9d280a7f5c331622c69f97eb167f33577ff2d1df282c41cd15907fc0a3ca198c \
+    --hash=sha256:a10a732421ab4fec934783ce3e54763470d0181db6e3468f9103a275c3ed1853 \
+    --hash=sha256:a96fcee45e03fe30a62669fd16ab5c9d3c172660d3085605cb1e2d1280d3c988 \
+    --hash=sha256:a97e4821aa710603f94de0da25f25096454d78ffdace5dc77f3a006bc01abba3 \
+    --hash=sha256:ba8f0bdc2fae6ce915dfd0c16d2d00bca7e4247c1eae4416e06430e522137858 \
+    --hash=sha256:bf2d8a80bec89ab46221ae45c5373d5ba0bd36c19aa8508e85c6cd7e5106cd37 \
+    --hash=sha256:cda05425526240807408156b6960a17a79a0c760b813573b67027823be760977 \
+    --hash=sha256:d419647372241bc68e957bf38d5c1f98852155e4146bd1e4121adea81f4f01e4 \
+    --hash=sha256:d4d9f0624c775f2dfc56ba54d515a8c771044346852a918b405914f6b19d7fd8 \
+    --hash=sha256:d60097128cb0a1cab9ea541186ea13cd7b847b8449a7787c2e2350da0cb82d86 \
+    --hash=sha256:db2910d3c809444e0a20147361f343fe2798e106af8d9d8506f5305302655a9f \
+    --hash=sha256:ddb36c7d6c9c0a65f18c7258634e0c416c6ab59caac8c987b96f80c2ebda0112 \
+    --hash=sha256:ddc090c5c1792b10246a78e8c2163ebbe04cf877f9d785c230a7b27b39ad038e \
+    --hash=sha256:e5ddf316ced87539144621453c3aef229575825fe60c604e62bedc4003f372b2 \
+    --hash=sha256:f35807464c4c58c55f0d31dfa83c541a5615d825c2fe3d2b95360cf7c4e3c0a8 \
+    --hash=sha256:f8c30c2225f40dd76c50790f0eb3b5c7c18431efb299e2782083e1981feed243 \
+    --hash=sha256:fa94cb2288681e3a11645958f1871d48ee9211bd2f66628fdace505927d6e564
     # via feast (pyproject.toml)
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
@@ -1031,6 +1072,7 @@ grpcio==1.62.3 \
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -1050,9 +1092,9 @@ grpcio-status==1.62.3 \
     --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
     --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -1077,101 +1119,112 @@ hatchling==1.29.0 \
     #   feast (pyproject.toml)
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
-hiredis==2.4.0 \
-    --hash=sha256:06815c3b9bf7225c4dcc9dd9dfb5a9fa91b4f680104443ef3fcd78410d7eb027 \
-    --hash=sha256:070a0198401bc567709b9edff7f01e94c136dcca69d0ded4747b116bb0b8b577 \
-    --hash=sha256:082ba6a3189d59f44bf75ca2c0467cdbc67c860eacd4bf564b9a927471888603 \
-    --hash=sha256:0a87a249124666db2b795a0eb77cea5b8af8b148566616a681304826b4405869 \
-    --hash=sha256:1537d13eefe4f48cb979362264851ee90d2bb7a221c8c350e9ceeda9f0392228 \
-    --hash=sha256:168de1672bd73f7f3cdf0097084b4a71651ac35f7d99d0229ea8f223358d3a79 \
-    --hash=sha256:1bfa50491d3222e3c2297b52c14e835ac52702ac8a91ec3fc1ff5201912623bb \
-    --hash=sha256:1c0e706e0c3d1ec54d8243410e0fd5974b1c7b69db5c54cd9ae6a3a4b64fae33 \
-    --hash=sha256:1d16f5023c1d9971f284231eb7036a25d4d123138a5adc4512c92a73d83b9a77 \
-    --hash=sha256:2a21e2740c33347740dceb106b64b8a384e91da49aac7e8b3f2a25a9b33714b9 \
-    --hash=sha256:2b76a5600047387c73c1b3d950e4ae3feffaefd442b20ba2f5fea773881d9bcd \
-    --hash=sha256:2b90d9861673b0ba04651ade62e0fe568df71bbff8468657406848e9abf3650a \
-    --hash=sha256:2d7715598c9034369cf739475ccc2db53a8ca895ff398fef6b9c597c30960ea8 \
-    --hash=sha256:339f29542be968153afd6c6495c1222681c4b66b9a5a5573c11512378b7167c9 \
-    --hash=sha256:38dd931f1124bd9781d3027a0cd6fb6f5a75b5c4ba4fe5540584105239b1f901 \
-    --hash=sha256:39e1c7212dea1bbed0b075574808bc7c3192b324f54ea5d9ee522f6c35014ce7 \
-    --hash=sha256:3abc0936c1efc59b510c7eab3799119a6ce8da94cea1f891854a6c3678d711f0 \
-    --hash=sha256:3ced14fbec28fbabda7cb9f9094f2578c154c14f1a820a91c30fc8ee0bea1a0d \
-    --hash=sha256:400a42b8d16206e45c8223cdaf5acc35839e10c35383b3fba3f43e7eb315c213 \
-    --hash=sha256:468efdcbad7349a44aace693aed8324a01de180fcd4ef5513199eedb9b4341c8 \
-    --hash=sha256:469c1a85017abf11d854fb16eca9a4093ebe1f2dacf777fed869d726f02b1389 \
-    --hash=sha256:48baae8fbebf3b11660db6e51a55ff51516ed32edcd44a57f51ea9b373aca330 \
-    --hash=sha256:4bf4b8513cea6e04ddee1b578ab306fb8bfa84b2f7e92ee3dbaf65652abb07d1 \
-    --hash=sha256:4da6d881033a1bcb31bba152ea0925344127f0a98f86a6cf2ceb01cf6ecd29e2 \
-    --hash=sha256:52d92df0eb5bba7f31f302a08174d628956d7216453da9d96498da9341179288 \
-    --hash=sha256:54409fbefebe26274170c1c54e1852d310d84b85e405258aea6a78bec03b3eba \
-    --hash=sha256:5598afad9e2f8e4fc9a456d281a9cc80315b0e18f5064437223dbfe67f49bded \
-    --hash=sha256:5b0b2463906cc4119187dfaad493c48a7b2e17120946feb3eb7c2328c8cb4bca \
-    --hash=sha256:5bdb223e7c3b9470f126bb77879ee2593fd79b28e1e8b11ad9edd3f866556109 \
-    --hash=sha256:5cc3c59dd0cd67d0aa0481a43392848a60f1a81d12b38ce8d56d6a5d6c190de8 \
-    --hash=sha256:5e45171fd046bbed2ce6ac485071cd0575d18ae98b5bbcf6533356e443ec47ea \
-    --hash=sha256:6033cc6caaf056969af9ce372282a6ef2838559f2eadffe7ddb73bf65dcb27d6 \
-    --hash=sha256:605fe35ebb482b7c8d5daadcf3d264dc5edd205a352d89ee3a983861ef73cda8 \
-    --hash=sha256:6494120d0a0f46a1d7dfc7def55782782856bdd5acb2f6039fb1eafecea2c2c0 \
-    --hash=sha256:668b02556d12046e7ce94ded5bfe0ad9989d26e6977ecc55941b9a1a4a49d7d5 \
-    --hash=sha256:68e39d2c0beed53e5361caacd0de98f864b3532344edb79e27e62efba2262de5 \
-    --hash=sha256:6c3f8e0c3a0744d843e3044ea76db8aa996a6cc7541693111acc2c9c30a05182 \
-    --hash=sha256:6ceaf7c6b593bf62e0567fd16547727f502ed704352392708a57c65bfd2feb73 \
-    --hash=sha256:6dac8a5be01d92707409feec61b98721b7b5c3e77fe7e9e5c7cfb9fdd28385af \
-    --hash=sha256:6e38f66dd7fd07a9306ed37d6d02bc584b67e5945f2ddc98e5c78420cc66dbac \
-    --hash=sha256:7236b26828e005435fb3013894eed6a40c6f9b1b11a48391a904eee693ded204 \
-    --hash=sha256:737585b122fca03273bbf1f4e98909254dba6f8cd85f1cb566d6c890d0389277 \
-    --hash=sha256:764032f2222d70a130445fd332cf45d46d8226f4b3a7bf8abc314aa93d5a8212 \
-    --hash=sha256:76503a0edaf3d1557518127511e69e5d9fa37b6ff15598b0d9d9c2db18b08a41 \
-    --hash=sha256:83538638a788b7b4a0b02de0eedcf0e71ae27474b031276e4c8ca88285281a2e \
-    --hash=sha256:8767cae1474f8102ec3d362976f80c8dd4eafd4109c6072adee0a15e37ba919c \
-    --hash=sha256:87a8ece3e893f45354395c6b9dc0479744c1c8c6ee4471b60945d96c9b5ce6c2 \
-    --hash=sha256:8b88390a5e31572e05e8eab476ed3176cc3d2f9622ccc059398ffdb02aaefec4 \
-    --hash=sha256:90d7af678056c7889d86821344d79fec3932a6a1480ebba3d644cb29a3135348 \
-    --hash=sha256:98148ecaa7836f76ed33429e84a23253ac00acbad90c62b8b4ad0f61de31da2b \
-    --hash=sha256:9aabc6098ef00e158598489db5a8b9e12d57a55ea5a4ec35ba3b527dfb88d16e \
-    --hash=sha256:9ae4b19cab270fae77d7f944d56bbb308c9886d9577891b347a8deea75563995 \
-    --hash=sha256:9b4039cd40335f66e55a8bee314b6a795f169fb02d70215d482023ec74613371 \
-    --hash=sha256:9fc1a6c78197eff8b4d125bb98410b661e732f3ec563c03264d2d7378cf9e613 \
-    --hash=sha256:a40f1d985047fe4654a1afb4702cbe0daeacde3868d52be9e4652615d387e05b \
-    --hash=sha256:a459b7ff3d802792254d6fc6a622e53ca9cf9f002ed79db7e4dee536b2e20e5d \
-    --hash=sha256:a4f733882b67407d4b667eafd61fce86e8e204b158258cc1d0cb0843f6bb4708 \
-    --hash=sha256:a56a35e2e0b7eda39957ccd33059b79bb2fc57f54c501a917d1092c895f56d08 \
-    --hash=sha256:a5c3a32af789b0ec413a606c99b55579abbcb6c86220610a5c5041da8688e7ca \
-    --hash=sha256:a5d2776c7cd6a338cd9338fb50f2a38a7ca3e16250b40ab2d0c41eb1697ebc12 \
-    --hash=sha256:a816f732f695261798a8a0fc1e0232a3638933b8ddfc574c00f9ef70d9f34cb8 \
-    --hash=sha256:a9d559775a95aee0ff06c0aaac638691619d6342b7cde85c62ad228804f82829 \
-    --hash=sha256:ac9d91b4d9c306e66a1abd224524fada07684a57f7da72a675e4b8bee9302b38 \
-    --hash=sha256:ae340c41024b9be566f600f364c8d286217f2975fd765fb3fb4dd6dfbdbec825 \
-    --hash=sha256:aeb60452d5b6150075974bc36e1cc74a46bd4b125cd5e72a86a04f4d6abf4e67 \
-    --hash=sha256:aee6c4e8f670ea685345ce4ca01c574a52e0a4318af2b8cdd563de9567731056 \
-    --hash=sha256:b027b53adb1df11923753d85587e3ab611fe70bc69596e9eb3269acab809c376 \
-    --hash=sha256:b0adbe8f33f57f2b6bfa8a2ea18f3e4ed91676503673f70f796bfbd06a1a2214 \
-    --hash=sha256:b30dcfbc5ab2fc932a723a39c2cb52d4f5c8b1705aa05a0bae23f28f70e06982 \
-    --hash=sha256:b385fc7fc7b0811c3fcac4b0a35e5606eca693efba0d1446623ef0158a078034 \
-    --hash=sha256:b4e5e9d1f84bbc01bf6a32a4704920c72e37d9090b3e0e29bd1574d06b3249f1 \
-    --hash=sha256:b50ad622d8a71c8b72582dc84a990f3f079775edc1bcf0f43ed59bb2277fca2f \
-    --hash=sha256:b544a1a78e0812134572cc13f5ee330bfb6bfe6dda58d2e26c20557bb0e0cec9 \
-    --hash=sha256:b8472151e6f7ae90d7fd231a1ac16d2e628b93ce20d0f8063da25bd8bfdeb9e5 \
-    --hash=sha256:b868b7fc24dd8ab4762b59a533bdbd096ebba7eabc853c7f78af8edce46d1390 \
-    --hash=sha256:b8eee5d25efee64e172ed0d60ebcf6bca92b0b26a7fd048bb946b32fb90dbdc0 \
-    --hash=sha256:bae7f07731c6c285b87111c7d5c5efa65f8b48016a98bcc57eebc24a3c7d854d \
-    --hash=sha256:beb0f7f8371d933072e9bdc00c6df7eb5fdf76b93f08bfe73094f60c3f011f57 \
-    --hash=sha256:c2676e2a934e046200faf0dc26ffa48c4989c3561c9bb97832e79969a41b2afe \
-    --hash=sha256:c77113fbdbd7ca5de72dd3b7d113856609a1b878f6164de09dd95d12e6a51de2 \
-    --hash=sha256:c85110f536e59fe19ea4b002d04228f57f55462add1630a0785cd6ec62e70415 \
-    --hash=sha256:c9f8827cd7a84f5344779754ebb633bca71c470e028f92ecc959e666ef5c5e3c \
-    --hash=sha256:cb62c82a2518b8446be1cc5eb4319e282776bf96fdb2964e81ff2c15d632248b \
-    --hash=sha256:d5c711c8ca8d5767ed8ecd5fb5602c12eaf8fb256a5f4308ae36f2dc79e6f853 \
-    --hash=sha256:d851b7ff732ebc9d823de3c7cc95a5ed4261a0226acd46861a18369ac9568f36 \
-    --hash=sha256:e2a917ab420cd88b040ec85b5abc1244ab82b34d56461e2ffff58e0c7d018bae \
-    --hash=sha256:e3215b43632a23b5b99165097949ce51dd093ab33d410bcf8aa901cdbc64d9cd \
-    --hash=sha256:e71386f89dc2db805b4c9518dee6d81abddb8e79e4d9313cecdb702c924b8187 \
-    --hash=sha256:f34b39057956305935c71f51a0860709b6124c92281dc03841587dd45a86322c \
-    --hash=sha256:f44715d6a3313d614ff7550e52ecff67a283776909d960f338701b57e6013542 \
-    --hash=sha256:f74bfa9f1b91718d6664d4708d092f7d44e2f0f825a5fab82819d43d41e0302d \
-    --hash=sha256:f76fcf2867d19259b53680c08314435b46f632d20a4d7b9f0ccbb5dd3e925e79 \
-    --hash=sha256:fa4842977924209ae653e856238a30b1c68e579ecde5cf1c16c4de471b35cec7 \
-    --hash=sha256:fc8d3edbc9f32da930da6ea33d43ce0c3239e6b2018a77907fbf4e9836bd6def
+hiredis==3.3.1 \
+    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
+    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
+    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
+    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
+    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
+    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
+    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
+    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
+    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
+    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
+    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
+    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
+    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
+    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
+    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
+    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
+    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
+    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
+    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
+    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
+    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
+    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
+    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
+    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
+    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
+    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
+    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
+    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
+    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
+    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
+    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
+    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
+    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
+    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
+    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
+    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
+    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
+    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
+    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
+    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
+    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
+    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
+    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
+    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
+    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
+    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
+    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
+    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
+    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
+    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
+    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
+    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
+    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
+    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
+    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
+    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
+    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
+    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
+    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
+    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
+    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
+    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
+    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
+    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
+    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
+    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
+    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
+    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
+    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
+    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
+    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
+    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
+    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
+    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
+    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
+    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
+    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
+    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
+    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
+    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
+    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
+    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
+    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
+    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
+    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
+    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
+    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
+    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
+    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
+    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
+    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
+    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
+    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
+    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
+    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
+    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
+    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
+    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
+    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
+    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
+    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
+    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
+    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
+    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
+    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
@@ -1236,9 +1289,9 @@ ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   httpx
@@ -1280,105 +1333,105 @@ kubernetes==35.0.0 \
     --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
     --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
     # via feast (pyproject.toml)
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1471,9 +1524,9 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+mcp==1.27.1 \
+    --hash=sha256:0f47e1820f8f8f941466b39749eb1d1839a04caddca2bc60e9d46e8a99914924 \
+    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -1749,51 +1802,51 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.0 \
-    --hash=sha256:002b613ae19f4ac7d18b7e168ffe1cb9013b37c57f7411984abbd3b817b0a214 \
-    --hash=sha256:00e047c74d3ec6e71a2eb88e9ea551a2edb90c21f993aefa9e0d2a898e0bb732 \
-    --hash=sha256:02cca0761c75b42a20a2757ae58713276605eb29a08dd8a6e092aa347c4115ca \
-    --hash=sha256:0ecd63f75fdd30327e4ad8b5704bd6d91fc6c1b2e029f8ee14705e1207212489 \
-    --hash=sha256:0f42dfaab7ec1baff3b383ad7af562ab0de573c5f6edb44b2dab016082b89948 \
-    --hash=sha256:1973868d2adbb4584a3835780b27436f06d1dc606af5be09f187aaa25be1070f \
-    --hash=sha256:26c8b52627b6552f47ff11adb4e1509605f094e29815323e487fc0053ebe93d1 \
-    --hash=sha256:2721f0ce49cb74a38f00c50da67cb7d36317b5eda38877a49614dc018e91c787 \
-    --hash=sha256:2fcedb16d456106e545b2bfd7ef9d24e70b38ec252d2a629823a4d07ebcdb69e \
-    --hash=sha256:31b5dbb55293c1bd27c0fc813a0d2bb5ceef9d65ac5afa2e58f829dab7921fd5 \
-    --hash=sha256:34506397dbf40c15dc567635d18a21d33827e9ab29014fb83d292a8f4f8953b6 \
-    --hash=sha256:367e5c993ba34d5054d11937d0485ad6dfc60ba760fa326c01090fc256adf15c \
-    --hash=sha256:379edf079ce44ac8d2805bcf9b3dd7340d4f97aad3a5e0ebabbf9d125b84b442 \
-    --hash=sha256:39362cdb4ba5f916e7976fccecaab1ba3a83e35f60fa68b64e9a70e221bb2436 \
-    --hash=sha256:4525e7010b1b38334516181c5b81e16180b8e149e6684cee5a727c78186b4e3b \
-    --hash=sha256:47781555a7aa5fedcc2d16bcd72e0dc83eb272c10dd657f9fb3f9cc08e2e6abb \
-    --hash=sha256:49d11c6f573a5a08f77fad13faff2139f6d0730ebed2cfa9b3d2702671dd7188 \
-    --hash=sha256:555493c44a4f5a1b58d611a43333e71a9981c6dbe26270377b6f8174126a0526 \
-    --hash=sha256:555658c611099455b2da507582ea20d2043dfdfe7f5ad0add472b1c6238b433f \
-    --hash=sha256:697f102c5c1d526bdd761a69f17c6070f9892eebcb94b1a5963d679288c09e78 \
-    --hash=sha256:76a70bf840495729be47510856b978f1b0ec7d08f257ca38c9d932720bf6b43e \
-    --hash=sha256:7d3243c406773185144527f83be0e0aefc7bf4601b0b2b956665608bf7c98a83 \
-    --hash=sha256:931a7630bba591593dcf6e97224a21ff80fb357e7982628d25e3c618e7f598ef \
-    --hash=sha256:9804c3ad27f78e54e58b32e7cb532d128b43dbfb9f3f9f06262b821a0f6bd3f5 \
-    --hash=sha256:a17c5d0bdcca61ce24a35beb828a2d0d323d3fcf387d7512206888c900193367 \
-    --hash=sha256:a6e0641147cbfa7e4e94efdb95c2dab1aff8cfc159ded13e07f308ddccc8c48e \
-    --hash=sha256:a79c1eba7ac4209f2d850f0edd0a2f8bba88cbfdfefe6fb76a19e9d4fe5e71a2 \
-    --hash=sha256:a9336b5e6712f4adaf5afc3203a99a40b379049104349d747eb3e5a3aa23ac2e \
-    --hash=sha256:b20c8b0fd5877abdf402e79a3af987053de07e6fb208c18df6659f708b535134 \
-    --hash=sha256:b3a49064504be59e59da664c5e149edc1f26c67c4f8e8456f6ba6aba55033018 \
-    --hash=sha256:b503ab55a836136b619b5fc21c8803d810c5b87551af8600b72eecafb0059cb0 \
-    --hash=sha256:bd0212976dc57a5bfeede7c219e7cd66568a32c05c9129686dd487c059c1b88a \
-    --hash=sha256:c70380fe5d64010f79fb863b9081c7004dd65225d2277333c219d93a10dad4dd \
-    --hash=sha256:d99f515f95fd03a90875fdb2cca12ff074aa04490db4d190905851bdf8a549a8 \
-    --hash=sha256:e80cf77847d0d3e6e3111b7b25db32a7f8762fd4b9a3a72ce53fe16a2863b281 \
-    --hash=sha256:eb96c84efcc33f0b5e0e04beacf00129dd963b67226b01c00b9dfc8affb464c3 \
-    --hash=sha256:ebea00201737ad4391142808ed16e875add5c17f676e0912b387739f84991e13 \
-    --hash=sha256:efe8d70949c3023698c3fca1e94527e7e790a361ab8116f90d11221421cd8726 \
-    --hash=sha256:f13b3e41bce9d257eded794c0f12878af3129d80aacd8a3ee0dee51f3a978651 \
-    --hash=sha256:f194db59657c58593a3c47c6dfd7bad4ef4ac12dbc94d01b3a95521f78177e33 \
-    --hash=sha256:f49590891d2c2f8a9de15614e32e459a794bcba84693c2394291a2038bbaaa69 \
-    --hash=sha256:f75ff57defcd0f1d6e006d721ccdec6c88d4f6a7816eb92f1c4890d979d9ee62 \
-    --hash=sha256:f799d9db89fc00446f03281f84a221e50018fc40113a3ba9864b132895619ebe \
-    --hash=sha256:f8426d4d75d68714abc17a4292d922f6ba2cfb984b72c2278c437f6dae797865
+mypy==2.1.0 \
+    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
+    --hash=sha256:0b1a5260c95aa443083f9ed3592662941951bca3d4ca224a5dc517c38b7cf666 \
+    --hash=sha256:11a6beb180257a805961aea9ec591bbd0bd17f1e18d35b8456d57aee5bedfedc \
+    --hash=sha256:1a293c534adb55271fef24a26da04b855540a8c13cc07bc5917b9fd2c394f2ca \
+    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
+    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
+    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
+    --hash=sha256:3712c20deed54e814eaaa825603bada8ea1c390670a397c95b98405347acc563 \
+    --hash=sha256:47cebf61abde7c088a4e27718a8b13a81655686b2e9c251f5c0915a802248166 \
+    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
+    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
+    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
+    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
+    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
+    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
+    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
+    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
+    --hash=sha256:7406f4d048e71e576f5356d317e5b0a9e666dfd966bd99f9d14ca06e1a341538 \
+    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
+    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
+    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
+    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
+    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
+    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
+    --hash=sha256:8ef78c1d306bbf9a8a12f526c44902c9c28dffd6c52c52bf6a72641ce18d3849 \
+    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
+    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
+    --hash=sha256:a683016b16fe2f572dc04c72be7ee0504ac1605a265d0200f5cea695fb788f41 \
+    --hash=sha256:aea7f7a8a55b459c34275fc468ada6ca7c173a5e43a68f5dbe588a563d8a06b8 \
+    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
+    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
+    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
+    --hash=sha256:c209a90853081ff01d01ee895cafe10f7db1474e0d95beaeef0f6c1db9119bbd \
+    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
+    --hash=sha256:c989640253f0d76843e9c6c1bbf4bd48c5e85ada61bde4beb37cb3eca035685e \
+    --hash=sha256:d57a90ae5e872138a425ec328edbc9b235d1934c4377881a33ec05b341acc9a8 \
+    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
+    --hash=sha256:e0210d626fc8b31ccc90233754c7bc90e1f43205e85d96387f7db1285b55c398 \
+    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
+    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
+    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
+    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
+    --hash=sha256:fcaa0e479066e31f7cceb6a3bea39cb22b2ff51a6b2f24f193d19179ba17c389 \
+    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
@@ -1866,9 +1919,9 @@ oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
@@ -1948,9 +2001,9 @@ pandas==2.3.3 \
     #   pandas-gbq
     #   pymilvus
     #   snowflake-connector-python
-pandas-gbq==0.34.1 \
-    --hash=sha256:6bea5b85937251b976cf9db38151ea59abbff98771179183488d4614694bff67 \
-    --hash=sha256:b74932c6ee35dfc81582f39c792e3a68c9ef9bee8c85f25667d9d05dfadd0daf
+pandas-gbq==0.35.0 \
+    --hash=sha256:258de481019566611031919997bf9c1ece4ca30a4dd02d3fc3664b251d446182 \
+    --hash=sha256:596c908487ef0649a161e86ef272c00c267e581b95dc5ee0dc3518545b33bcfc
     # via google-cloud-bigquery
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -1971,16 +2024,16 @@ patchelf==0.17.2.4 \
     --hash=sha256:d842b51f0401460f3b1f3a3a67d2c266a8f515a5adfbfa6e7b656cb3ac2ed8bc \
     --hash=sha256:d9b35ebfada70c02679ad036407d9724ffe1255122ba4ac5e4be5868618a5689
     # via feast (pyproject.toml)
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
     #   scikit-build-core
-platformdirs==4.9.4 \
-    --hash=sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934 \
-    --hash=sha256:68a9a4619a666ea6439f2ff250c12a853cd1cbd5158d258bd824a7df6be2f868
+platformdirs==4.9.6 \
+    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
+    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
     # via snowflake-connector-python
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
@@ -1990,151 +2043,148 @@ prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
-    --hash=sha256:948dab269721ae9a87fd16c514a0a2c2a1bdb23a9a61b969b0f9d9ee2968546f \
-    --hash=sha256:981333cb2f4c1896a12f4ab92a9cc8f09ea664e9b7dbdc4eff74627af3a11c0f \
-    --hash=sha256:990f6b3e2a27d683cb7602ed6c86f15ee6b43b1194736f9baaeb93d0016633b1 \
-    --hash=sha256:99d43339c83aaf4d32bda60928231848eee470c6bda8d02599cc4cebe872d183 \
-    --hash=sha256:9a0bd56e5b100aef69bd8562b74b46254e7c8812918d3baa700c8a8009b0af66 \
-    --hash=sha256:9a52009f2adffe195d0b605c25ec929d26b36ef986ba85244891dee3b294df21 \
-    --hash=sha256:9d2b6caef873b4f09e26ea7e33d65f42b944837563a47a94719cc3544319a0db \
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+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.0 \
+    --hash=sha256:38e5696342835b08fc116f30a25665b29531cda9d5d5643e9b81fc312385abd9 \
+    --hash=sha256:a630604310899e73c59ec302e5765c058d412b2f090b9c79c8822589f14955b8
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.34.1 \
+    --hash=sha256:34b84ce27680df7cca9f231043ada0daa55d0c44a2ddfaa58ec1d0d89d8bf60a \
+    --hash=sha256:403b093a6e28a960372b44e5eb081775c9b056e816a8029c61231743d63f881a \
+    --hash=sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b \
+    --hash=sha256:8ff40ce8cd688f7265326b38d5a1bed9bfdf5e6723d49961432f83e21d5713e4 \
+    --hash=sha256:9ce42245e704cc5027be797c1db1eb93184d44d1cdd71811fb2d9b25ad541280 \
+    --hash=sha256:bb3812cd53aefea2b028ef42bd780f5b96407247f20c6ef7c679807e9d188f11 \
+    --hash=sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7 \
+    --hash=sha256:e97b55646e6ce5cbb0954a8c28cd39a5869b59090dfaa7df4598a7fba869468c
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -2180,61 +2230,61 @@ psycopg[c, pool]==3.2.5 \
 psycopg-c==3.2.5 \
     --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==23.0.1 \
-    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
-    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
-    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
-    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
-    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
-    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
-    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
-    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
-    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
-    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
-    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
-    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
-    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
-    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
-    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
-    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
-    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
-    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
-    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
-    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
-    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
-    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
-    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
-    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
-    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
-    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
-    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
-    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
-    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
-    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
-    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
-    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
-    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
-    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
-    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
-    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
-    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
-    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
-    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
-    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
-    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
-    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
-    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
-    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
-    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
-    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
-    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
-    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
-    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
-    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
+pyarrow==24.0.0 \
+    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
+    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
+    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
+    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
+    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
+    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
+    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
+    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
+    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
+    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
+    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
+    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
+    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
+    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
+    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
+    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
+    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
+    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
+    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
+    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
+    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
+    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
+    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
+    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
+    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
+    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
+    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
+    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
+    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
+    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
+    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
+    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
+    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
+    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
+    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
+    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
+    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
+    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
+    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
+    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
+    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
+    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
+    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
+    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
+    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
+    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
+    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
+    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
+    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
+    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -2263,141 +2313,140 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
     #   pydantic-settings
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
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+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.14.1 \
+    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
+    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
     # via
     #   fastapi-mcp
     #   mcp
@@ -2423,13 +2472,13 @@ pymilvus==2.5.18 \
     --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
     --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
     # via feast (pyproject.toml)
-pymysql==1.1.2 \
-    --hash=sha256:4961d3e165614ae65014e361811a724e2044ad3ea3739de9903ae7c21f539f03 \
-    --hash=sha256:e6b1d89711dd51f8f74b1631fe08f039e7d76cf67a42a323d3178f0f25762ed9
+pymysql==1.1.3 \
+    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
+    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
     # via feast (pyproject.toml)
-pyopenssl==26.0.0 \
-    --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
-    --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 pyproject-metadata==0.11.0 \
     --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
@@ -2452,13 +2501,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.29 \
+    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
+    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2541,9 +2590,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==4.6.0 \
-    --hash=sha256:585dc516b9eb042a619ef0a39c3d7d55fe81bdb4df09a52c9cdde0d07bf1aa7d \
-    --hash=sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c
+redis==7.4.0 \
+    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
+    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2551,9 +2600,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2570,9 +2619,9 @@ requests-oauthlib==2.0.0 \
     # via
     #   google-auth-oauthlib
     #   kubernetes
-rich==14.3.3 \
-    --hash=sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d \
-    --hash=sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
+    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
     # via
     #   fastapi-mcp
     #   ibis-framework
@@ -2731,32 +2780,32 @@ snowballstemmer==3.0.1 \
     --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
     --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.5.0 \
+    --hash=sha256:0c92794e56faaafbdf6fedfa0473bd29f40ea89ad258b322c92b27b27f57bc35 \
+    --hash=sha256:16311dc9c4a0e2d6cd14ecd43f1f607e291ba5397832123a0b04a326897ef8b0 \
+    --hash=sha256:1897be7487587d9ce7feae132a288e714b3b07f3b3f3404e62b6dfcebde94bb9 \
+    --hash=sha256:206ea5e947ac346d121dd344048b7dd1b2ab4a0da03375ce3d90321a8ce598db \
+    --hash=sha256:2c04c2a7ee5a183be1204417077584c07569e66997e8d093403bb1604b5463bd \
+    --hash=sha256:34fbeb3f8ad26f34659c687cb27136d8eb9aea1ac65bc4b8b32091dc727f1f14 \
+    --hash=sha256:376eb9d956f6b9287df448e483ec862b94fb9ccb06cefc945b68ddac1c7d1c48 \
+    --hash=sha256:39c2b9d17da9a23475ad52a8e7b389001d7277bf400428c4c6af6bd1099bc62e \
+    --hash=sha256:4870858f2fa312343b0063fb4da57b3e893d80aa00e371bc637981f3eed9c254 \
+    --hash=sha256:56baa39a1fa9f0cdcdad3da022508396268d0bf6bb6df28087b02e4826e88bd1 \
+    --hash=sha256:583adc49b38316d3023dc80bef81a27a3027a2f8109a36e69a0083785b7f8662 \
+    --hash=sha256:5f73f1b0ed24e01d9dd627b088cc83e62e81ea5b19bee679946941f6d1947ef9 \
+    --hash=sha256:64ec9b5dddf19c7f4ce4355d1b8e16239a26d1d161d92219919953510664269c \
+    --hash=sha256:6bb323323c573c903500e1c654f71c0aad7b62149e2f719c611377fac9c05833 \
+    --hash=sha256:7badadc59d7e75550c7f35bdb9414895cae5898a4f9901b02231d0eaa694a4a0 \
+    --hash=sha256:81bfdbd865fceb5e9ac1969976c8f635e21185c06d97a31cac8ca3a4b4697b1d \
+    --hash=sha256:92d865b9b60a767a55787540dbf04b3074a7b1a728f24ddbec2bbcf257215625 \
+    --hash=sha256:93febe6d69c4dc46a64d16a0b6ed65b523d869f1691ead791eb22ebd8b6725ce \
+    --hash=sha256:9a17b5a8e43611bd7eae289de2b8f71679bb386b8d82036f0b36436827308f81 \
+    --hash=sha256:9c0cc17ceb915842dfdee7baaccbdcd5b5e3de06977231b8a31704c2ed8532d8 \
+    --hash=sha256:a1aa9128aa43d09771e845a1af1fc2a5d5a014ab0bea8bea4b72501662ba601f \
+    --hash=sha256:a28a9391b464f9060304d8468a24bff6a2d13bf5801c92fbf8c05907e5fb06f4 \
+    --hash=sha256:d7f5e2ea42521c033c4ac0e60685c50a47082715eb57cdaf92b438d9bb44d220 \
+    --hash=sha256:e4481849c65d4eeaef89efd589c7690bc51d7535524f278dde9b29012fdf5084 \
+    --hash=sha256:ee03a9b8f61192d72374e3785650460ed0c996c7153a8b38140be6e162ac4fb1
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
@@ -2790,78 +2839,78 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
     # via feast (pyproject.toml)
-sqlglot==30.2.1 \
-    --hash=sha256:ef4a67cc6f66a8043085eb8ea95fa9541c1625dffa9145ad4e9815a7ba60a199 \
-    --hash=sha256:f23d9ee9427ef9d20df15f9b0ffa57d9eb45e52b012219a349d1e6b50ed926d1
+sqlglot==30.8.0 \
+    --hash=sha256:1c5f93fb742dd9aaa75eee6bb33a637794a858b9a86375fac23a2dc0f7bc127e \
+    --hash=sha256:af903378c331d5b72277a1b41118f07bc3e50cf4478e2d47eed12c96ee6a22a4
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.4 \
+    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2940,9 +2989,9 @@ tomli==2.4.1 \
     #   setuptools-scm
     #   sphinx
     #   vcs-versioning
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2957,25 +3006,25 @@ tqdm==4.67.3 \
     # via
     #   feast (pyproject.toml)
     #   milvus-lite
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.5.7.17 \
+    --hash=sha256:5ec0800de5e2ddbd7c663cb4c0c15328f132dc168813897c18866c5c7b93db33 \
+    --hash=sha256:a04a48f8f0a787cb996514d3969ac7608aa3c60cb15d073c1e02801e60533e80
     # via hatchling
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
-typer==0.24.1 \
-    --hash=sha256:112c1f0ce578bfb4cab9ffdabc68f031416ebcc216536611ba21f04e9aa84c9e \
-    --hash=sha256:e39b4732d65fbdcde189ae76cf7cd48aeae72919dea1fdfc16593be016256b45
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via feast (pyproject.toml)
-types-pymysql==1.1.0.20251220 \
-    --hash=sha256:ae1c3df32a777489431e2e9963880a0df48f6591e0aa2fd3a6fabd9dee6eca54 \
-    --hash=sha256:fa1082af7dea6c53b6caa5784241924b1296ea3a8d3bd060417352c5e10c0618
+types-pymysql==1.1.0.20260518 \
+    --hash=sha256:39a2448c4267dc4551e0824d2bfaecf7dfd171e89e6dbba90f4d4d45d55e4342 \
+    --hash=sha256:cf697ce4e44124fc859e8e8a7f047c1dc864745c3c628b85a51b3ee01502ef98
     # via feast (pyproject.toml)
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -3014,95 +3063,93 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
+ujson==5.12.1 \
+    --hash=sha256:07f307780f85b49cba93f291718421b6f5f3b627a323b431fad937a18f6587cb \
+    --hash=sha256:080bc65ac7c0a6314d45d55b6171d3a48b1aeaf89895654d625b291cfe46309f \
+    --hash=sha256:0be2b4f2f547b9f0f3d902640e410e5a2fc851576cbe033c88445a23e3e7aef1 \
+    --hash=sha256:10f44bd08ae52ee23ca6e8b472692e5da1768af2d53ff1bad6f40b532e0bc7ee \
+    --hash=sha256:12e99e49c62322ed0394c914aff15403ba7ede0b74f05a0faa4ec12c7d17a139 \
+    --hash=sha256:191d2077fd53441599a2efd3dcc205b9cc5f3a4d685a76e9f73f4b6c19aee0c9 \
+    --hash=sha256:19ea07e29a45d199f926aadf93a9974128438c01b83141fba32477c0ee604b33 \
+    --hash=sha256:1a09636220f26c66f80c6c6283023cb53120e843825f890be92696cd1aa43f39 \
+    --hash=sha256:1c335caea51c31494e514b82d50763b9792d3960d2c7d9fdb6b6fb8ed50ebdd0 \
+    --hash=sha256:251ba8229e19b4b0b3efb5e7e3ddfa67c5c466aa492707bc3f6568bf714604dc \
+    --hash=sha256:26dcb43869057373048cbd2678293c5b0f962d5774cc76fc9488564a209bcbf2 \
+    --hash=sha256:289f13095764d03734adfa10107da9b530ceb64dc1b02a5f507588d978d5b7df \
+    --hash=sha256:29d1d64ed2c3c17666f4f0e15462800f3477255dc53667ad5d099277866c5666 \
+    --hash=sha256:2cfbd6b0c677d5d053964b8f98d8bb1af10c591c8c24454bcd40006ac8ba18db \
+    --hash=sha256:3a6efff7dc6515416366819de4a1bc449b77107c5b48508b101fd40f7f8bec08 \
+    --hash=sha256:3e30fa6bc7156ed709e13f8b52e917db08fbfd611ba61346b62630974ec0ba8e \
+    --hash=sha256:427893168d074e59214b0ee058337c57f5bb80175cdd5b4799a9c931aae22022 \
+    --hash=sha256:45022aae09ac3d45bda6fbfc631088d1aff9a0465542d40bd6d295ced378c430 \
+    --hash=sha256:46315b82505c99101dcab3bd979f15fecfde85c02df7efbb4e428fa357665290 \
+    --hash=sha256:485f0182a0c0b54c304061cdc826d8343ce595c4055f7a24e72772a8520e5f7b \
+    --hash=sha256:49dd9c378e1c8e676785ff2b62cb490074229f15ab54abf45b623713cb2c36b5 \
+    --hash=sha256:4e12ca368b397aed7fa1eec534ea1ba8d94977b376f9df3e93ae1acfd004ec40 \
+    --hash=sha256:4ea0c490c702c20495e97345acfcf0c2f3153e658ef537ff111929c48b89e10a \
+    --hash=sha256:4f39ba3b65cc637b59731532f7e7c807786bff1d0332ab2d5b96a04d2584d78f \
+    --hash=sha256:50d07e79ec70d32b4fbe18ab706ed0b172be08710d5901b9d067d7951bfaa164 \
+    --hash=sha256:558673c6c3a2309775683ca96d5f1e4cd99889f71b1ba5cb6be8aa37ae67f9e0 \
+    --hash=sha256:5b7e96406c301a1366534479a7352ec40ec68bb327c0c119091635acd5925e35 \
+    --hash=sha256:5dc91fa06ea35920b704fd9d70871897680145998071cfbf5ee3e19f2c9fc242 \
+    --hash=sha256:66005b49c753a1b9f2f8853919dc58e1e6bd66846ea341a33afa76c6d7602485 \
+    --hash=sha256:696224d4cfb8883fa5c0285dff31e5ce924704dd9ccd38e9ea8b5bf4a42b12fc \
+    --hash=sha256:6cc6ea753b7303fa5629fa9ac9257ea4b001c4d72583b2bb36ff1855a07db49f \
+    --hash=sha256:6d8827904358d7da59ccf2e1fd8de59e78248036d17fecc0462e62c6721f1102 \
+    --hash=sha256:6f19e9a407a24230df0cc1ec1c0f5999872ba526b14a780f80ad6479f5eed9bc \
+    --hash=sha256:71bdb5d10c6d7e710cfa78e743d9fb79a37c7c66fa916cd287bffbaa520f5abe \
+    --hash=sha256:727e983ef27892d86ee2d28fd517eeb02b2c1165aafcbe929dce988aeee81bfe \
+    --hash=sha256:757f2026bef09d231d63a2250a2c7ad21ea1c9cb1ded6480659d202c4e2ef09e \
+    --hash=sha256:758e5c8fbe4e6d483041e03b307b01fb5d2f2dd4452d4d4b927ab902e188939e \
+    --hash=sha256:7642a41520ac1b2bc25ea282b66b8da522cc43424442e6fb5e039be4d4f96530 \
+    --hash=sha256:77a71fe53427a0cf49d56eafd801d9f7e203b784b7f99cc717783fd6f6f7b732 \
+    --hash=sha256:7957b64583793042521f7f7c71c01626b3d32a17528eaab980eb8cdc3d4eec68 \
+    --hash=sha256:7bba5ab7965619db7d6f5503133b8e2d8bfce9bb6754224ca64d19261cc52f7c \
+    --hash=sha256:7dc5cf44ea42365cd1b66e6ed3fc6ca040c86587b024a6659b98e99d31cff2cd \
+    --hash=sha256:7e31afad20cd6837a5ac6965d95b44b0ff06e42a82b01a8d3dc606a07f0b7a2a \
+    --hash=sha256:80f58ae2be100da0f525330ee274accd8892d1c125fea75076f60539d9a5f9cd \
+    --hash=sha256:8416bb724db9accfa97bdb77245952494b1800c23e42defd46afb5c661c9af19 \
+    --hash=sha256:8aa731138d6dfca4ab84501b72384e6c544bfb48cb87a0dd4d304df3246cac25 \
+    --hash=sha256:8b657e870c77aaacdeea86cfad3e6d2ef9b52517e45988c9c367f7ee764fe4dd \
+    --hash=sha256:8df5d984ff4ac1ef292d70f30da03417038a7e1e0bc272d28ca9d34f02f41682 \
+    --hash=sha256:949cb4863a5d4847edeb47c5364b334e8cadf23a7cbdaa547d86098a4b093106 \
+    --hash=sha256:9523d67d45334f9a1d62e423bd72be62b58d2289a50420ffffa9363763eab73f \
+    --hash=sha256:963287e4b1bc463735c4056968a2dfa59bb831b6daba68bddd14f451191fe9e5 \
+    --hash=sha256:984b5a99d1e0a037c2046c3c4b34cec832565d62d5017be0a035bf3cbfab72dc \
+    --hash=sha256:a7a81724d5d90a2da7155d15d8b156ce57eaed7cdd622df813f36a8e612fd4c8 \
+    --hash=sha256:b21b4c680594c8686bcd4cdda0fd3ea2567b9d42bcf1d1e3d92d39bcdb02e8f1 \
+    --hash=sha256:b22aa0f644516d3d5b29464949e4b23fe784f84b4a1030ab9ac3cb42aaedabb1 \
+    --hash=sha256:b2c419bf42ae40963fc27f70c59e24e9a97f5cf168dbce2c572f3c0ce3595912 \
+    --hash=sha256:b5db0849c0e3da54822a5834f2dc51d7c51072d7f7d665014ee34600dc10889b \
+    --hash=sha256:b6afa86c117b66034004ee83c5149c6dccf7cb88941f9d3a1640c7076577f2d4 \
+    --hash=sha256:bca3f04b2f590a8211acdc3ca06649b65a7ed1e999437dccf095310be9d3ba4e \
+    --hash=sha256:bdc6b277dcd27663f7fb76b6a5088424c66e0407c23e9884f80cd733f7d71b19 \
+    --hash=sha256:c4bdc052a5d097f0a2e56d93aed97355f9f7a62ef9baa4f8517e43245434af9c \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba \
+    --hash=sha256:c8e626b6bc9bdd2e8f7393b7d99f3daa2ca4022e6203662e70de7bb3604b21b9 \
+    --hash=sha256:cec6b9b539539affc1f01a795c99574592a635ce22331b64f2b42e0af570659e \
+    --hash=sha256:d57d731ecf492d3d011e65369f8330654f0875b19f646be5270d478e843d3b81 \
+    --hash=sha256:d90d27953716ef206c42f166932b3dbb264dc638bbf32acae81b216ae35f566d \
+    --hash=sha256:dc26caebea90425662ef0b979f945f6ac832651881107d6ec9a3c4d4a4ba929c \
+    --hash=sha256:e08d9e096c416ddc34519241f97c201258b42639f2012d9547d8ae32921800dd \
+    --hash=sha256:e3c9c894971f4ada3ded16a804ed4640e1f2b3e5239beaeec7c48296f39f4232 \
+    --hash=sha256:e4b0c9f6a56aa94bb98b403e1f57a866f0b43abaa89757b24d4a4b3cd8643ced \
+    --hash=sha256:ea3bed53d2ea8e5642e814a9e41f3e29420a8067874ba03ace8c0462e160490c \
+    --hash=sha256:ee83fbac03a0896faf190177c938f94eb610b798d495a19d50997242c4eca685 \
+    --hash=sha256:f48ef8a16f1d85bd7982beac7adfd3fb704058631db84c1c61c8a1b7072b1508 \
+    --hash=sha256:f6074d3d3267ba1914c624b6e1fa3d8152648ff36b0ab77ddf83b92db488c30d \
+    --hash=sha256:f67c5f0d64eba0fbbd6d2d6a79b0c43c5bc06f27564378fd5d716e0d40360068 \
+    --hash=sha256:f75caed5b6d1fc271bb720a780c4199914267f7b865f9bf17826c4feccea582c
     # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
@@ -3174,116 +3221,114 @@ vcs-versioning==1.1.1 \
     --hash=sha256:b541e2ba79fc6aaa3850f8a7f88af43d97c1c80649c01142ee4146eddbc599e4 \
     --hash=sha256:fabd75a3cab7dd8ac02fe24a3a9ba936bf258667b5a62ed468c9a1da0f5775bc
     # via setuptools-scm
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
@@ -3565,9 +3610,9 @@ yarl==1.23.0 \
     --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
     --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
     # via aiohttp
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 
 # The following packages were excluded from the output:
diff --git a/sdk/python/requirements/py3.10-requirements.txt b/sdk/python/requirements/py3.10-requirements.txt
index aaf668ef6ec..905007c5cd3 100644
--- a/sdk/python/requirements/py3.10-requirements.txt
+++ b/sdk/python/requirements/py3.10-requirements.txt
@@ -14,19 +14,54 @@ anyio==4.13.0 \
     # via
     #   starlette
     #   watchfiles
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
     #   jsonschema
     #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via requests
 charset-normalizer==3.4.7 \
     --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
@@ -159,9 +194,9 @@ charset-normalizer==3.4.7 \
     --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
     --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
     # via requests
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -186,17 +221,17 @@ exceptiongroup==1.3.1 \
     --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
     --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
     # via anyio
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via feast (pyproject.toml)
-fsspec==2026.3.0 \
-    --hash=sha256:1ee6a0e28677557f8c2f994e3eea77db6392b4de9cd1f5d7a9e87a0ae9d01b41 \
-    --hash=sha256:d2ceafaad1b3457968ed14efa28798162f1638dbb5d2a6868a2db002a5ee39a4
+fsspec==2026.4.0 \
+    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
+    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
     # via dask
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -249,9 +284,9 @@ httptools==0.7.1 \
     --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
     --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
     # via uvicorn
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   requests
@@ -271,97 +306,97 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
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+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
@@ -567,51 +602,51 @@ mmh3==5.2.1 \
     --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
     --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
     # via feast (pyproject.toml)
-mypy==1.20.0 \
-    --hash=sha256:002b613ae19f4ac7d18b7e168ffe1cb9013b37c57f7411984abbd3b817b0a214 \
-    --hash=sha256:00e047c74d3ec6e71a2eb88e9ea551a2edb90c21f993aefa9e0d2a898e0bb732 \
-    --hash=sha256:02cca0761c75b42a20a2757ae58713276605eb29a08dd8a6e092aa347c4115ca \
-    --hash=sha256:0ecd63f75fdd30327e4ad8b5704bd6d91fc6c1b2e029f8ee14705e1207212489 \
-    --hash=sha256:0f42dfaab7ec1baff3b383ad7af562ab0de573c5f6edb44b2dab016082b89948 \
-    --hash=sha256:1973868d2adbb4584a3835780b27436f06d1dc606af5be09f187aaa25be1070f \
-    --hash=sha256:26c8b52627b6552f47ff11adb4e1509605f094e29815323e487fc0053ebe93d1 \
-    --hash=sha256:2721f0ce49cb74a38f00c50da67cb7d36317b5eda38877a49614dc018e91c787 \
-    --hash=sha256:2fcedb16d456106e545b2bfd7ef9d24e70b38ec252d2a629823a4d07ebcdb69e \
-    --hash=sha256:31b5dbb55293c1bd27c0fc813a0d2bb5ceef9d65ac5afa2e58f829dab7921fd5 \
-    --hash=sha256:34506397dbf40c15dc567635d18a21d33827e9ab29014fb83d292a8f4f8953b6 \
-    --hash=sha256:367e5c993ba34d5054d11937d0485ad6dfc60ba760fa326c01090fc256adf15c \
-    --hash=sha256:379edf079ce44ac8d2805bcf9b3dd7340d4f97aad3a5e0ebabbf9d125b84b442 \
-    --hash=sha256:39362cdb4ba5f916e7976fccecaab1ba3a83e35f60fa68b64e9a70e221bb2436 \
-    --hash=sha256:4525e7010b1b38334516181c5b81e16180b8e149e6684cee5a727c78186b4e3b \
-    --hash=sha256:47781555a7aa5fedcc2d16bcd72e0dc83eb272c10dd657f9fb3f9cc08e2e6abb \
-    --hash=sha256:49d11c6f573a5a08f77fad13faff2139f6d0730ebed2cfa9b3d2702671dd7188 \
-    --hash=sha256:555493c44a4f5a1b58d611a43333e71a9981c6dbe26270377b6f8174126a0526 \
-    --hash=sha256:555658c611099455b2da507582ea20d2043dfdfe7f5ad0add472b1c6238b433f \
-    --hash=sha256:697f102c5c1d526bdd761a69f17c6070f9892eebcb94b1a5963d679288c09e78 \
-    --hash=sha256:76a70bf840495729be47510856b978f1b0ec7d08f257ca38c9d932720bf6b43e \
-    --hash=sha256:7d3243c406773185144527f83be0e0aefc7bf4601b0b2b956665608bf7c98a83 \
-    --hash=sha256:931a7630bba591593dcf6e97224a21ff80fb357e7982628d25e3c618e7f598ef \
-    --hash=sha256:9804c3ad27f78e54e58b32e7cb532d128b43dbfb9f3f9f06262b821a0f6bd3f5 \
-    --hash=sha256:a17c5d0bdcca61ce24a35beb828a2d0d323d3fcf387d7512206888c900193367 \
-    --hash=sha256:a6e0641147cbfa7e4e94efdb95c2dab1aff8cfc159ded13e07f308ddccc8c48e \
-    --hash=sha256:a79c1eba7ac4209f2d850f0edd0a2f8bba88cbfdfefe6fb76a19e9d4fe5e71a2 \
-    --hash=sha256:a9336b5e6712f4adaf5afc3203a99a40b379049104349d747eb3e5a3aa23ac2e \
-    --hash=sha256:b20c8b0fd5877abdf402e79a3af987053de07e6fb208c18df6659f708b535134 \
-    --hash=sha256:b3a49064504be59e59da664c5e149edc1f26c67c4f8e8456f6ba6aba55033018 \
-    --hash=sha256:b503ab55a836136b619b5fc21c8803d810c5b87551af8600b72eecafb0059cb0 \
-    --hash=sha256:bd0212976dc57a5bfeede7c219e7cd66568a32c05c9129686dd487c059c1b88a \
-    --hash=sha256:c70380fe5d64010f79fb863b9081c7004dd65225d2277333c219d93a10dad4dd \
-    --hash=sha256:d99f515f95fd03a90875fdb2cca12ff074aa04490db4d190905851bdf8a549a8 \
-    --hash=sha256:e80cf77847d0d3e6e3111b7b25db32a7f8762fd4b9a3a72ce53fe16a2863b281 \
-    --hash=sha256:eb96c84efcc33f0b5e0e04beacf00129dd963b67226b01c00b9dfc8affb464c3 \
-    --hash=sha256:ebea00201737ad4391142808ed16e875add5c17f676e0912b387739f84991e13 \
-    --hash=sha256:efe8d70949c3023698c3fca1e94527e7e790a361ab8116f90d11221421cd8726 \
-    --hash=sha256:f13b3e41bce9d257eded794c0f12878af3129d80aacd8a3ee0dee51f3a978651 \
-    --hash=sha256:f194db59657c58593a3c47c6dfd7bad4ef4ac12dbc94d01b3a95521f78177e33 \
-    --hash=sha256:f49590891d2c2f8a9de15614e32e459a794bcba84693c2394291a2038bbaaa69 \
-    --hash=sha256:f75ff57defcd0f1d6e006d721ccdec6c88d4f6a7816eb92f1c4890d979d9ee62 \
-    --hash=sha256:f799d9db89fc00446f03281f84a221e50018fc40113a3ba9864b132895619ebe \
-    --hash=sha256:f8426d4d75d68714abc17a4292d922f6ba2cfb984b72c2278c437f6dae797865
+mypy==2.1.0 \
+    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
+    --hash=sha256:0b1a5260c95aa443083f9ed3592662941951bca3d4ca224a5dc517c38b7cf666 \
+    --hash=sha256:11a6beb180257a805961aea9ec591bbd0bd17f1e18d35b8456d57aee5bedfedc \
+    --hash=sha256:1a293c534adb55271fef24a26da04b855540a8c13cc07bc5917b9fd2c394f2ca \
+    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
+    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
+    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
+    --hash=sha256:3712c20deed54e814eaaa825603bada8ea1c390670a397c95b98405347acc563 \
+    --hash=sha256:47cebf61abde7c088a4e27718a8b13a81655686b2e9c251f5c0915a802248166 \
+    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
+    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
+    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
+    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
+    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
+    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
+    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
+    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
+    --hash=sha256:7406f4d048e71e576f5356d317e5b0a9e666dfd966bd99f9d14ca06e1a341538 \
+    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
+    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
+    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
+    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
+    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
+    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
+    --hash=sha256:8ef78c1d306bbf9a8a12f526c44902c9c28dffd6c52c52bf6a72641ce18d3849 \
+    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
+    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
+    --hash=sha256:a683016b16fe2f572dc04c72be7ee0504ac1605a265d0200f5cea695fb788f41 \
+    --hash=sha256:aea7f7a8a55b459c34275fc468ada6ca7c173a5e43a68f5dbe588a563d8a06b8 \
+    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
+    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
+    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
+    --hash=sha256:c209a90853081ff01d01ee895cafe10f7db1474e0d95beaeef0f6c1db9119bbd \
+    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
+    --hash=sha256:c989640253f0d76843e9c6c1bbf4bd48c5e85ada61bde4beb37cb3eca035685e \
+    --hash=sha256:d57a90ae5e872138a425ec328edbc9b235d1934c4377881a33ec05b341acc9a8 \
+    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
+    --hash=sha256:e0210d626fc8b31ccc90233754c7bc90e1f43205e85d96387f7db1285b55c398 \
+    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
+    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
+    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
+    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
+    --hash=sha256:fcaa0e479066e31f7cceb6a3bea39cb22b2ff51a6b2f24f193d19179ba17c389 \
+    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
@@ -677,9 +712,9 @@ numpy==2.2.6 \
     #   feast (pyproject.toml)
     #   dask
     #   pandas
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   gunicorn
@@ -746,9 +781,9 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
@@ -787,188 +822,187 @@ psutil==7.2.2 \
     --hash=sha256:eed63d3b4d62449571547b60578c5b2c4bcccc5387148db46e0c2313dad0ee00 \
     --hash=sha256:fd04ef36b4a6d599bbdb225dd1d3f51e00105f6d48a28f006da7f9822f2606d8
     # via feast (pyproject.toml)
-pyarrow==23.0.1 \
-    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
-    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
-    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
-    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
-    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
-    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
-    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
-    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
-    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
-    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
-    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
-    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
-    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
-    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
-    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
-    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
-    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
-    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
-    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
-    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
-    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
-    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
-    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
-    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
-    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
-    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
-    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
-    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
-    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
-    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
-    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
-    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
-    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
-    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
-    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
-    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
-    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
-    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
-    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
-    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
-    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
-    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
-    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
-    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
-    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
-    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
-    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
-    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
-    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
-    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
+pyarrow==24.0.0 \
+    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
+    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
+    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
+    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
+    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
+    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
+    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
+    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
+    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
+    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
+    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
+    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
+    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
+    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
+    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
+    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
+    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
+    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
+    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
+    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
+    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
+    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
+    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
+    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
+    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
+    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
+    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
+    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
+    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
+    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
+    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
+    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
+    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
+    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
+    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
+    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
+    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
+    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
+    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
+    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
+    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
+    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
+    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
+    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
+    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
+    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
+    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
+    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
+    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
+    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
     # via
     #   feast (pyproject.toml)
     #   dask
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
-    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
-    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
-    --hash=sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963 \
-    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
-    --hash=sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808 \
-    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
-    --hash=sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1 \
-    --hash=sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2 \
-    --hash=sha256:299e0a22e7ae2b85c1a57f104538b2656e8ab1873511fd718a1c1c6f149b77b5 \
-    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
-    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
-    --hash=sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b \
-    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
-    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
-    --hash=sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093 \
-    --hash=sha256:346285d28e4c8017da95144c7f3acd42740d637ff41946af5ce6e5e420502dd5 \
-    --hash=sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594 \
-    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
-    --hash=sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a \
-    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
-    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
-    --hash=sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284 \
-    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
-    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
-    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
-    --hash=sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f \
-    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
-    --hash=sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51 \
-    --hash=sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc \
-    --hash=sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97 \
-    --hash=sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a \
-    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
-    --hash=sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9 \
-    --hash=sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c \
-    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
-    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
-    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
-    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
-    --hash=sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e \
-    --hash=sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941 \
-    --hash=sha256:707625ef0983fcfb461acfaf14de2067c5942c6bb0f3b4c99158bed6fedd3cf3 \
-    --hash=sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612 \
-    --hash=sha256:753e230374206729bf0a807954bcc6c150d3743928a73faffee51ac6557a03c3 \
-    --hash=sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b \
-    --hash=sha256:76ee27c6e9c7f16f47db7a94157112a2f3a00e958bc626e2f4ee8bec5c328fbe \
-    --hash=sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146 \
-    --hash=sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11 \
-    --hash=sha256:7b93a4d08587e2b7e7882de461e82b6ed76d9026ce91ca7915e740ecc7855f60 \
-    --hash=sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd \
-    --hash=sha256:7f3bf998340c6d4b0c9a2f02d6a400e51f123b59565d74dc60d252ce888c260b \
-    --hash=sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c \
-    --hash=sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a \
-    --hash=sha256:873e0d5b4fb9b89ef7c2d2a963ea7d02879d9da0da8d9d4933dee8ee86a8b460 \
-    --hash=sha256:88942d3a3dff3afc8288c21e565e476fc278902ae4d6d134f1eeda118cc830b1 \
-    --hash=sha256:8bfeaf8735be79f225f3fefab7f941c712aaca36f1128c9d7e2352ee1aa87bdf \
-    --hash=sha256:8e7c86f27c585ef37c35e56a96363ab8de4e549a95512445b85c96d3e2f7c1bf \
-    --hash=sha256:915c3d10f81bec3a74fbd4faebe8391013ba61e5a1a8d48c4455b923bdda7858 \
-    --hash=sha256:93e8740d7503eb008aa2df04d3b9735f845d43ae845e6dcd2be0b55a2da43cd2 \
-    --hash=sha256:941103c9be18ac8daf7b7adca8228f8ed6bb7a1849020f643b3a14d15b1924d9 \
-    --hash=sha256:97aeba56665b4c3235a0e52b2c2f5ae9cd071b8a8310ad27bddb3f7fb30e9aa2 \
-    --hash=sha256:a39455728aabd58ceabb03c90e12f71fd30fa69615760a075b9fec596456ccc3 \
-    --hash=sha256:a3a52f6156e73e7ccb0f8cced536adccb7042be67cb45f9562e12b319c119da6 \
-    --hash=sha256:a668ce24de96165bb239160b3d854943128f4334822900534f2fe947930e5770 \
-    --hash=sha256:a75dafbf87d6276ddc5b2bf6fae5254e3d0876b626eb24969a574fff9149ee5d \
-    --hash=sha256:aabf5777b5c8ca26f7824cb4a120a740c9588ed58df9b2d196ce92fba42ff8dc \
-    --hash=sha256:aec5cf2fd867b4ff45b9959f8b20ea3993fc93e63c7363fe6851424c8a7e7c23 \
-    --hash=sha256:b2379fa7ed44ddecb5bfe4e48577d752db9fc10be00a6b7446e9663ba143de26 \
-    --hash=sha256:b4ececa40ac28afa90871c2cc2b9ffd2ff0bf749380fbdf57d165fd23da353aa \
-    --hash=sha256:b5819cd790dbf0c5eb9f82c73c16b39a65dd6dd4d1439dcdea7816ec9adddab8 \
-    --hash=sha256:b74557b16e390ec12dca509bce9264c3bbd128f8a2c376eaa68003d7f327276d \
-    --hash=sha256:b80aa5095cd3109962a298ce14110ae16b8c1aece8b72f9dafe81cf597ad80b3 \
-    --hash=sha256:b93590ae81f7010dbe380cdeab6f515902ebcbefe0b9327cc4804d74e93ae69d \
-    --hash=sha256:b96d5f26b05d03cc60f11a7761a5ded1741da411e7fe0909e27a5e6a0cb7b034 \
-    --hash=sha256:bd3d54f38609ff308209bd43acea66061494157703364ae40c951f83ba99a1a9 \
-    --hash=sha256:bfea2a5f0b4d8d43adf9d7b8bf019fb46fdd10a2e5cde477fbcb9d1fa08c68e1 \
-    --hash=sha256:c007fe8a43d43b3969e8469004e9845944f1a80e6acd47c150856bb87f230c56 \
-    --hash=sha256:c1df3d34aced70add6f867a8cf413e299177e0c22660cc767218373d0779487b \
-    --hash=sha256:c23e27686783f60290e36827f9c626e63154b82b116d7fe9adba1fda36da706c \
-    --hash=sha256:c8d8b4eb992936023be7dee581270af5c6e0697a8559895f527f5b7105ecd36a \
-    --hash=sha256:c9e19dd6e28fdcaa5a1de679aec4141f691023916427ef9bae8584f9c2fb3b0e \
-    --hash=sha256:d0d2568a8c11bf8225044aa94409e21da0cb09dcdafe9ecd10250b2baad531a9 \
-    --hash=sha256:d38548150c39b74aeeb0ce8ee1d8e82696f4a4e16ddc6de7b1d8823f7de4b9b5 \
-    --hash=sha256:d3a978c4f57a597908b7e697229d996d77a6d3c94901e9edee593adada95ce1a \
-    --hash=sha256:d5160812ea7a8a2ffbe233d8da666880cad0cbaf5d4de74ae15c313213d62556 \
-    --hash=sha256:dc799088c08fa04e43144b164feb0c13f9a0bc40503f8df3e9fde58a3c0c101e \
-    --hash=sha256:df3959765b553b9440adfd3c795617c352154e497a4eaf3752555cfb5da8fc49 \
-    --hash=sha256:dfa8a0c812ac681395907e71e1274819dec685fec28273a28905df579ef137e2 \
-    --hash=sha256:e25c479382d26a2a41b7ebea1043564a937db462816ea07afa8a44c0866d52f9 \
-    --hash=sha256:e4f4a984405e91527a0d62649ee21138f8e3d0ef103be488c1dc11a80d7f184b \
-    --hash=sha256:e536c98a7626a98feb2d3eaf75944ef6f3dbee447e1f841eae16f2f0a72d8ddc \
-    --hash=sha256:e56ba91f47764cc14f1daacd723e3e82d1a89d783f0f5afe9c364b8bb491ccdb \
-    --hash=sha256:e672ba74fbc2dc8eea59fb6d4aed6845e6905fc2a8afe93175d94a83ba2a01a0 \
-    --hash=sha256:e7b576130c69225432866fe2f4a469a85a54ade141d96fd396dffcf607b558f8 \
-    --hash=sha256:e8465ab91a4bd96d36dde3263f06caa6a8a6019e4113f24dc753d79a8b3a3f82 \
-    --hash=sha256:e96cea19e34778f8d59fe40775a7a574d95816eb150850a85a7a4c8f4b94ac69 \
-    --hash=sha256:ece5c59f0ce7d001e017643d8d24da587ea1f74f6993467d85ae8a5ef9d4f42b \
-    --hash=sha256:eceb81a8d74f9267ef4081e246ffd6d129da5d87e37a77c9bde550cb04870c1c \
-    --hash=sha256:ed2e99c456e3fadd05c991f8f437ef902e00eedf34320ba2b0842bd1c3ca3a75 \
-    --hash=sha256:f0cd744688278965817fd0839c4a4116add48d23890d468bc436f78beb28abf5 \
-    --hash=sha256:f14f8f046c14563f8eb3f45f499cc658ab8d10072961e07225e507adb700e93f \
-    --hash=sha256:f15489ba13d61f670dcc96772e733aad1a6f9c429cc27574c6cdaed82d0146ad \
-    --hash=sha256:f31d95a179f8d64d90f6831d71fa93290893a33148d890ba15de25642c5d075b \
-    --hash=sha256:f41a7489d32336dbf2199c8c0a215390a751c5b014c2c1c5366e817202e9cdf7 \
-    --hash=sha256:f41eb9797986d6ebac5e8edff36d5cef9de40def462311b3eb3eeded1431e425 \
-    --hash=sha256:f547144f2966e1e16ae626d8ce72b4cfa0caedc7fa28052001c94fb2fcaa1c52
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
 pygments==2.20.0 \
     --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
@@ -986,9 +1020,9 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via uvicorn
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via pandas
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1074,9 +1108,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via feast (pyproject.toml)
 rpds-py==0.30.0 \
     --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
@@ -1201,70 +1235,70 @@ six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
     # via feast (pyproject.toml)
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -1341,9 +1375,9 @@ tqdm==4.67.3 \
     --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
     --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -1368,13 +1402,13 @@ typing-inspection==0.4.2 \
     # via
     #   fastapi
     #   pydantic
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via pandas
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
 uvicorn[standard]==0.34.0 \
     --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
@@ -1437,116 +1471,114 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
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+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websockets==16.0 \
     --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
@@ -1611,7 +1643,7 @@ websockets==16.0 \
     --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
     --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
     # via uvicorn
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
diff --git a/sdk/python/requirements/py3.11-ci-requirements.txt b/sdk/python/requirements/py3.11-ci-requirements.txt
index 2d496a89f36..4f011ae852b 100644
--- a/sdk/python/requirements/py3.11-ci-requirements.txt
+++ b/sdk/python/requirements/py3.11-ci-requirements.txt
@@ -137,6 +137,7 @@ aiohttp==3.13.5 \
     #   aiobotocore
     #   aiohttp-cors
     #   fsspec
+    #   mlflow
     #   ray
 aiohttp-cors==0.8.1 \
     --hash=sha256:3180cf304c5c712d626b9162b195b1db7ddf976a2a25172b35bb2448b890a80d \
@@ -154,6 +155,10 @@ alabaster==0.7.16 \
     --hash=sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65 \
     --hash=sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92
     # via sphinx
+alembic==1.18.4 \
+    --hash=sha256:a5ed4adcf6d8a4cb575f3d759f071b03cd6e5c7618eb796cb52497be25bfe19a \
+    --hash=sha256:cb6e1fd84b6174ab8dbb2329f86d631ba9559dd78df550b57804d607672cedbc
+    # via mlflow
 altair==4.2.2 \
     --hash=sha256:39399a267c49b30d102c10411e67ab26374156a84b1aeb9fcd15140429ba49c5 \
     --hash=sha256:8b45ebeaf8557f2d760c5c77b79f02ae12aee7c46c27c06014febab6f849bc87
@@ -255,9 +260,9 @@ attrs==26.1.0 \
     #   jsonschema
     #   openlineage-python
     #   referencing
-azure-core==1.39.0 \
-    --hash=sha256:4ac7b70fab5438c3f68770649a78daf97833caa83827f91df9c14e0e0ea7d34f \
-    --hash=sha256:8a90a562998dd44ce84597590fff6249701b98c0e8797c95fcdd695b54c35d74
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d \
+    --hash=sha256:f46ff5dfcd230f25cf1c19e8a34b8dc08a337b2503e268bb600a16c00db8ad5a
     # via
     #   azure-identity
     #   azure-storage-blob
@@ -265,9 +270,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ab23c0d63015f50b630ef6c6cf395e7262f439ce06e5d07a64e874c724f8d9e6 \
     --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
     # via feast (pyproject.toml)
-azure-storage-blob==12.28.0 \
-    --hash=sha256:00fb1db28bf6a7b7ecaa48e3b1d5c83bfadacc5a678b77826081304bd87d6461 \
-    --hash=sha256:e7d98ea108258d29aa0efbfd591b2e2075fa1722a2fae8699f0b3c9de11eff41
+azure-storage-blob==12.29.0 \
+    --hash=sha256:2824ddd7ebc9056034ebc76b17971a38e9aa5835abb0d565b9700493f2a6c657 \
+    --hash=sha256:ccf8a1bcd5e49df83ab85aab793b579e5ba2eeea2ad8900b2f62ca3a37dc391f
     # via feast (pyproject.toml)
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -346,14 +351,18 @@ beautifulsoup4==4.14.3 \
     # via
     #   docling
     #   nbconvert
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
 bleach[css]==6.3.0 \
     --hash=sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22 \
     --hash=sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6
     # via nbconvert
+blinker==1.9.0 \
+    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+    # via flask
 boto3==1.38.27 \
     --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
     --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
@@ -370,49 +379,50 @@ botocore==1.38.46 \
     #   moto
     #   s3transfer
     #   snowflake-connector-python
-build==1.4.2 \
-    --hash=sha256:35b14e1ee329c186d3f08466003521ed7685ec15ecffc07e68d706090bf161d1 \
-    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f \
+    --hash=sha256:302c22c3ba2a0fd5f3911918651341ebb3896176cbdec15bd421f80b1afc7647
     # via
     #   feast (pyproject.toml)
     #   pip-tools
     #   singlestoredb
-cassandra-driver==3.29.3 \
-    --hash=sha256:064bf45d3ca87239e11168c0110676fc64f7fdbddb4bcba9be787b8ad5f6d734 \
-    --hash=sha256:0785f6e0986089e922378ae3b64b5f696440aeb595fb84c2cf3ccef220c6ae91 \
-    --hash=sha256:158f7e5cb894a76a592aa0ca659a8e7c2a57ef603e04c07bbbc289a70e9ac893 \
-    --hash=sha256:1c241ba08473baf31a333feb59793190d01625541c2368d3bbb0f43a586f1d6a \
-    --hash=sha256:26013d768b2ea4728c09144b08c0eb86ad692e85cb15f4e52e3107abca83683c \
-    --hash=sha256:27adf8869937461ad08c5fefb47857532e467b408db496db4dbf8b132a4bd623 \
-    --hash=sha256:281f67af1b8df88741eef551afbb49f78e4f366a7ab23e7060a1f0d6ba655752 \
-    --hash=sha256:29fc241475801872dc27c3dd1a3976373536223dd4fd1c01868ff86bdbbfd48b \
-    --hash=sha256:2b72312a8b62a905da6133effbba9b0731c8e30af96e10ca77fc5c34532c6827 \
-    --hash=sha256:2cb72808dfc46c40a6ee352ace181ce3170adde1cfd1447da91709a8cf482e20 \
-    --hash=sha256:38216e13d6f2e0d4513a5b8806e70ce4a8f28a82962793a67371582fc2c7141b \
-    --hash=sha256:3f654b01d8d49f68deedfaff1edcff314e3103d29130b2a034df6c490c522351 \
-    --hash=sha256:51d6a5390e2454b599500049f0a5c72aa701db155c1e542f9a1157c1c45814b1 \
-    --hash=sha256:54afde4aaa5b55fbc2c075e1c55fb14a5739459428f3bb81f849ad020f7d5bcf \
-    --hash=sha256:572bd5a01089ab92da12f4f52b32b878547bbc544a798d8cfd042e7fc2601c75 \
-    --hash=sha256:5a0113020d86e8f61c7a2ae3d508720cd036df7462a55926b85dd97ada27e143 \
-    --hash=sha256:5f9858b5ccdf75dd89c20d74474b59dd3a2e2f86c7251b310011c46acdef3874 \
-    --hash=sha256:638047c1f70fb14c9d8f743931d4f4f42aff6793b47afded3097c002ef8c1165 \
-    --hash=sha256:63adca0f9219be3fe8789f4aa7b77c5f6a7bf65d6442959db52c653140ca4185 \
-    --hash=sha256:7552fb7189acd06161f8feac7045a387dc9e03b3b9f7dcb5675178906cee792e \
-    --hash=sha256:7a2f371af54cd1d153ef373a733889ebfbcc9c30e00429fc12a2569bad9239e1 \
-    --hash=sha256:84b24f69a7bbe76302330d47422a7fcc1998a6a96ffd414a795d7d95992b49cb \
-    --hash=sha256:891a1b6a111a591ad9f1c9e088846848dc9e6be030a6086c8c3aa5d2d837f266 \
-    --hash=sha256:96ad742f5cbfb771df512959ab5de36e248ce9aa2c487fd81c37d5c0a627c094 \
-    --hash=sha256:9abedc832e9a6636741299aae46c032d8c1248b507d8cebbaa2f48ec202904bc \
-    --hash=sha256:9b7032b44769c454e96aa11483bfd167a87ea341268f1075b0ff84f780c910a9 \
-    --hash=sha256:c935431682557ffcd3efc1c7bcb01b0f6769a1c90751a7154d5e3c905a6a2042 \
-    --hash=sha256:e1d09691d757f5b1900a98cc3b6cc7d8506683a2188c01eca86545f91edbbaf5 \
-    --hash=sha256:facd488c2b9be8bffcad5903566581e96d2863d2ec4bcad7f114d1b2b2f39ad0 \
-    --hash=sha256:fcf45725ae1751cb934b9b827a7d9cd899bbd09eb1ad28e2160b4584de35ba77 \
-    --hash=sha256:ff6b82ee4533f6fd4474d833e693b44b984f58337173ee98ed76bce08721a636
+cachetools==7.1.3 \
+    --hash=sha256:135cfe944bc3c1e805505f65dae0bef375a2f96261171ab66c79ef77d0bda39d \
+    --hash=sha256:9876787e2346e20584d5cca236cb5d49d04e7193de91646f230725b2e1e8b804
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+cassandra-driver==3.30.0 \
+    --hash=sha256:0c28a8e84917acebecbaed39844047c2f135739c3627dd7b9f8541af33e11df3 \
+    --hash=sha256:0f4225082a11d9529416c223553ab38a29c4e65da6646b40159c554480dc002c \
+    --hash=sha256:136b46437b9902673264e101cdaab309d3e40607bff34430bda86b785badc6e4 \
+    --hash=sha256:137498e2a9b6f578d1902e1af8a988e50b8fe134c76a176f1b8a774e906bc66c \
+    --hash=sha256:17fb53587c9fc6a27b5c4a89b4f3d9169be43fc572d6f3f67494aa74708be936 \
+    --hash=sha256:1d64cbdce764c33e284d339b9a749736d68971edf8b537888f2d13c4b0d1313f \
+    --hash=sha256:212af4d8ff934c30538f4bdf7da61f14dc9a30349f6cac2161c8125e56fad928 \
+    --hash=sha256:2637644eac9274e46b0c2a7f729158bdf8582b6842dc48e18297211dd3ee1fec \
+    --hash=sha256:289e86c81be2543cb9055600c0819850db921e6e138a84e5c88ec160662c7207 \
+    --hash=sha256:2a0679ebcfdcecb3763c690b5bc6a517e0c0803f7bc88e0a6c793e5e421b558a \
+    --hash=sha256:385134eba72f048707cd800de0a61cf3c23246113edffe9bc6bc2eb86282d26b \
+    --hash=sha256:5c6cbb396ad6fe456efc799d3b8b6bda360ffc06552c5be2ce1a88ac381a305c \
+    --hash=sha256:61d7eeb17d8f76d5b4a9b1239145250f2a9f7bf949c30e2cc36196b5a0523ce1 \
+    --hash=sha256:6a5c8982f2b9eb4e789fc12cdd930b1e1511b6d046dde31d0703f855745556a3 \
+    --hash=sha256:6d449f49ce866ac20a1c3d80b1f9245ecdfd1e67b843dccd3d6eccdfe519c02e \
+    --hash=sha256:7e4cfd6ec3023576ed0ffa34882d9778e4bacfd918048ae9139ccdd00628ed85 \
+    --hash=sha256:83a9148d408a3dbb48ea1802d643d60fa53cd69dc7b9a244511ecf5b917e4f53 \
+    --hash=sha256:8c4acd28791854c23ca68be50a7a750c9413ba80fec0ca5c27c2be05f6f3fe0a \
+    --hash=sha256:8d5e3575ec01d8c043b56ff25de6f61ff4c9ed5cb3ea4c3d9df98def71ba710c \
+    --hash=sha256:923a6e1c3fa5f98f846a028b1a7207ec9e7d8cfa54ea47a507d41122efa2f54f \
+    --hash=sha256:c1b4aa6c7706dec839134adb6a2094d90c5f6f35efa08028ed6aae6e67c8643e \
+    --hash=sha256:c64e20bf46b49f8ef64569208d4a395b0928c27d5960559922a2d13471924d0d \
+    --hash=sha256:d2f9e00127f70dff42d4ef932df8a6b81170c2861d4e75c8b13f4b4816b4450c \
+    --hash=sha256:d73c0429813045ba86b92fc033fbcfd495aa10e9d4a40fe30b6e9dfe8b5d3ab4 \
+    --hash=sha256:e12dfcd3f0074c16f4bfe650242edb406b935864373ae86160e09e3f5e437e84 \
+    --hash=sha256:ff2e9fbdc1be54c1d041ea3f7d09812442f334be14bb5ad7aede175544765d25
     # via feast (pyproject.toml)
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via
     #   clickhouse-connect
     #   docling
@@ -650,94 +660,85 @@ charset-normalizer==3.4.7 \
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
+    #   flask
     #   geomet
     #   great-expectations
+    #   mlflow-skinny
     #   pip-tools
     #   ray
     #   typer
     #   uvicorn
-clickhouse-connect==0.15.1 \
-    --hash=sha256:08df7857ecd2e345abbbdfc54d80fa060732cf75c953940355140af9a73b730a \
-    --hash=sha256:0bef871fb9803ae82b4dc1f797b6e784de0a4dec351591191a0c1a6008548284 \
-    --hash=sha256:158325a06978f91a182967341188502a0761447d1e13ffa775cf017def1a3d9e \
-    --hash=sha256:167e674dff8ac12be7796d93190b6fe9097c042940b3c41d87fe4d85970be27d \
-    --hash=sha256:1ef6922c8887a8b0db49a81823ef031807c971f628a363f6d53b030abaefd589 \
-    --hash=sha256:1ff5d10c6e49d36ee6941f52c4233f2bfb4198e9c726fed224f725974a667e37 \
-    --hash=sha256:24cdfe9b486c8f2e66f5f51b1f322d89d9eb4df29d9ebb2fa19b553065651e85 \
-    --hash=sha256:265f1660e8db5006ca32e8894e6c6cc984b343d96171ab0580b2104084b0fc08 \
-    --hash=sha256:2e19c9daabe4c24027006e903d0ba3f2a6b2e0703af37b2536335ac4558d541e \
-    --hash=sha256:2e52e20190004ed4578b803b1d5f2097c336fafec41b2cc0d490b5a4964c1284 \
-    --hash=sha256:371a201ee128ba2b47bd05e2f184b0d20fb78171d27441a6fb1183f4fcc9316e \
-    --hash=sha256:3b456d469db994b188bb0b5afa373e8f2e5e2bf41a70a736b9ed2485a976e9ae \
-    --hash=sha256:3cf1b78abf7e1b97ab279a2b244357c40657d2d8504ff3f713c6577cd0550b38 \
-    --hash=sha256:46bcebd00aff52ea5f7433e9cee1157b411dba9187f6677a18378c799c27c8aa \
-    --hash=sha256:4bf70933ab860bd2f0a872db624603706bed400c915c7aeef382956cf8ebbdf3 \
-    --hash=sha256:4f87d283399cbda676c8765605bf60dc6559df6fd38cbb9ea07048a4b34dda26 \
-    --hash=sha256:5046cb96d1c344c35198fe072a21ce3f273754df3e58fd0a6222c9a1aff72e75 \
-    --hash=sha256:5462bad97d97919a4ed230e2ef28d0b76bec0354a343218647830aac7744a43b \
-    --hash=sha256:57ad606e878fd284242713449217a0c475fde6b9b7ab59e7ba9e9c388431f004 \
-    --hash=sha256:5ab0d019c18d9d63b228ce2e45768f6c65fd27067d1127ab3e558c35c90f52ef \
-    --hash=sha256:5de299ada0f7eb9090bb5a6304d8d78163d4d9cc8eb04d8f552bfb82bafb61d5 \
-    --hash=sha256:60aa8c9c775d22db324260265f4c656f803fbc71de9193ef83cf8d8d0ef6ab9a \
-    --hash=sha256:691cbf6d3dd16988feb75d43942bb212f50f0cbec284eb249e0cd33ebf74ad09 \
-    --hash=sha256:693a03e44256886ac5dd26dc708833913157ec72e3b3a44fb89fd5fc202f85dc \
-    --hash=sha256:6f9619f9e8885886039e451c2e22d3fb9bd2e95bc64bbf4ebe6c0a50875785f4 \
-    --hash=sha256:7586fae639db65d6ff9f7d539aaac04ebd8604657751d78f6b45e7f971be83f3 \
-    --hash=sha256:76699fb79c0de182f915d96a08c15afc19755d9d0e9c93411abb0e4b539c7166 \
-    --hash=sha256:7a590116037ae56fab339b625f317d7c0a15bbede5f2f206ce1e55b1a2385e90 \
-    --hash=sha256:82e60e108d78e32d58a0f21570b02d3baad67ccbad6482eeb79d74a616d8a5ad \
-    --hash=sha256:83d881bf786b05489ccf96f07972b9c28638b513f3e064d39987d837749b35e3 \
-    --hash=sha256:859c718cb93780dd681f75d59ceaf4415915fa9617a5ba2de6105e291d6df3ad \
-    --hash=sha256:873d8f74eaec141f40ae060318c32353da94fdd4601f925bfd52426f3ddcd689 \
-    --hash=sha256:8bb70307589099c67dfe9a973998491bc82c1af9040560b5ebab799721bb197d \
-    --hash=sha256:9610ef6ff653f8a030f50e39cdeb1a39bea925c48f9196d787ea4b9f5eb1c8f0 \
-    --hash=sha256:99d55aab64fdeb53d74c16d2c46ae5491e90aa37ba55c24884a68a869418ee8e \
-    --hash=sha256:a1266a52bf61f0420630f625c5ac87bc2d095f08321820546300a699d4300ba3 \
-    --hash=sha256:a326e2f5518d6a9d71f0895d50a3ccd8c4d5e3abb625f39330512ff3c45c6731 \
-    --hash=sha256:a9d1e12bf86cd96626f74d21e3ac237abcda105f55cd2e78d139197d35f86209 \
-    --hash=sha256:aa9890507aac52a8a5363813bb315b6867e86a97ffa08576cb934603f5bc0216 \
-    --hash=sha256:ae24e4e7b10ff140c9041d9bdb2c08781145d844c7486c2661d223ededce7634 \
-    --hash=sha256:aeb09a6f8585f3bd4d8c5bead38f3821c076e0bca08c474a7b9039732a6e2e9a \
-    --hash=sha256:aed10f7615d0c72457d21ace9b59bfcbea0293188af2ffa3f3c2942d36974e7c \
-    --hash=sha256:b2f5174fc6001a1555fc3cb565f3b727e1b786d572df0b30d14929ae13bd3542 \
-    --hash=sha256:b692998e6dea344a4a2d7c34c129379767a068f234e1cb721ba27f1f023c70ee \
-    --hash=sha256:b6d107b5f964af97f25a0d1bfd59fe3510f2a646c87ad4f9ab9014bb0c66aa1c \
-    --hash=sha256:b8236c7dd675ed13d5e96f1f9126eeb711e8c266e4a0476ebc32be8a17decb32 \
-    --hash=sha256:c12d9f2b2fc57adaf5ea267804f00e520771794641227ed5285e38fdf36557a6 \
-    --hash=sha256:cd41ebe8b7f1c2579b22bbc414a800f3f8f5c843928019aca27c81592f70c5a7 \
-    --hash=sha256:cdeee50fb2822e4f886d9676c5979b9e6f93ee9159b1aa1b7d62e71bcf7ae551 \
-    --hash=sha256:d0dad989ae193c7261b12c9829f219fc1cb1ae9cad380c35cfe489f139c03ee9 \
-    --hash=sha256:d10e8f42bafa12d43dd280d157af1ca5a1743e0ca94e61de94c1d00cb1b2da2b \
-    --hash=sha256:d3fca3e0781b664556690decc788e7d25691043bf67a0d241e9c29233a2990d5 \
-    --hash=sha256:d6e98c0cf53db3b24dc0ff9f522fcf13205b1d191c632567d1744fbd4671741f \
-    --hash=sha256:d75324bb3a611eeb8c22b7fdda7c2cbc6ddbcc3871c65624b97f219430ded282 \
-    --hash=sha256:df93fa024d6ed46dbc3182b6202180be4cf2bbe9c331dcb21f85963b1b3fd1e5 \
-    --hash=sha256:e1a157205efd47884c22bfe061fc6f8c9aea844929ee755c47b446093805d21a \
-    --hash=sha256:e307ea69dc2a6e6d942d2799ee8bfe20c99019ddf95121cbeaf7efbb97f79f09 \
-    --hash=sha256:e702b77720ae6fd501e5a52262518dddb6c705fbc122bca4567694fb0bab401f \
-    --hash=sha256:e88a31bbd9da7f4b49de39d21e8c93c8fbb5cf487071e935af0eba884681df00 \
-    --hash=sha256:e911cffe6a9d9d27ccf91b8060086254c152c48ade47c1de3fc8e91d22cdd143 \
-    --hash=sha256:eb595e820e46ccdffd702d23e4d1d1efadaa60db81a3da53e693ab055d8a3b1a \
-    --hash=sha256:ecf244f91fc72e5dfe83652baf69a7ced414e9147288138897bc4376ebd6f8ac \
-    --hash=sha256:f03814b6e6a72892ce913eaef3931e6d011068480e9c19b80e5c640fdac55109 \
-    --hash=sha256:f13c34ad1ddb0d1efc92bc4039b50b534da94c51bbce25e61484bfd28b231cb5 \
-    --hash=sha256:f25df0298ecea9c29768ab1267ff1186aacfff0cbd75ff3b588644043f313cd6 \
-    --hash=sha256:f2aaf5fc0bb3098c24f0d8ca7e4ecbe605a26957481dfca2c8cef9d1fad7b7ca \
-    --hash=sha256:fa01fdb92db6bf72cb9509eecd0a0057a4558a4f40c02eebffbc2d61b644620e
+clickhouse-connect==1.0.0 \
+    --hash=sha256:03ab4bda888575a2ea882ad4ed05bf9f5f15bb621209f6a4045231e3f26fedf7 \
+    --hash=sha256:046f79215ebdd62192cc36e4d81b549570ca46e5b61e107b0d54cf7855b2ffff \
+    --hash=sha256:04ba770a1e3d0f2d093fc7400d2da0e121b55b092b65250d738e09b0139a594e \
+    --hash=sha256:07c23806a5dd00e95d7edd75796a2667234e99934033fb8f39659f58eb18fab1 \
+    --hash=sha256:0a6faf07cfb16feb345c36dc5e2895a655d923ef64f10ff616eca44dfe5cc5b0 \
+    --hash=sha256:0d4ed1e296c6e77dc0dbf486607cc39fc6e36866abb653543d5ad0a8426ea8f0 \
+    --hash=sha256:0fcccd2b49d57a09e465fc0c01c7c323f0db637241b3fc93d869d1b256c46184 \
+    --hash=sha256:1265ab0139fcf6fd36d358697a1a4dab313a6bdb7ab9a9bc8ecc3f656f16dee3 \
+    --hash=sha256:1415f440ae59b03e10bd5cc11c0034f30ad5f8fad74b42153926482c99ac21eb \
+    --hash=sha256:20b76e54c9ea77e86c47b3194f1a9ff1833bd6fa34cb81bfcec621eff94ed033 \
+    --hash=sha256:250826f2c3a8466faa51e03902f4c989be5da6f2ab6f74928afadd19ce1e2336 \
+    --hash=sha256:29185891d5de03f60ff9da37dbe1e1e44bed8ef252d0d1281ddf3a450dfe5023 \
+    --hash=sha256:295e6ff6e3f7fe71c28b1753967d8669ce12d924486150c74c892d8f67cba4d9 \
+    --hash=sha256:298e7816ae3ecb7935bf1fe3fb8b8e9eb639e4e14516b87f01ef5a1c223b992c \
+    --hash=sha256:2ff97a4a607eb525d9835c939a05ff63f0d3127f33afe1ed78b05d928f49c16c \
+    --hash=sha256:320f0c53c4cb8b06732d875cabd35a357992a9e0fcf9f4a18b631ea7ce377ef1 \
+    --hash=sha256:3222ae6bf39930a34ff4a483c6b34a1f3dab02d6743428b0383f4d47af7a48db \
+    --hash=sha256:34557e29c4dfa0df1f6e26d053d6af1ae8d1444f4bd44a5c647dc7dd3bea22c0 \
+    --hash=sha256:345838366b453a8c9c38366ac54493c2fb325982967d7bd0cde3ff619b66d9b7 \
+    --hash=sha256:39315f2096809a08cdc75850b52a3675a0639525bbd634b87c4f188bfd875200 \
+    --hash=sha256:40f9ade34a50ef2edfa0007d7b300a72fb4be239a0581b5ffc46f165b6a3d1a6 \
+    --hash=sha256:444a735bf44390cbd0a81d84d3b20bd0c36084d2a8b9d030bc41b938c3dff1d1 \
+    --hash=sha256:46b6dbabbda32e7e717b2732585ffbccf11815ad36987af57a068a66d1a0292c \
+    --hash=sha256:4959f9b8915d5a64193523b9b25d7446c583befb5e339cbf45dba68eb2c4abbb \
+    --hash=sha256:4964db35f9352452861e0d4d93ea4e7f41c77889e6f78092fe6c6cae5e09f478 \
+    --hash=sha256:53f1f9cd31b1af371340f39923a08ba0aef57a7a85ef4a27376107f376c1efc3 \
+    --hash=sha256:56a0d59bc1639827ac7ad14158ba557e5287f6cee1b6c942fc1747be12cbcc07 \
+    --hash=sha256:5ce486901a4042f6fc6a76ad2961bf5be7c4d970fabecf99113f6cb49d936303 \
+    --hash=sha256:6977afeabca17cdd3bc11215902f20e850eb1d71451d93eaee8ac26068a84af4 \
+    --hash=sha256:715f50937fcafa849c53314d443b55fb5b04b938f2402ec135c41e515a8312af \
+    --hash=sha256:77a5ce7880dea5deadd53d189cf690bdee14513c055343104f5ad3ddcfe25025 \
+    --hash=sha256:80c455d0ce5d93c4a744911dcbfb37124c009a826727770fd86f21a47d654333 \
+    --hash=sha256:8c4f5c8fa36b605435b32efea4f40ce11babb5f5afcec1e00f6a6cce81f81000 \
+    --hash=sha256:8e74375b92cfa94cb4c944a393a027af5c5ed562fc6b862baf6288696bc48688 \
+    --hash=sha256:965a496c770d17d061115ad096d2c966af3cee40c167b035afd0f3bd8037327b \
+    --hash=sha256:98a3efce3af5308ba3ed140c20a4dc6bf175736e2803b5cb75838ee36365a4eb \
+    --hash=sha256:9a2612b246bb9aa69419b8d24732df50e80579f0c43dea97db457cc15b39bfb2 \
+    --hash=sha256:9c64f7a26f97eeca472dab6ca9baddc1e36fae1d1c244541926ada4fad14a99b \
+    --hash=sha256:9ec2a93d353415951ab10da943f30f0038acc0a1ff82b3253d82a106f3065f34 \
+    --hash=sha256:a763c1b1c7977fcab59d2d1d2f249a5231abf44f8a3aa5b0df06bb849b5d0f65 \
+    --hash=sha256:a9e780a6d45025469d4e9cea5fec8b0ee55ef76bae867b2f255a106c0c720133 \
+    --hash=sha256:ab0a095afd9a6353872a51304c795949fb31f8fdf7519a0f27d7c0fb255983d7 \
+    --hash=sha256:aebf884c1aed8cf857d3323ac041e1cf636a865d231dc241543d9a68e82b553d \
+    --hash=sha256:bbc6000c1c297b969b6d0a097e84a7bfa31931b0512e4eb1674c6c6d158ade0b \
+    --hash=sha256:d84b8b799c71a88a600ca0455fed2d2edb320f510b04969bf04ca6f4807ab4fc \
+    --hash=sha256:dae66adb575b7eb9626d84edad4481d5c3d93ca680766c3f1891c13694913bee \
+    --hash=sha256:de4a5d1ffa12127f89b5308f95c6ef5da9b1c7f5d133a7d540c364bf259351fc \
+    --hash=sha256:e7cfb81c08685ad721b30cb702324de8763f7e8ff8aa653d1c7b602363524cd9 \
+    --hash=sha256:ede49d49101023f45d8cfb985719a9c20cf40ff4c60a9f895d48c17dac278448 \
+    --hash=sha256:ef3b69da678fe40056f585c0a788356b6eeda04b751a3837ffe75340155ecfdb \
+    --hash=sha256:ef8ba83257515fd38a7007a9ae1e8b70bf38d38f4bba34c3b7660af648f88cd2 \
+    --hash=sha256:f61a6d42228694cbfcdf806061e752fc88511926389a271987d61c360029b72f \
+    --hash=sha256:f8730073bc1adcee13b338b347f68fa0ec7b2460aecce227be2d5abb01ea7b8c \
+    --hash=sha256:fc0801be2505b2e3d3b0337c875a624eab61912b8fd55218424ad52a69deab10
     # via feast (pyproject.toml)
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
     --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
-    # via dask
-codeflare-sdk==0.36.0 \
-    --hash=sha256:5dfba97aef0c2a83437682b960a9c323d54e459d949e24729d00d330b00b96a2 \
-    --hash=sha256:cbac45169916e63198d214492ed1c17c49ee27d3e98303cff59e2170266a441d
+    # via
+    #   dask
+    #   mlflow-skinny
+codeflare-sdk==0.37.0 \
+    --hash=sha256:2106118d9341db7e329da59f296bc635c08e365d4a644013bb9a55ce38c54da5 \
+    --hash=sha256:a5f86b9541a3ef2498bc920465b0e106c4e58bfa2004d14ff177f83761afd469
     # via feast (pyproject.toml)
 colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
@@ -755,6 +756,80 @@ comm==0.2.3 \
     # via
     #   ipykernel
     #   ipywidgets
+contourpy==1.3.3 \
+    --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
+    --hash=sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc \
+    --hash=sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880 \
+    --hash=sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a \
+    --hash=sha256:0c1fc238306b35f246d61a1d416a627348b5cf0648648a031e14bb8705fcdfe8 \
+    --hash=sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc \
+    --hash=sha256:15ff10bfada4bf92ec8b31c62bf7c1834c244019b4a33095a68000d7075df470 \
+    --hash=sha256:177fb367556747a686509d6fef71d221a4b198a3905fe824430e5ea0fda54eb5 \
+    --hash=sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263 \
+    --hash=sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b \
+    --hash=sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5 \
+    --hash=sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381 \
+    --hash=sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3 \
+    --hash=sha256:2a2a8b627d5cc6b7c41a4beff6c5ad5eb848c88255fda4a8745f7e901b32d8e4 \
+    --hash=sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e \
+    --hash=sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f \
+    --hash=sha256:33c82d0138c0a062380332c861387650c82e4cf1747aaa6938b9b6516762e772 \
+    --hash=sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286 \
+    --hash=sha256:3519428f6be58431c56581f1694ba8e50626f2dd550af225f82fb5f5814d2a42 \
+    --hash=sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301 \
+    --hash=sha256:3d1a3799d62d45c18bafd41c5fa05120b96a28079f2393af559b843d1a966a77 \
+    --hash=sha256:451e71b5a7d597379ef572de31eeb909a87246974d960049a9848c3bc6c41bf7 \
+    --hash=sha256:459c1f020cd59fcfe6650180678a9993932d80d44ccde1fa1868977438f0b411 \
+    --hash=sha256:4d00e655fcef08aba35ec9610536bfe90267d7ab5ba944f7032549c55a146da1 \
+    --hash=sha256:4debd64f124ca62069f313a9cb86656ff087786016d76927ae2cf37846b006c9 \
+    --hash=sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a \
+    --hash=sha256:50ed930df7289ff2a8d7afeb9603f8289e5704755c7e5c3bbd929c90c817164b \
+    --hash=sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db \
+    --hash=sha256:556dba8fb6f5d8742f2923fe9457dbdd51e1049c4a43fd3986a0b14a1d815fc6 \
+    --hash=sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620 \
+    --hash=sha256:5ed3657edf08512fc3fe81b510e35c2012fbd3081d2e26160f27ca28affec989 \
+    --hash=sha256:626d60935cf668e70a5ce6ff184fd713e9683fb458898e4249b63be9e28286ea \
+    --hash=sha256:644a6853d15b2512d67881586bd03f462c7ab755db95f16f14d7e238f2852c67 \
+    --hash=sha256:655456777ff65c2c548b7c454af9c6f33f16c8884f11083244b5819cc214f1b5 \
+    --hash=sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d \
+    --hash=sha256:6afc576f7b33cf00996e5c1102dc2a8f7cc89e39c0b55df93a0b78c1bd992b36 \
+    --hash=sha256:6c3d53c796f8647d6deb1abe867daeb66dcc8a97e8455efa729516b997b8ed99 \
+    --hash=sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1 \
+    --hash=sha256:70f9aad7de812d6541d29d2bbf8feb22ff7e1c299523db288004e3157ff4674e \
+    --hash=sha256:8153b8bfc11e1e4d75bcb0bff1db232f9e10b274e0929de9d608027e0d34ff8b \
+    --hash=sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8 \
+    --hash=sha256:88df9880d507169449d434c293467418b9f6cbe82edd19284aa0409e7fdb933d \
+    --hash=sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7 \
+    --hash=sha256:92d9abc807cf7d0e047b95ca5d957cf4792fcd04e920ca70d48add15c1a90ea7 \
+    --hash=sha256:95b181891b4c71de4bb404c6621e7e2390745f887f2a026b2d99e92c17892339 \
+    --hash=sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1 \
+    --hash=sha256:a15459b0f4615b00bbd1e91f1b9e19b7e63aea7483d03d804186f278c0af2659 \
+    --hash=sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4 \
+    --hash=sha256:ab2fd90904c503739a75b7c8c5c01160130ba67944a7b77bbf36ef8054576e7f \
+    --hash=sha256:ab3074b48c4e2cf1a960e6bbeb7f04566bf36b1861d5c9d4d8ac04b82e38ba20 \
+    --hash=sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36 \
+    --hash=sha256:b08a32ea2f8e42cf1d4be3169a98dd4be32bafe4f22b6c4cb4ba810fa9e5d2cb \
+    --hash=sha256:b20c7c9a3bf701366556e1b1984ed2d0cedf999903c51311417cf5f591d8c78d \
+    --hash=sha256:b2e8faa0ed68cb29af51edd8e24798bb661eac3bd9f65420c1887b6ca89987c8 \
+    --hash=sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0 \
+    --hash=sha256:b7448cb5a725bb1e35ce88771b86fba35ef418952474492cf7c764059933ff8b \
+    --hash=sha256:ca0fdcd73925568ca027e0b17ab07aad764be4706d0a925b89227e447d9737b7 \
+    --hash=sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe \
+    --hash=sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77 \
+    --hash=sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497 \
+    --hash=sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd \
+    --hash=sha256:d002b6f00d73d69333dac9d0b8d5e84d9724ff9ef044fd63c5986e62b7c9e1b1 \
+    --hash=sha256:d06bb1f751ba5d417047db62bca3c8fde202b8c11fb50742ab3ab962c81e8216 \
+    --hash=sha256:d304906ecc71672e9c89e87c4675dc5c2645e1f4269a5063b99b0bb29f232d13 \
+    --hash=sha256:e4e6b05a45525357e382909a4c1600444e2a45b4795163d3b22669285591c1ae \
+    --hash=sha256:e74a9a0f5e3fff48fb5a7f2fd2b9b70a3fe014a67522f79b7cca4c0c7e43c9ae \
+    --hash=sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77 \
+    --hash=sha256:f64836de09927cba6f79dcd00fdd7d5329f3fccc633468507079c829ca4db4e3 \
+    --hash=sha256:fd6ec6be509c787f1caf6b247f0b1ca598bef13f4ddeaa126b7658215529ba0f \
+    --hash=sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff \
+    --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
+    --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
+    # via matplotlib
 couchbase==4.3.2 \
     --hash=sha256:032a180afd6621358b2c73543b9c5db9939b442fc3ad6d54417c36c8a8f65838 \
     --hash=sha256:11ce688ed46edf8387bf51866618c7b4e06399e7fb34a6df002764996c109d1f \
@@ -821,164 +896,164 @@ couchbase-columnar==1.0.0 \
     --hash=sha256:fc0fad2d386c5b5df7aaaccd8751e01caa886cc640cc8c92523dd07c4e7be519 \
     --hash=sha256:fc4efa3e15190c3731478006de494b046bc57785e9c8ae99ac8b375a91683e38
     # via feast (pyproject.toml)
-coverage[toml]==7.13.5 \
-    --hash=sha256:012d5319e66e9d5a218834642d6c35d265515a62f01157a45bcc036ecf947256 \
-    --hash=sha256:02ca0eed225b2ff301c474aeeeae27d26e2537942aa0f87491d3e147e784a82b \
-    --hash=sha256:03ccc709a17a1de074fb1d11f217342fb0d2b1582ed544f554fc9fc3f07e95f5 \
-    --hash=sha256:0428cbef5783ad91fe240f673cc1f76b25e74bbfe1a13115e4aa30d3f538162d \
-    --hash=sha256:04690832cbea4e4663d9149e05dba142546ca05cb1848816760e7f58285c970a \
-    --hash=sha256:0590e44dd2745c696a778f7bab6aa95256de2cbc8b8cff4f7db8ff09813d6969 \
-    --hash=sha256:0672854dc733c342fa3e957e0605256d2bf5934feeac328da9e0b5449634a642 \
-    --hash=sha256:084b84a8c63e8d6fc7e3931b316a9bcafca1458d753c539db82d31ed20091a87 \
-    --hash=sha256:0b67af5492adb31940ee418a5a655c28e48165da5afab8c7fa6fd72a142f8740 \
-    --hash=sha256:0cd9ed7a8b181775459296e402ca4fb27db1279740a24e93b3b41942ebe4b215 \
-    --hash=sha256:0cef0cdec915d11254a7f549c1170afecce708d30610c6abdded1f74e581666d \
-    --hash=sha256:0e223ce4b4ed47f065bfb123687686512e37629be25cc63728557ae7db261422 \
-    --hash=sha256:0e3c426ffc4cd952f54ee9ffbdd10345709ecc78a3ecfd796a57236bfad0b9b8 \
-    --hash=sha256:0ecf12ecb326fe2c339d93fc131816f3a7367d223db37817208905c89bded911 \
-    --hash=sha256:10a0c37f0b646eaff7cce1874c31d1f1ccb297688d4c747291f4f4c70741cc8b \
-    --hash=sha256:145ede53ccbafb297c1c9287f788d1bc3efd6c900da23bf6931b09eafc931587 \
-    --hash=sha256:1b11eef33edeae9d142f9b4358edb76273b3bfd30bc3df9a4f95d0e49caf94e8 \
-    --hash=sha256:1b88c69c8ef5d4b6fe7dea66d6636056a0f6a7527c440e890cf9259011f5e606 \
-    --hash=sha256:258354455f4e86e3e9d0d17571d522e13b4e1e19bf0f8596bcf9476d61e7d8a9 \
-    --hash=sha256:259b69bb83ad9894c4b25be2528139eecba9a82646ebdda2d9db1ba28424a6bf \
-    --hash=sha256:2aa055ae1857258f9e0045be26a6d62bdb47a72448b62d7b55f4820f361a2633 \
-    --hash=sha256:2d3807015f138ffea1ed9afeeb8624fd781703f2858b62a8dd8da5a0994c57b6 \
-    --hash=sha256:301e3b7dfefecaca37c9f1aa6f0049b7d4ab8dd933742b607765d757aca77d43 \
-    --hash=sha256:32ca0c0114c9834a43f045a87dcebd69d108d8ffb666957ea65aa132f50332e2 \
-    --hash=sha256:34b02417cf070e173989b3db962f7ed56d2f644307b2cf9d5a0f258e13084a61 \
-    --hash=sha256:356e76b46783a98c2a2fe81ec79df4883a1e62895ea952968fb253c114e7f930 \
-    --hash=sha256:35a31f2b1578185fbe6aa2e74cea1b1d0bbf4c552774247d9160d29b80ed56cc \
-    --hash=sha256:380e8e9084d8eb38db3a9176a1a4f3c0082c3806fa0dc882d1d87abc3c789247 \
-    --hash=sha256:3ad050321264c49c2fa67bb599100456fc51d004b82534f379d16445da40fb75 \
-    --hash=sha256:3e1bb5f6c78feeb1be3475789b14a0f0a5b47d505bfc7267126ccbd50289999e \
-    --hash=sha256:3f4818d065964db3c1c66dc0fbdac5ac692ecbc875555e13374fdbe7eedb4376 \
-    --hash=sha256:460cf0114c5016fa841214ff5564aa4864f11948da9440bc97e21ad1f4ba1e01 \
-    --hash=sha256:48c39bc4a04d983a54a705a6389512883d4a3b9862991b3617d547940e9f52b1 \
-    --hash=sha256:4b59148601efcd2bac8c4dbf1f0ad6391693ccf7a74b8205781751637076aee3 \
-    --hash=sha256:4d2afbc5cc54d286bfb54541aa50b64cdb07a718227168c87b9e2fb8f25e1743 \
-    --hash=sha256:505d7083c8b0c87a8fa8c07370c285847c1f77739b22e299ad75a6af6c32c5c9 \
-    --hash=sha256:52f444e86475992506b32d4e5ca55c24fc88d73bcbda0e9745095b28ef4dc0cf \
-    --hash=sha256:5b13955d31d1633cf9376908089b7cebe7d15ddad7aeaabcbe969a595a97e95e \
-    --hash=sha256:5ec4af212df513e399cf11610cc27063f1586419e814755ab362e50a85ea69c1 \
-    --hash=sha256:60365289c3741e4db327e7baff2a4aaacf22f788e80fa4683393891b70a89fbd \
-    --hash=sha256:631efb83f01569670a5e866ceb80fe483e7c159fac6f167e6571522636104a0b \
-    --hash=sha256:6697e29b93707167687543480a40f0db8f356e86d9f67ddf2e37e2dfd91a9dab \
-    --hash=sha256:66a80c616f80181f4d643b0f9e709d97bcea413ecd9631e1dedc7401c8e6695d \
-    --hash=sha256:67e9bc5449801fad0e5dff329499fb090ba4c5800b86805c80617b4e29809b2a \
-    --hash=sha256:68a4953be99b17ac3c23b6efbc8a38330d99680c9458927491d18700ef23ded0 \
-    --hash=sha256:6c36ddb64ed9d7e496028d1d00dfec3e428e0aabf4006583bb1839958d280510 \
-    --hash=sha256:6e3370441f4513c6252bf042b9c36d22491142385049243253c7e48398a15a9f \
-    --hash=sha256:7034b5c56a58ae5e85f23949d52c14aca2cfc6848a31764995b7de88f13a1ea0 \
-    --hash=sha256:704de6328e3d612a8f6c07000a878ff38181ec3263d5a11da1db294fa6a9bdf8 \
-    --hash=sha256:7132bed4bd7b836200c591410ae7d97bf7ae8be6fc87d160b2bd881df929e7bf \
-    --hash=sha256:7300c8a6d13335b29bb76d7651c66af6bd8658517c43499f110ddc6717bfc209 \
-    --hash=sha256:750db93a81e3e5a9831b534be7b1229df848b2e125a604fe6651e48aa070e5f9 \
-    --hash=sha256:777c4d1eff1b67876139d24288aaf1817f6c03d6bae9c5cc8d27b83bcfe38fe3 \
-    --hash=sha256:78e696e1cc714e57e8b25760b33a8b1026b7048d270140d25dafe1b0a1ee05a3 \
-    --hash=sha256:79060214983769c7ba3f0cee10b54c97609dca4d478fa1aa32b914480fd5738d \
-    --hash=sha256:7c8d4bc913dd70b93488d6c496c77f3aff5ea99a07e36a18f865bca55adef8bd \
-    --hash=sha256:7f2c47b36fe7709a6e83bfadf4eefb90bd25fbe4014d715224c4316f808e59a2 \
-    --hash=sha256:800bc829053c80d240a687ceeb927a94fd108bbdc68dfbe505d0d75ab578a882 \
-    --hash=sha256:843ea8643cf967d1ac7e8ecd4bb00c99135adf4816c0c0593fdcc47b597fcf09 \
-    --hash=sha256:8769751c10f339021e2638cd354e13adeac54004d1941119b2c96fe5276d45ea \
-    --hash=sha256:8dd02af98971bdb956363e4827d34425cb3df19ee550ef92855b0acb9c7ce51c \
-    --hash=sha256:8fdf453a942c3e4d99bd80088141c4c6960bb232c409d9c3558e2dbaa3998562 \
-    --hash=sha256:941617e518602e2d64942c88ec8499f7fbd49d3f6c4327d3a71d43a1973032f3 \
-    --hash=sha256:972a9cd27894afe4bc2b1480107054e062df08e671df7c2f18c205e805ccd806 \
-    --hash=sha256:9adb6688e3b53adffefd4a52d72cbd8b02602bfb8f74dcd862337182fd4d1a4e \
-    --hash=sha256:9b74db26dfea4f4e50d48a4602207cd1e78be33182bc9cbf22da94f332f99878 \
-    --hash=sha256:9bb2a28101a443669a423b665939381084412b81c3f8c0fcfbac57f4e30b5b8e \
-    --hash=sha256:9d44d7aa963820b1b971dbecd90bfe5fe8f81cff79787eb6cca15750bd2f79b9 \
-    --hash=sha256:9dacc2ad679b292709e0f5fc1ac74a6d4d5562e424058962c7bb0c658ad25e45 \
-    --hash=sha256:9ddb4f4a5479f2539644be484da179b653273bca1a323947d48ab107b3ed1f29 \
-    --hash=sha256:a1a6d79a14e1ec1832cabc833898636ad5f3754a678ef8bb4908515208bf84f4 \
-    --hash=sha256:a698e363641b98843c517817db75373c83254781426e94ada3197cabbc2c919c \
-    --hash=sha256:ad14385487393e386e2ea988b09d62dd42c397662ac2dabc3832d71253eee479 \
-    --hash=sha256:ad146744ca4fd09b50c482650e3c1b1f4dfa1d4792e0a04a369c7f23336f0400 \
-    --hash=sha256:b5db73ba3c41c7008037fa731ad5459fc3944cb7452fc0aa9f822ad3533c583c \
-    --hash=sha256:bd3a2fbc1c6cccb3c5106140d87cc6a8715110373ef42b63cf5aea29df8c217a \
-    --hash=sha256:bdba0a6b8812e8c7df002d908a9a2ea3c36e92611b5708633c50869e6d922fdf \
-    --hash=sha256:be3d4bbad9d4b037791794ddeedd7d64a56f5933a2c1373e18e9e568b9141686 \
-    --hash=sha256:bf69236a9a81bdca3bff53796237aab096cdbf8d78a66ad61e992d9dac7eb2de \
-    --hash=sha256:bff95879c33ec8da99fc9b6fe345ddb5be6414b41d6d1ad1c8f188d26f36e028 \
-    --hash=sha256:c555b48be1853fe3997c11c4bd521cdd9a9612352de01fa4508f16ec341e6fe0 \
-    --hash=sha256:c81f6515c4c40141f83f502b07bbfa5c240ba25bbe73da7b33f1e5b6120ff179 \
-    --hash=sha256:c9136ff29c3a91e25b1d1552b5308e53a1e0653a23e53b6366d7c2dcbbaf8a16 \
-    --hash=sha256:ce1998c0483007608c8382f4ff50164bfc5bd07a2246dd272aa4043b75e61e85 \
-    --hash=sha256:cec2d83125531bd153175354055cdb7a09987af08a9430bd173c937c6d0fba2a \
-    --hash=sha256:cff784eef7f0b8f6cb28804fbddcfa99f89efe4cc35fb5627e3ac58f91ed3ac0 \
-    --hash=sha256:d2c87e0c473a10bffe991502eac389220533024c8082ec1ce849f4218dded810 \
-    --hash=sha256:d7cfad2d6d81dd298ab6b89fe72c3b7b05ec7544bdda3b707ddaecff8d25c161 \
-    --hash=sha256:d8a7a2049c14f413163e2bdabd37e41179b1d1ccb10ffc6ccc4b7a718429c607 \
-    --hash=sha256:da305e9937617ee95c2e39d8ff9f040e0487cbf1ac174f777ed5eddd7a7c1f26 \
-    --hash=sha256:da86cdcf10d2519e10cabb8ac2de03da1bcb6e4853790b7fbd48523332e3a819 \
-    --hash=sha256:dc022073d063b25a402454e5712ef9e007113e3a676b96c5f29b2bda29352f40 \
-    --hash=sha256:e0723d2c96324561b9aa76fb982406e11d93cdb388a7a7da2b16e04719cf7ca5 \
-    --hash=sha256:e092b9499de38ae0fbfbc603a74660eb6ff3e869e507b50d85a13b6db9863e15 \
-    --hash=sha256:e0b216a19534b2427cc201a26c25da4a48633f29a487c61258643e89d28200c0 \
-    --hash=sha256:e1c85e0b6c05c592ea6d8768a66a254bfb3874b53774b12d4c89c481eb78cb90 \
-    --hash=sha256:e301d30dd7e95ae068671d746ba8c34e945a82682e62918e41b2679acd2051a0 \
-    --hash=sha256:e808af52a0513762df4d945ea164a24b37f2f518cbe97e03deaa0ee66139b4d6 \
-    --hash=sha256:eb07647a5738b89baab047f14edd18ded523de60f3b30e75c2acc826f79c839a \
-    --hash=sha256:eb7fdf1ef130660e7415e0253a01a7d5a88c9c4d158bcf75cbbd922fd65a5b58 \
-    --hash=sha256:ec10e2a42b41c923c2209b846126c6582db5e43a33157e9870ba9fb70dc7854b \
-    --hash=sha256:ee2aa19e03161671ec964004fb74b2257805d9710bf14a5c704558b9d8dbaf17 \
-    --hash=sha256:f08fd75c50a760c7eb068ae823777268daaf16a80b918fa58eea888f8e3919f5 \
-    --hash=sha256:f4cd16206ad171cbc2470dbea9103cf9a7607d5fe8c242fdf1edf36174020664 \
-    --hash=sha256:f70c9ab2595c56f81a89620e22899eea8b212a4041bd728ac6f4a28bf5d3ddd0 \
-    --hash=sha256:fbabfaceaeb587e16f7008f7795cd80d20ec548dc7f94fbb0d4ec2e038ce563f
+coverage[toml]==7.14.0 \
+    --hash=sha256:057a6af2f160a85384cde4ab36f0d2777bae1057bae255f95413cdd382aa5c74 \
+    --hash=sha256:0773d8329cf32b6fd222e4b52622c61fe8d503eb966cfc8d3c3c10c96266d50e \
+    --hash=sha256:0a951308cde22cf77f953955a754d04dccb57fe3bb8e345d685778ed9fc1632a \
+    --hash=sha256:0c451757d3fa2603354fdc789b5e58a0e327a117c370a40e3476ba4eabab228c \
+    --hash=sha256:0f162bc9a15b82d947b02651b0c7e1609d6f7a8735ca330cfadec8481dd97d5a \
+    --hash=sha256:15228a6800ce7bdf1b74800595e56db7138cecb338fdbf044806e10dcf182dfe \
+    --hash=sha256:1733198802d71ec4c524f322e2867ee05c62e9e75df86bdca545407a221827d1 \
+    --hash=sha256:1a0abc7342ea9711c469dd8b821c6c311e6bc6aac1442e5fbd6b27fae0a8f3db \
+    --hash=sha256:1b23b0c6f0b1db6ad769b7050c8b641c0bf215ded26c1816955b17b7f26edfa9 \
+    --hash=sha256:1c9ed6ef99f88fb8c14aa8e2bf8eb0fe55fa2edfea68f8675d78741df1a5ac0e \
+    --hash=sha256:22a7e06a5f11a757cdfe79018e9095f9f69ae283c5cd8123774c788deec8717b \
+    --hash=sha256:23b81107f46d3f21d0cbce30664fcec0f5d9f585638a67081750f99738f6bf66 \
+    --hash=sha256:29943e552fdc08e082eb51400fb2f58e118a83b5542bd06531214e084399b644 \
+    --hash=sha256:29fe3da551dface75deb2ccbf87b6b66e2e7ef38f6d89050b428be94afff3490 \
+    --hash=sha256:2fb73254ff43c911c967a899e1359bc5049b4b115d6e8fbdde4937d0a2246cd5 \
+    --hash=sha256:3485a836550b303d006d57cc06e3d5afaabc642c77050b7c985a97b13e3776b8 \
+    --hash=sha256:362cb78e01a5dc82009d88004cf60f2e6b6d6fcbfdec05b05af73b0abf40118f \
+    --hash=sha256:3a5d8e876dfa2f102e970b183863d6dedd023d3c0eeca1fe7a9787bc5f28b212 \
+    --hash=sha256:3e7e88110bae996d199d1693ca8ec3fd52441d426401ae963437598667b4c5eb \
+    --hash=sha256:3f5549365af25d770e06b1f8f5682d9a5637d06eb494db91c6fa75d3950cc917 \
+    --hash=sha256:3fd43f0616e765ab78d069cf8358def7363957a45cee446d65c502dcfeea7893 \
+    --hash=sha256:454a380af72c6adada298ed270d38c7a391288198dbfb8467f786f588751a90c \
+    --hash=sha256:45899ec2138a4346ed34d601dedf5076fb74edf2d1dd9dc76a78e82397edee90 \
+    --hash=sha256:45e0f79d8351fa76e256716df91eab12890d32678b9590df7ae1042e4bd4cf5d \
+    --hash=sha256:49c005cba1e2f9677fb2845dcdf9a2e72a52a17d63e8231aaaae35d9f50215ef \
+    --hash=sha256:4b899594a8b2d81e5cc064a0d7f9cac2081fed91049456cae7676787e41549c9 \
+    --hash=sha256:55d3089079ce181a4566b1065ab28d2575eb76d8ac8f81f4fcda2bf037fee087 \
+    --hash=sha256:5904abf7e18cddc463219b17552229650c6b79e061d31a1059283051169cf7d5 \
+    --hash=sha256:5ac83957a80d0701310e96d8bec68cdcf4f90a7674b7d13f15a344315b41ab27 \
+    --hash=sha256:5d4a51aad8ba8bdcd2b8bd8f03d4aca19693fa2327a3470e4718a25b03481020 \
+    --hash=sha256:5ebb8f4614a3787d567e610bbfdf96a4798dd69a1afb1bd8ad228d4111fe6ff3 \
+    --hash=sha256:63df0fe568e698e1045792399f8ab6da3a6c2dce3182813fb92afa2641087b47 \
+    --hash=sha256:65c86fb646d2bd2972e96bd1a8b45817ed907cee68655d6295fe7ec031d04cca \
+    --hash=sha256:65f267ca1370726ec2c1aa38bbe4df9a71a740f22878d2d4bf59d71a4cd8d323 \
+    --hash=sha256:664123feb0929d7affc135717dbd70d61d98688a08ab1e5ba464739620c6252d \
+    --hash=sha256:668b92e6958c4db7cf92e81caac328dfbbdbb215db2850ad28f0cbe1eea0bfbd \
+    --hash=sha256:68af363c07ecd8d4b7d4043d85cb376d7d227eceb54e5323ee45da73dbd3e426 \
+    --hash=sha256:6a6516b02a6101398e19a3f44820f69bab2590697f7def4331f668b14adaf828 \
+    --hash=sha256:6a78e2a9d9c5e3b8d4ab9b9d28c985ea66fced0a7d7c2aec1f216e03a2011480 \
+    --hash=sha256:6b9bf47223dd8db3d4c4b2e443b02bace480d428f0822c3f991600448a176c97 \
+    --hash=sha256:6d160217ec6fe890f16ad3a9531761589443749e448f91986c972714fad361c8 \
+    --hash=sha256:6e57054a583da8ac55edf24117ea4c9133032cfc4cf72aa2d48c1e5d4b52f899 \
+    --hash=sha256:70390b0da32cb90b501953716302906e8bcce087cb283e70d8c97729f22e92b2 \
+    --hash=sha256:72a305291fa8ee01332f1aaf38b348ca34097f6aa0b0ef627eef2837e57bbba5 \
+    --hash=sha256:731dc15b385ac52289743d476245b61e1a2927e803bef655b52bc3b2a75a21f3 \
+    --hash=sha256:731e535b1498b27d13594a0527a79b0510867b0ad891532be41cb883f2128e20 \
+    --hash=sha256:7333cd944ee4393b9b3d3c1b598c936d4fc8d70573a4c7dacfec5590dd50e436 \
+    --hash=sha256:741f57cddc9004a8c81b084660215f33a6b597dbe62c31386b983ee26310e327 \
+    --hash=sha256:742a73ea621953b012f2c4c2219b512180dd84489acf5b1596b0aafc55b9100b \
+    --hash=sha256:7b2bb6c9d7e769360d0f20a0f219603fd64f0c8f97de17ab25853261602be0fb \
+    --hash=sha256:7b79d646cf46d5cf9a9f40281d4441df5849e445726e369006d2b117710b33fe \
+    --hash=sha256:7bf43e000d24012599b879791cff41589af90674722421ef11b11a5431920bab \
+    --hash=sha256:7c843572c605ab51cfdb5c6b5f2586e2a8467c0d28eca4bdef4ec70c5fecbd82 \
+    --hash=sha256:7ebb1c6df9f78046a1b1e0a89674cd4bf73b7c648914eebcf976a57fd99a5627 \
+    --hash=sha256:7ffd19fc8aed057fd686a17a4935eef5f9859d69208f96310e893e64b9b6ccf5 \
+    --hash=sha256:8231ade007f37959fbf58acc677f26b922c02eda6f0428ea307da0fd39681bf3 \
+    --hash=sha256:827d6397dbd95144939b18f89edf31f63e1f99633e8d5f32f22ba8bdda567477 \
+    --hash=sha256:829994cfe1aeb773ca27bf246d4badc1e764893e3bfb98fff820fcecd1ca4662 \
+    --hash=sha256:84c32d90bf4537f0e7b4dec9aaa9a938fb8205136b9d2ecf4d7629d5262dc075 \
+    --hash=sha256:8767486808c436f05b23ab98eb963fb29185e32a9357a166971685cb3459900f \
+    --hash=sha256:8de5b61163aee3d05c8a2beab6f47913df7981dad1baf82c414d99158c286ab1 \
+    --hash=sha256:90c1a51bcfddf645b3bb7ec333d9e94393a8e94f55642380fa8a9a5a9e636cb7 \
+    --hash=sha256:9117377b823daa28aa8635fbb08cda1cd6be3d7143257345459559aeef852d52 \
+    --hash=sha256:91b993743d959b8be85b4abf9d5478216a69329c321efe5be0433c1a841d691d \
+    --hash=sha256:92af52828e7f29d827346b0294e5a0853fa206db77db0395b282918d41e28db9 \
+    --hash=sha256:9336e23e8bb3a3925398261385e2a1533957d3e760e91070dcb0e98bfa514eed \
+    --hash=sha256:953f521ca9445300397e65fda3dca58b2dbd68fee983777420b57ac3c77e9f90 \
+    --hash=sha256:98af83fd65ae24b1fdd03aaead967a9f523bcd2f1aab2d4f3ffda65bb568a6f1 \
+    --hash=sha256:9aed9fa983514ca032790f3fe0d1c0e42ca7e16b42432af1706b50a9a46bef5d \
+    --hash=sha256:9cd1169b2230f9cbe9c638ba38022ed7a2b1e641cc07f7cea0365e4be2a74980 \
+    --hash=sha256:9d1aa57a1dc8e05bdc42e81c5d671d849577aeedf279f4c449d6d286f9ed88ca \
+    --hash=sha256:9d26ac7f5398bafc5b57421ad994e8a4749e8a7a0e62d05ec7d53014d5963bfa \
+    --hash=sha256:9f323af3e1e4f68b60b7b247e37b8515563a61375518fa59de1af48ba28a3db6 \
+    --hash=sha256:9fbd898551762dea00d3fef2b1c4f99afd2c6a3ff952ea07d60a9bd5ed4f34bc \
+    --hash=sha256:a1816c505187592dcd1c5a5f226601a549f70365fbd00930ac88b0c225b76bb4 \
+    --hash=sha256:a2bd259c442cd43c49b30fbafc51776eb19ea396faf159d26a83e6a0a5f13b0c \
+    --hash=sha256:a3b5ddfd6aa7ddad53ee3edb231e88a2151507a43229b7d71b953916deca127d \
+    --hash=sha256:a706b908dfa85538863504c624b237a3cc34232bf403c057414ebfdb3b4d9f84 \
+    --hash=sha256:a841fae2fadcae4f438d43b6ccc4aac2ad609f47cdb6cfdce60cbb3fe5ca7bc2 \
+    --hash=sha256:a93bac2cb577ef60074999ed56d8a1535894398e2ed920d4185c3ec0c8864742 \
+    --hash=sha256:a9f864ef57b7172e2db87a096642dd51e179e085ab6b2c371c29e885f65c8fb2 \
+    --hash=sha256:acebd068fca5512c3a6fde9c045f901613478781a73f0e82b307b214daef23fb \
+    --hash=sha256:b34ece8065914f938ed7f2c5872bb865336977a52919149846eac3744327267a \
+    --hash=sha256:b4cc4fce8672fffcb09b0eafc167b396b3ba53c4a7230f54b7aaffbf6c835fa9 \
+    --hash=sha256:b4e26a0f1b696faf283bffe5b8569e44e336c582439df5d53281ab89ee0cba96 \
+    --hash=sha256:b4f07cf7edcb7ec39431a5074d7ea83b29a9f71fcfc494f0f40af4e65180420f \
+    --hash=sha256:b812eb847b19876ebf33fb6c4f11819af05ab6050b0bfa1bc53412ae81779adb \
+    --hash=sha256:ba3b8390db29296dbbf49e91b6fe08f990743a90c8f447ba4c2ffc29670dfa63 \
+    --hash=sha256:bcb2e855b87321259a037429288ae85216d191c74de3e79bf57cd2bc0761992c \
+    --hash=sha256:bfb0ed8ec5d25e93face268115d7964db9df8b9aae8edcde9ec6b16c726a7cc1 \
+    --hash=sha256:c7492f2d493b976941c7ca050f273cbda2f43c381124f7586a3e3c16d1804fec \
+    --hash=sha256:c79d2319cabef1fe8e86df73371126931550804738f78ad7d31e3aad85a67367 \
+    --hash=sha256:c83d2399a51bbec8429266905d33616f04bc5726b1138c35844d5fcd896b2e20 \
+    --hash=sha256:ca3d9cf2c32b521bd9518385608787fa86f38daf993695307531822c3430ed67 \
+    --hash=sha256:cc3499459bbcdd51a65b64c35ab7ed2764eaf3cba826e0df3f1d7fe2e102b70b \
+    --hash=sha256:d128b1bba9361fbaaf6a19e179e6cfd6a9103ce0c0555876f72780acc93efd85 \
+    --hash=sha256:d1bb3543b58fea74d2cd1abc4054cc927e4724687cb4560cd2ed88d2c7d820c0 \
+    --hash=sha256:d8b013632cc1ce1d09dbe4f32667b4d320ec2f54fc326ebeffcd0b0bcc2bb6c4 \
+    --hash=sha256:d8e1762f0e9cbc26ec315471e7b47855218e833cd5a032d706fbf43845d878c7 \
+    --hash=sha256:d9c8ef6ed820c433de075657d72dda1f89a2984955e58b8a75feb3f184250218 \
+    --hash=sha256:dc38367eaa2abb1b766ac333142bce7655335a73537f5c8b75aaa89c2b987757 \
+    --hash=sha256:f2bbb8254370eb4c628ff3d6fa8a7f74ddc40565394d4f7ab791d1fe568e37ef \
+    --hash=sha256:f580f8c80acd94ac72e863efe2cab791d8c38d153e0b463b92dfa000d5c84cd1 \
+    --hash=sha256:fab3877e4ebb06bd9d4d4d00ee53309ee5478e66873c66a382272e3ee33eb7ea \
+    --hash=sha256:fb609b3658479e33f9516d46f1a89dbb9b6c261366e3a11844a96ec487533dae \
+    --hash=sha256:fcaba850dd317c65423a9d63d88f9573c53b00354d6dd95724576cc98a131595
     # via pytest-cov
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==46.0.7 \
+    --hash=sha256:04959522f938493042d595a736e7dbdff6eb6cc2339c11465b3ff89343b65f65 \
+    --hash=sha256:128c5edfe5e5938b86b03941e94fac9ee793a94452ad1365c9fc3f4f62216832 \
+    --hash=sha256:1d25aee46d0c6f1a501adcddb2d2fee4b979381346a78558ed13e50aa8a59067 \
+    --hash=sha256:24402210aa54baae71d99441d15bb5a1919c195398a87b563df84468160a65de \
+    --hash=sha256:258514877e15963bd43b558917bc9f54cf7cf866c38aa576ebf47a77ddbc43a4 \
+    --hash=sha256:35719dc79d4730d30f1c2b6474bd6acda36ae2dfae1e3c16f2051f215df33ce0 \
+    --hash=sha256:397655da831414d165029da9bc483bed2fe0e75dde6a1523ec2fe63f3c46046b \
+    --hash=sha256:3986ac1dee6def53797289999eabe84798ad7817f3e97779b5061a95b0ee4968 \
+    --hash=sha256:420b1e4109cc95f0e5700eed79908cef9268265c773d3a66f7af1eef53d409ef \
+    --hash=sha256:42a1e5f98abb6391717978baf9f90dc28a743b7d9be7f0751a6f56a75d14065b \
+    --hash=sha256:462ad5cb1c148a22b2e3bcc5ad52504dff325d17daf5df8d88c17dda1f75f2a4 \
+    --hash=sha256:506c4ff91eff4f82bdac7633318a526b1d1309fc07ca76a3ad182cb5b686d6d3 \
+    --hash=sha256:5ad9ef796328c5e3c4ceed237a183f5d41d21150f972455a9d926593a1dcb308 \
+    --hash=sha256:5d1c02a14ceb9148cc7816249f64f623fbfee39e8c03b3650d842ad3f34d637e \
+    --hash=sha256:5e51be372b26ef4ba3de3c167cd3d1022934bc838ae9eaad7e644986d2a3d163 \
+    --hash=sha256:60627cf07e0d9274338521205899337c5d18249db56865f943cbe753aa96f40f \
+    --hash=sha256:65814c60f8cc400c63131584e3e1fad01235edba2614b61fbfbfa954082db0ee \
+    --hash=sha256:73510b83623e080a2c35c62c15298096e2a5dc8d51c3b4e1740211839d0dea77 \
+    --hash=sha256:7bbc6ccf49d05ac8f7d7b5e2e2c33830d4fe2061def88210a126d130d7f71a85 \
+    --hash=sha256:80406c3065e2c55d7f49a9550fe0c49b3f12e5bfff5dedb727e319e1afb9bf99 \
+    --hash=sha256:84d4cced91f0f159a7ddacad249cc077e63195c36aac40b4150e7a57e84fffe7 \
+    --hash=sha256:8a469028a86f12eb7d2fe97162d0634026d92a21f3ae0ac87ed1c4a447886c83 \
+    --hash=sha256:91bbcb08347344f810cbe49065914fe048949648f6bd5c2519f34619142bbe85 \
+    --hash=sha256:935ce7e3cfdb53e3536119a542b839bb94ec1ad081013e9ab9b7cfd478b05006 \
+    --hash=sha256:9694078c5d44c157ef3162e3bf3946510b857df5a3955458381d1c7cfc143ddb \
+    --hash=sha256:a1529d614f44b863a7b480c6d000fe93b59acee9c82ffa027cfadc77521a9f5e \
+    --hash=sha256:abad9dac36cbf55de6eb49badd4016806b3165d396f64925bf2999bcb67837ba \
+    --hash=sha256:b36a4695e29fe69215d75960b22577197aca3f7a25b9cf9d165dcfe9d80bc325 \
+    --hash=sha256:b7b412817be92117ec5ed95f880defe9cf18a832e8cafacf0a22337dc1981b4d \
+    --hash=sha256:c5b1ccd1239f48b7151a65bc6dd54bcfcc15e028c8ac126d3fada09db0e07ef1 \
+    --hash=sha256:cbd5fb06b62bd0721e1170273d3f4d5a277044c47ca27ee257025146c34cbdd1 \
+    --hash=sha256:cdf1a610ef82abb396451862739e3fc93b071c844399e15b90726ef7470eeaf2 \
+    --hash=sha256:cdfbe22376065ffcf8be74dc9a909f032df19bc58a699456a21712d6e5eabfd0 \
+    --hash=sha256:d02c738dacda7dc2a74d1b2b3177042009d5cab7c7079db74afc19e56ca1b455 \
+    --hash=sha256:d151173275e1728cf7839aaa80c34fe550c04ddb27b34f48c232193df8db5842 \
+    --hash=sha256:d23c8ca48e44ee015cd0a54aeccdf9f09004eba9fc96f38c911011d9ff1bd457 \
+    --hash=sha256:d3b99c535a9de0adced13d159c5a9cf65c325601aa30f4be08afd680643e9c15 \
+    --hash=sha256:d5f7520159cd9c2154eb61eb67548ca05c5774d39e9c2c4339fd793fe7d097b2 \
+    --hash=sha256:db0f493b9181c7820c8134437eb8b0b4792085d37dbb24da050476ccb664e59c \
+    --hash=sha256:e06acf3c99be55aa3b516397fe42f5855597f430add9c17fa46bf2e0fb34c9bb \
+    --hash=sha256:e4cfd68c5f3e0bfdad0d38e023239b96a2fe84146481852dffbcca442c245aa5 \
+    --hash=sha256:ea42cbe97209df307fdc3b155f1b6fa2577c0defa8f1f7d3be7d31d189108ad4 \
+    --hash=sha256:ebd6daf519b9f189f85c479427bbd6e9c9037862cf8fe89ee35503bd209ed902 \
+    --hash=sha256:f247c8c1a1fb45e12586afbb436ef21ff1e80670b2861a90353d9b025583d246 \
+    --hash=sha256:fbfd0e5f273877695cb93baf14b185f4878128b250cc9f8e617ea0c025dfb022 \
+    --hash=sha256:fc9ab8856ae6cf7c9358430e49b368f3108f050031442eaeb6b9d87e4dcf4e4f \
+    --hash=sha256:fcd8eac50d9138c1d7fc53a653ba60a2bee81a505f9f8850b6b2888555a45d0e \
+    --hash=sha256:fdd1736fed309b4300346f88f74cd120c27c56852c3838cab416e7a166f67298 \
+    --hash=sha256:ffca7aa1d00cf7d6469b988c581598f2259e46215e0140af408966a24cf086ce
     # via
     #   feast (pyproject.toml)
     #   azure-identity
@@ -987,6 +1062,7 @@ cryptography==46.0.6 \
     #   google-auth
     #   great-expectations
     #   jwcrypto
+    #   mlflow
     #   moto
     #   msal
     #   oracledb
@@ -996,23 +1072,33 @@ cryptography==46.0.6 \
     #   snowflake-connector-python
     #   types-pyopenssl
     #   types-redis
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+    # via matplotlib
 dask[dataframe]==2026.3.0 \
     --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
     --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
     # via feast (pyproject.toml)
-datasets==4.8.4 \
-    --hash=sha256:a1429ed853275ce7943a01c6d2e25475b4501eb758934362106a280470df3a52 \
-    --hash=sha256:cdc8bee4698e549d78bf1fed6aea2eebc760b22b084f07e6fc020c6577a6ce6d
+databricks-sdk==0.109.0 \
+    --hash=sha256:46745a25324a5b36f01236760e44fc6e2bce3f051224e6f8aef7633477fcbec8 \
+    --hash=sha256:96b90f5ee2e0fac89f351aa77348263e1e0ed5d4d867cdfaefd2e0acc01b1e81
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+datasets==4.8.5 \
+    --hash=sha256:0f0c1c3d56ffff2c93b2f4c63c95bac94f3d7e8621aea2a2a576275233bba772 \
+    --hash=sha256:5079900781719c0e063a8efdd2cd95a31ad0c63209178669cd23cf1b926149ff
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.6.0 \
+    --hash=sha256:03f0ff5798fa5e407f07e84de2d619cbc363b8dcc40104825a85519793ffee8d \
+    --hash=sha256:4ba87b15cc972a7cc0aed2b7483e0823c7765eca88128453f52c88c5e0f4ae46
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
-dbt-artifacts-parser==0.13.0 \
-    --hash=sha256:304f2b857650566fed4ed8b976ed3582332eda3cedfe7167158dbbcfced3fe47 \
-    --hash=sha256:55498e8bd0d9064d56617f9c714ced8607d94ccb61e70d4b49dcfd8a28a030d8
+dbt-artifacts-parser==0.13.2 \
+    --hash=sha256:9eca1e413f7eee522cc1556634b0b9effe790b70d8ffcc46ae2328b9868efaf1 \
+    --hash=sha256:abb798aa73ff8cc295b4ecf03ee02d6a3bc48ad79f7d093d4bb3ffef68e77fb4
     # via feast (pyproject.toml)
 debugpy==1.8.20 \
     --hash=sha256:077a7447589ee9bc1ff0cdf443566d0ecf540ac8aa7333b775ebcb8ce9f4ecad \
@@ -1046,9 +1132,9 @@ debugpy==1.8.20 \
     --hash=sha256:eada6042ad88fa1571b74bd5402ee8b86eded7a8f7b827849761700aff171f1b \
     --hash=sha256:eb506e45943cab2efb7c6eafdd65b842f3ae779f020c82221f55aca9de135ed7
     # via ipykernel
-decorator==5.2.1 \
-    --hash=sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360 \
-    --hash=sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a
+decorator==5.3.1 \
+    --hash=sha256:4cbcdd55a6efadb9dbea26b858f4fb3264567b52d69ca0d25b721b553f60ea82 \
+    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
     # via ipython
 defusedxml==0.7.1 \
     --hash=sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69 \
@@ -1065,6 +1151,10 @@ deltalake==0.25.5 \
     --hash=sha256:cb1c7e826fd7c3bdd3676c7471d3b551e1a3674e44cd8e3747a0017a2c0292b7 \
     --hash=sha256:e8f0d24bf64455f702da8402307b22e01f91e0f76694f7c5e33c9513011e8d29
     # via feast (pyproject.toml)
+deprecated==1.3.1 \
+    --hash=sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f \
+    --hash=sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223
+    # via cassandra-driver
 deprecation==2.1.0 \
     --hash=sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff \
     --hash=sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a
@@ -1080,24 +1170,32 @@ distlib==0.4.0 \
     --hash=sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16 \
     --hash=sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d
     # via virtualenv
+dnspython==2.8.0 \
+    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
+    --hash=sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f
+    # via
+    #   feast (pyproject.toml)
+    #   pymongo
 docker==7.1.0 \
     --hash=sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c \
     --hash=sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0
-    # via testcontainers
+    # via
+    #   mlflow
+    #   testcontainers
 docling==2.27.0 \
     --hash=sha256:1288ed75b27e33bf94daff34faffc6d11b7d7ccc13e3df84fb24adad3991f72d \
     --hash=sha256:faba35662612a2c687a3a463e501d95f645316436084af92a0442ce162429a3d
     # via feast (pyproject.toml)
-docling-core[chunking]==2.71.0 \
-    --hash=sha256:4761857816853b2b35263b5b4518e1ea6214e0565db0bbf1d929fb976665d1a0 \
-    --hash=sha256:4caa9f50c68b9dd332584ae16170b36db05d773532b14d7078b580d89d8bd2a4
+docling-core[chunking]==2.76.0 \
+    --hash=sha256:55af705c6d0755254afddb959fe5dea3a6d413d3ea7539e380bb008268806316 \
+    --hash=sha256:e4f681ad434cb45ba93bd3afaab62c5d910bf9ac6b3fdb98b12ee2e476bb75a4
     # via
     #   docling
     #   docling-ibm-models
     #   docling-parse
-docling-ibm-models==3.13.0 \
-    --hash=sha256:a11acc6034b06e0bed8dc0ca1fa700615b8246eacce411619168e1f6562b0d0d \
-    --hash=sha256:f402effae8a63b0e5c3b5ce13120601baa2cd8098beef1d53ab5a056443758d3
+docling-ibm-models==3.13.2 \
+    --hash=sha256:195e02dd119df34d2ce5f76ac614da82825851013e4898db7b0468cdf8740a3d \
+    --hash=sha256:5fa0838bf15a4e06d2fcb686d756a6f4c329ea0a8820d085f06d07abe96269ed
     # via docling
 docling-parse==4.7.3 \
     --hash=sha256:1790e7e4ae202d67875c1c48fd6f8ef5c51d10b0c23157e4989b8673f2f31308 \
@@ -1132,42 +1230,42 @@ docutils==0.19 \
     --hash=sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6 \
     --hash=sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc
     # via sphinx
-duckdb==1.5.1 \
-    --hash=sha256:054ad424b051b334052afac58cb216f3b1ebb8579fc8c641e60f0182e8725ea9 \
-    --hash=sha256:05fc91767d0cfc4cf2fa68966ab5b479ac07561752e42dd0ae30327bd160f64a \
-    --hash=sha256:0a6acc2040bec1f05de62a2f3f68f4c12f3ec7d6012b4317d0ab1a195af26225 \
-    --hash=sha256:26e56b5f0c96189e3288d83cf7b476e23615987902f801e5788dee15ee9f24a9 \
-    --hash=sha256:36e8e32621a9e2a9abe75dc15a4b54a3997f2d8b1e53ad754bae48a083c91130 \
-    --hash=sha256:40c5220ec93790b18ec6278da9c6ac2608d997ee6d6f7cd44c5c3992764e8e71 \
-    --hash=sha256:446d500a2977c6ae2077f340c510a25956da5c77597175c316edfa87248ceda3 \
-    --hash=sha256:46f92ada9023e59f27edc048167b31ac9a03911978b1296c845a34462a27f096 \
-    --hash=sha256:482f8a13f2600f527e427f73c42b5aa75536f9892868068f0aaf573055a0135f \
-    --hash=sha256:553c273a6a8f140adaa6da6a6135c7f95bdc8c2e5f95252fcdf9832d758e2141 \
-    --hash=sha256:5ae7c0d744d64e2753149634787cc4ab60f05ef1e542b060eeab719f3cdb7723 \
-    --hash=sha256:5d4147422d91ccdc2d2abf6ed24196025e020259d1d267970ae20c13c2ce84b1 \
-    --hash=sha256:6af347debc8b721aa72e48671166282da979d5e5ae52dbc660ab417282b48e23 \
-    --hash=sha256:6ba302115f63f6482c000ccfd62efdb6c41d9d182a5bcd4a90e7ab8cd13856eb \
-    --hash=sha256:6f7361d66cc801d9eb4df734b139cd7b0e3c257a16f3573ebd550ddb255549e6 \
-    --hash=sha256:715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7 \
-    --hash=sha256:71dddcebbc5a70e946a06c30b59b5dd7999c9833d307168f90fb4e4b672ab63e \
-    --hash=sha256:8150c569b2aa4573b51ba8475e814aa41fd53a3d510c1ffb96f1139f46faf611 \
-    --hash=sha256:8843bd9594e1387f1e601439e19ad73abdf57356104fd1e53a708255bb95a13d \
-    --hash=sha256:8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea \
-    --hash=sha256:972d0dbf283508f9bc446ee09c3838cb7c7f114b5bdceee41753288c97fe2f7c \
-    --hash=sha256:a28531cee2a5a42d89f9ba4da53bfeb15681f12acc0263476c8705380dadce07 \
-    --hash=sha256:a3be2072315982e232bfe49c9d3db0a59ba67b2240a537ef42656cc772a887c7 \
-    --hash=sha256:ac2804043bd1bc10b5da18f8f4c706877197263a510c41be9b4c0062f5783dcc \
-    --hash=sha256:afab8b4b1f4469c3879bb049dd039f8fce402712050324e9524a43d7324c5e87 \
-    --hash=sha256:b370d1620a34a4538ef66524fcee9de8171fa263c701036a92bc0b4c1f2f9c6d \
-    --hash=sha256:b8b0808dba0c63b7633bdaefb34e08fe0612622224f9feb0e7518904b1615101 \
-    --hash=sha256:bc7ca6a1a40e7e4c933017e6c09ef18032add793df4e42624c6c0c87e0bebdad \
-    --hash=sha256:caa65e1f5bf007430bf657c37cab7ab81a4ddf8d337e3062bcc5085d17ef038b \
-    --hash=sha256:d68c5a01a283cb13b79eafe016fe5869aa11bff8c46e7141c70aa0aac808010f \
-    --hash=sha256:da137802688190835b4c863cafa77fd7e29dff662ee6d905a9ffc14f00299c91 \
-    --hash=sha256:e56a20ab6cdb90a95b0c99652e28de3504ce77129087319c03c9098266183ae5 \
-    --hash=sha256:e878ccb7d20872065e1597935fdb5e65efa43220c8edd0d9c4a1a7ff1f3eb277 \
-    --hash=sha256:eba81e0b3011c1f23df7ea47ef4ffaa8239817959ae291515b6efd068bde2161 \
-    --hash=sha256:ed6d23a3f806898e69c77430ebd8da0c79c219f97b9acbc9a29a653e09740c59
+duckdb==1.5.2 \
+    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
+    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
+    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
+    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
+    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
+    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
+    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
+    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
+    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
+    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
+    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
+    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
+    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
+    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
+    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
+    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
+    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
+    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
+    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
+    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
+    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
+    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
+    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
+    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
+    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
+    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
+    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
+    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
+    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
+    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
+    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
+    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
+    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
+    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
+    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -1176,13 +1274,13 @@ durationpy==0.10 \
 easyocr==1.7.2 \
     --hash=sha256:5be12f9b0e595d443c9c3d10b0542074b50f0ec2d98b141a109cd961fd1c177c
     # via docling
-elastic-transport==9.2.1 \
-    --hash=sha256:39e1a25e486af34ce7aa1bc9005d1c736f1b6fb04c9b64ea0604ded5a61fc1d4 \
-    --hash=sha256:97d9abd638ba8aa90faa4ca1bf1a18bde0fe2088fbc8757f2eb7b299f205773d
+elastic-transport==9.4.0 \
+    --hash=sha256:2dbb907ededa14e6ff5be058f8737bbba3926bd1b1a40dbc98a471285fa2cb3c \
+    --hash=sha256:4eff263c8011dd950451b72be567a2484b814a89c70081053d6ae6addeab52e2
     # via elasticsearch
-elasticsearch==9.3.0 \
-    --hash=sha256:67bd2bb4f0800f58c2847d29cd57d6e7bf5bc273483b4f17421f93e75ba09f39 \
-    --hash=sha256:f76e149c0a22d5ccbba58bdc30c9f51cf894231b359ef4fd7e839b558b59f856
+elasticsearch==9.4.0 \
+    --hash=sha256:95e38e130b1d01438b19343dfa0458e1857a7df8e2e30cbf23a72182b03f05ff \
+    --hash=sha256:e20095ba40229f4562f7cc951883c7c62a017435f94dbe0c21526f58ba411885
     # via feast (pyproject.toml)
 entrypoints==0.4 \
     --hash=sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4 \
@@ -1229,12 +1327,13 @@ faiss-cpu==1.10.0 \
     --hash=sha256:e71f7e24d5b02d3a51df47b77bd10f394a1b48a8331d5c817e71e9e27a8a75ac \
     --hash=sha256:f71c5860c860df2320299f9e4f2ca1725beb559c04acb1cf961ed24e6218277a
     # via feast (pyproject.toml)
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
+    #   mlflow-skinny
 fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
@@ -1243,9 +1342,9 @@ fastjsonschema==2.21.2 \
     --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
     --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
     # via nbformat
-filelock==3.25.2 \
-    --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
-    --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
+filelock==3.29.0 \
+    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
+    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
     # via
     #   datasets
     #   huggingface-hub
@@ -1258,6 +1357,68 @@ filetype==1.2.0 \
     --hash=sha256:66b56cd6474bf41d8c54660347d37afcc3f7d1970648de365c102ef77548aadb \
     --hash=sha256:7ce71b6880181241cf7ac8697a2f1eb6a8bd9b429f7ad6d27b8db9ba5f1c2d25
     # via docling
+flask==3.1.3 \
+    --hash=sha256:0ef0e52b8a9cd932855379197dd8f94047b359ca0a78695144304cb45f87c9eb \
+    --hash=sha256:f4bcbefc124291925f1a26446da31a5178f9483862233b23c0c96a20701f670c
+    # via
+    #   flask-cors
+    #   mlflow
+flask-cors==6.0.2 \
+    --hash=sha256:6e118f3698249ae33e429760db98ce032a8bf9913638d085ca0f4c5534ad2423 \
+    --hash=sha256:e57544d415dfd7da89a9564e1e3a9e515042df76e12130641ca6f3f2f03b699a
+    # via mlflow
+fonttools==4.63.0 \
+    --hash=sha256:032038247a96c1690f9f31e377c389383c902531b085aa4e4dabd6f57f870e69 \
+    --hash=sha256:063e08bd17bd5a90127a14123de0d6a952dbc847695fd98b63c043d58057f90c \
+    --hash=sha256:0c18358a155d75034911c5ee397a5b44cd19dd325dbb8b35fb60bf421d6a72ac \
+    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
+    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
+    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
+    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
+    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
+    --hash=sha256:2b8ae05d9eacf6081414d759c0a352769ac28ce31280d6bb8e77b03f9e3c449f \
+    --hash=sha256:2c14b4fd138c4bafcca294765c547914e1aa431ae1ca94ab99d8db08c958bd3b \
+    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
+    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
+    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
+    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
+    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
+    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
+    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
+    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
+    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
+    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
+    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
+    --hash=sha256:79cdc9f567aec74a72918fd060283911406750cbc9fd28c1316023deb6ce31a9 \
+    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
+    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
+    --hash=sha256:7dd683fef0663e9f0f45cf541d788d24caa3ec9db50796b588e1757d8b3bc007 \
+    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
+    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
+    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
+    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
+    --hash=sha256:a8b33a82979e0a6a34ff435cc81317be1f95ec1ebb7a3a2d1c8a6a54f02ae44e \
+    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
+    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
+    --hash=sha256:afefc1ed0a59785a7fb06ea7e1678e849c193e1e387db783579bc7b3056fcfcb \
+    --hash=sha256:b1cd75a03ad8cb5bc40c90bfde68c0c47de423aa19e5c0f362b43520645eea94 \
+    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
+    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
+    --hash=sha256:c0425b277a59cff3d80ca42162a8de360f318438a2ac83570842a678d826d579 \
+    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
+    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
+    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
+    --hash=sha256:cb014d58140a38135f16064c74c652ed57aa0b75cbf8bb59cac821f7edb5334e \
+    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
+    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
+    --hash=sha256:d76ac49f929aecaf82d83250b8347e099d7aecba0f4726c1d9b6df3b8bb5fe18 \
+    --hash=sha256:d7e5c9973aa04c95650c96e5f5ad865fbf42d62079163ecfab1e01cbc2504c22 \
+    --hash=sha256:dcf076a4474fe0d7367e5bbf5b052c7284fa1feca729c04176ce513521afd8a0 \
+    --hash=sha256:e3297a6a4059b4acc3a1e9a8b04741f240a80044eef08ebd32e8b5bcdddce75b \
+    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
+    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
+    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
+    # via matplotlib
 fqdn==1.5.1 \
     --hash=sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f \
     --hash=sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
@@ -1410,9 +1571,17 @@ geomet==1.1.0 \
     --hash=sha256:4372fe4e286a34acc6f2e9308284850bd8c4aa5bc12065e2abbd4995900db12f \
     --hash=sha256:51e92231a0ef6aaa63ac20c443377ba78a303fd2ecd179dc3567de79f3c11605
     # via cassandra-driver
-google-api-core[grpc]==2.30.2 \
-    --hash=sha256:9a8113e1a88bdc09a7ff629707f2214d98d61c7f6ceb0ea38c42a095d02dc0f9 \
-    --hash=sha256:a4c226766d6af2580577db1f1a51bf53cd262f722b49731ce7414c43068a9594
+gitdb==4.0.12 \
+    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+    # via gitpython
+gitpython==3.1.50 \
+    --hash=sha256:80da2d12504d52e1f998772dc5baf6e553f8d2fcfe1fcc226c9d9a2ee3372dcc \
+    --hash=sha256:d352abe2908d07355014abdd21ddf798c2a961469239afec4962e9da884858f9
+    # via mlflow-skinny
+google-api-core[grpc]==2.30.3 \
+    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
+    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -1423,10 +1592,11 @@ google-api-core[grpc]==2.30.2 \
     #   google-cloud-storage
     #   opencensus
     #   pandas-gbq
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+google-auth==2.53.0 \
+    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
+    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
     # via
+    #   databricks-sdk
     #   google-api-core
     #   google-auth-oauthlib
     #   google-cloud-bigquery
@@ -1437,9 +1607,9 @@ google-auth==2.49.1 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
@@ -1449,17 +1619,17 @@ google-cloud-bigquery[pandas]==3.41.0 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.38.0 \
+    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
+    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.38.0 \
+    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
+    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
@@ -1511,20 +1681,34 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.9.0 \
+    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
+    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
+graphene==3.4.3 \
+    --hash=sha256:2a3786948ce75fe7e078443d37f609cbe5bb36ad8d6b828740ad3b95ed1a0aaa \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
+    # via mlflow
+graphql-core==3.2.8 \
+    --hash=sha256:015457da5d996c924ddf57a43f4e959b0b94fb695b85ed4c29446e508ed65cf3 \
+    --hash=sha256:cbee07bee1b3ed5e531723685369039f32ff815ef60166686e0162f540f1520c
+    # via
+    #   graphene
+    #   graphql-relay
+graphql-relay==3.2.0 \
+    --hash=sha256:1ff1c51298356e481a0be009ccdff249832ce53f30559c1338f22a0e0d17250c \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
+    # via graphene
 great-expectations==0.18.8 \
     --hash=sha256:ab41cfa3de829a4f77bdcd4a23244684cbb67fdacc734d38910164cd02ec95b6 \
     --hash=sha256:c1205bede593f679e22e0b3826d6ae1623c439cafd553f9f0bc2b0fd441f6ed9
@@ -1593,6 +1777,7 @@ grpcio==1.62.3 \
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -1675,6 +1860,7 @@ gunicorn==25.3.0 \
     --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   uvicorn-worker
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
@@ -1694,128 +1880,139 @@ hazelcast-python-client==5.6.0 \
     --hash=sha256:834b87076a47c781ef80bdcb522b86abc75ff28992dfe384e47f669f06cabb18 \
     --hash=sha256:e2cec409068990ca9b4381fe97160cc2375412334782bef45ab4c8fe4d10536c
     # via feast (pyproject.toml)
-hf-xet==1.4.3 \
-    --hash=sha256:0392c79b7cf48418cd61478c1a925246cf10639f4cd9d94368d8ca1e8df9ea07 \
-    --hash=sha256:1feb0f3abeacee143367c326a128a2e2b60868ec12a36c225afb1d6c5a05e6d2 \
-    --hash=sha256:21644b404bb0100fe3857892f752c4d09642586fd988e61501c95bbf44b393a3 \
-    --hash=sha256:22bdc1f5fb8b15bf2831440b91d1c9bbceeb7e10c81a12e8d75889996a5c9da8 \
-    --hash=sha256:27c976ba60079fb8217f485b9c5c7fcd21c90b0367753805f87cb9f3cdc4418a \
-    --hash=sha256:2815a49a7a59f3e2edf0cf113ae88e8cb2ca2a221bf353fb60c609584f4884d4 \
-    --hash=sha256:39f2d2e9654cd9b4319885733993807aab6de9dfbd34c42f0b78338d6617421f \
-    --hash=sha256:42ee323265f1e6a81b0e11094564fb7f7e0ec75b5105ffd91ae63f403a11931b \
-    --hash=sha256:49ad8a8cead2b56051aa84d7fce3e1335efe68df3cf6c058f22a65513885baac \
-    --hash=sha256:5251d5ece3a81815bae9abab41cf7ddb7bcb8f56411bce0827f4a3071c92fdc6 \
-    --hash=sha256:60cf7fc43a99da0a853345cf86d23738c03983ee5249613a6305d3e57a5dca74 \
-    --hash=sha256:681c92a07796325778a79d76c67011764ecc9042a8c3579332b61b63ae512075 \
-    --hash=sha256:6b591fcad34e272a5b02607485e4f2a1334aebf1bc6d16ce8eb1eb8978ac2021 \
-    --hash=sha256:7551659ba4f1e1074e9623996f28c3873682530aee0a846b7f2f066239228144 \
-    --hash=sha256:7716d62015477a70ea272d2d68cd7cad140f61c52ee452e133e139abfe2c17ba \
-    --hash=sha256:7c2c7e20bcfcc946dc67187c203463f5e932e395845d098cc2a93f5b67ca0b47 \
-    --hash=sha256:8b301fc150290ca90b4fccd079829b84bb4786747584ae08b94b4577d82fb791 \
-    --hash=sha256:8ddedb73c8c08928c793df2f3401ec26f95be7f7e516a7bee2fbb546f6676113 \
-    --hash=sha256:987f09cfe418237812896a6736b81b1af02a3a6dcb4b4944425c4c4fca7a7cf8 \
-    --hash=sha256:bee693ada985e7045997f05f081d0e12c4c08bd7626dc397f8a7c487e6c04f7f \
-    --hash=sha256:c5b48db1ee344a805a1b9bd2cda9b6b65fe77ed3787bd6e87ad5521141d317cd \
-    --hash=sha256:d0da85329eaf196e03e90b84c2d0aca53bd4573d097a75f99609e80775f98025 \
-    --hash=sha256:d972fbe95ddc0d3c0fc49b31a8a69f47db35c1e3699bf316421705741aab6653 \
-    --hash=sha256:e23717ce4186b265f69afa66e6f0069fe7efbf331546f5c313d00e123dc84583 \
-    --hash=sha256:fc360b70c815bf340ed56c7b8c63aacf11762a4b099b2fe2c9bd6d6068668c08
+hf-xet==1.5.0 \
+    --hash=sha256:1e60df5a42e9bed8628b6416af2cba4cba57ae9f02de226a06b020d98e1aab18 \
+    --hash=sha256:2806c7c17b4d23f8d88f7c4814f838c3b6150773fe339c20af23e1cfaf2797e4 \
+    --hash=sha256:2baea1b0b989e5c152fe81425f7745ddc8901280ba3d97c98d8cdece7b706c60 \
+    --hash=sha256:3531b1823a0e6d77d80f9ed15ca0e00f0d115094f8ac033d5cae88f4564cc949 \
+    --hash=sha256:4b35549ce62601b84da4ff9b24d970032ace3d4430f52d91bcbb26c901d6c690 \
+    --hash=sha256:526345b3ed45f374f6317349df489167606736c876241ba984105afe7fd4839d \
+    --hash=sha256:5906bf7718d3636dc13402914736abe723492cb730f744834f5f5b67d3a12702 \
+    --hash=sha256:5f3dc2248fc01cc0a00cd392ab497f1ca373fcbc7e3f2da1f452480b384e839e \
+    --hash=sha256:73a0dae8c71de3b0633a45c73f4a4a5ed09e94b43441d82981a781d4f12baa42 \
+    --hash=sha256:786d28e2eb8315d5035544b9d137b4a842d600c434bb91bf7d0d953cce906ad4 \
+    --hash=sha256:7d70fe2ce97b9db73b9c9b9c81fe3693640aec83416a966c446afea54acfae3c \
+    --hash=sha256:872d5601e6deea30d15865ede55d29eac6daf5a534ab417b99b6ef6b076dd96c \
+    --hash=sha256:8dbcbab554c9ef158ef2c991545c3e970ddd8cc7acdcd0a78c5a41095dab4ded \
+    --hash=sha256:9929561f5abf4581c8ea79587881dfef6b8abb2a0d8a51915936fc2a614f4e73 \
+    --hash=sha256:9a0ee58cd18d5ea799f7ed11290bbccbe56bdd8b1d97ca74b9cc49a3945d7a3b \
+    --hash=sha256:a60290ec57e9b71767fba7c3645ddafdd0759974b540441510c629c6db6db24a \
+    --hash=sha256:b285cea1b5bab46b758772716ba8d6854a1a0310fed1c249d678a8b38601e5a0 \
+    --hash=sha256:b6c9df403040248c76d808d3e047d64db2d923bae593eb244c41e425cf6cd7be \
+    --hash=sha256:c799d49f1a5544a0ef7591c0ee75e0d6b93d6f56dc7a4979f59f7518d2872216 \
+    --hash=sha256:cf7b2dc6f31a4ea754bb50f74cde482dcf5d366d184076d8530b9872787f3761 \
+    --hash=sha256:dad0dc84e941b8ba3c860659fe1fdc35c049d47cce293f003287757e971a8f56 \
+    --hash=sha256:e0fb0a34d9f406eed88233e829a67ec016bec5af19e480eac65a233ea289a948 \
+    --hash=sha256:e5de0f6deada0dada870bb376a11bcd1f08abf3a968a6d118f33e72d1b1eb480 \
+    --hash=sha256:f7b7bbae318e583a86fb21e5a4a175d6721d628a2874f4bd022d0e660c32a682 \
+    --hash=sha256:fd6e5a9b0fdac4ed03ed45ef79254a655b1aaab514a02202617fbf643f5fdf7a
     # via huggingface-hub
-hiredis==2.4.0 \
-    --hash=sha256:06815c3b9bf7225c4dcc9dd9dfb5a9fa91b4f680104443ef3fcd78410d7eb027 \
-    --hash=sha256:070a0198401bc567709b9edff7f01e94c136dcca69d0ded4747b116bb0b8b577 \
-    --hash=sha256:082ba6a3189d59f44bf75ca2c0467cdbc67c860eacd4bf564b9a927471888603 \
-    --hash=sha256:0a87a249124666db2b795a0eb77cea5b8af8b148566616a681304826b4405869 \
-    --hash=sha256:1537d13eefe4f48cb979362264851ee90d2bb7a221c8c350e9ceeda9f0392228 \
-    --hash=sha256:168de1672bd73f7f3cdf0097084b4a71651ac35f7d99d0229ea8f223358d3a79 \
-    --hash=sha256:1bfa50491d3222e3c2297b52c14e835ac52702ac8a91ec3fc1ff5201912623bb \
-    --hash=sha256:1c0e706e0c3d1ec54d8243410e0fd5974b1c7b69db5c54cd9ae6a3a4b64fae33 \
-    --hash=sha256:1d16f5023c1d9971f284231eb7036a25d4d123138a5adc4512c92a73d83b9a77 \
-    --hash=sha256:2a21e2740c33347740dceb106b64b8a384e91da49aac7e8b3f2a25a9b33714b9 \
-    --hash=sha256:2b76a5600047387c73c1b3d950e4ae3feffaefd442b20ba2f5fea773881d9bcd \
-    --hash=sha256:2b90d9861673b0ba04651ade62e0fe568df71bbff8468657406848e9abf3650a \
-    --hash=sha256:2d7715598c9034369cf739475ccc2db53a8ca895ff398fef6b9c597c30960ea8 \
-    --hash=sha256:339f29542be968153afd6c6495c1222681c4b66b9a5a5573c11512378b7167c9 \
-    --hash=sha256:38dd931f1124bd9781d3027a0cd6fb6f5a75b5c4ba4fe5540584105239b1f901 \
-    --hash=sha256:39e1c7212dea1bbed0b075574808bc7c3192b324f54ea5d9ee522f6c35014ce7 \
-    --hash=sha256:3abc0936c1efc59b510c7eab3799119a6ce8da94cea1f891854a6c3678d711f0 \
-    --hash=sha256:3ced14fbec28fbabda7cb9f9094f2578c154c14f1a820a91c30fc8ee0bea1a0d \
-    --hash=sha256:400a42b8d16206e45c8223cdaf5acc35839e10c35383b3fba3f43e7eb315c213 \
-    --hash=sha256:468efdcbad7349a44aace693aed8324a01de180fcd4ef5513199eedb9b4341c8 \
-    --hash=sha256:469c1a85017abf11d854fb16eca9a4093ebe1f2dacf777fed869d726f02b1389 \
-    --hash=sha256:48baae8fbebf3b11660db6e51a55ff51516ed32edcd44a57f51ea9b373aca330 \
-    --hash=sha256:4bf4b8513cea6e04ddee1b578ab306fb8bfa84b2f7e92ee3dbaf65652abb07d1 \
-    --hash=sha256:4da6d881033a1bcb31bba152ea0925344127f0a98f86a6cf2ceb01cf6ecd29e2 \
-    --hash=sha256:52d92df0eb5bba7f31f302a08174d628956d7216453da9d96498da9341179288 \
-    --hash=sha256:54409fbefebe26274170c1c54e1852d310d84b85e405258aea6a78bec03b3eba \
-    --hash=sha256:5598afad9e2f8e4fc9a456d281a9cc80315b0e18f5064437223dbfe67f49bded \
-    --hash=sha256:5b0b2463906cc4119187dfaad493c48a7b2e17120946feb3eb7c2328c8cb4bca \
-    --hash=sha256:5bdb223e7c3b9470f126bb77879ee2593fd79b28e1e8b11ad9edd3f866556109 \
-    --hash=sha256:5cc3c59dd0cd67d0aa0481a43392848a60f1a81d12b38ce8d56d6a5d6c190de8 \
-    --hash=sha256:5e45171fd046bbed2ce6ac485071cd0575d18ae98b5bbcf6533356e443ec47ea \
-    --hash=sha256:6033cc6caaf056969af9ce372282a6ef2838559f2eadffe7ddb73bf65dcb27d6 \
-    --hash=sha256:605fe35ebb482b7c8d5daadcf3d264dc5edd205a352d89ee3a983861ef73cda8 \
-    --hash=sha256:6494120d0a0f46a1d7dfc7def55782782856bdd5acb2f6039fb1eafecea2c2c0 \
-    --hash=sha256:668b02556d12046e7ce94ded5bfe0ad9989d26e6977ecc55941b9a1a4a49d7d5 \
-    --hash=sha256:68e39d2c0beed53e5361caacd0de98f864b3532344edb79e27e62efba2262de5 \
-    --hash=sha256:6c3f8e0c3a0744d843e3044ea76db8aa996a6cc7541693111acc2c9c30a05182 \
-    --hash=sha256:6ceaf7c6b593bf62e0567fd16547727f502ed704352392708a57c65bfd2feb73 \
-    --hash=sha256:6dac8a5be01d92707409feec61b98721b7b5c3e77fe7e9e5c7cfb9fdd28385af \
-    --hash=sha256:6e38f66dd7fd07a9306ed37d6d02bc584b67e5945f2ddc98e5c78420cc66dbac \
-    --hash=sha256:7236b26828e005435fb3013894eed6a40c6f9b1b11a48391a904eee693ded204 \
-    --hash=sha256:737585b122fca03273bbf1f4e98909254dba6f8cd85f1cb566d6c890d0389277 \
-    --hash=sha256:764032f2222d70a130445fd332cf45d46d8226f4b3a7bf8abc314aa93d5a8212 \
-    --hash=sha256:76503a0edaf3d1557518127511e69e5d9fa37b6ff15598b0d9d9c2db18b08a41 \
-    --hash=sha256:83538638a788b7b4a0b02de0eedcf0e71ae27474b031276e4c8ca88285281a2e \
-    --hash=sha256:8767cae1474f8102ec3d362976f80c8dd4eafd4109c6072adee0a15e37ba919c \
-    --hash=sha256:87a8ece3e893f45354395c6b9dc0479744c1c8c6ee4471b60945d96c9b5ce6c2 \
-    --hash=sha256:8b88390a5e31572e05e8eab476ed3176cc3d2f9622ccc059398ffdb02aaefec4 \
-    --hash=sha256:90d7af678056c7889d86821344d79fec3932a6a1480ebba3d644cb29a3135348 \
-    --hash=sha256:98148ecaa7836f76ed33429e84a23253ac00acbad90c62b8b4ad0f61de31da2b \
-    --hash=sha256:9aabc6098ef00e158598489db5a8b9e12d57a55ea5a4ec35ba3b527dfb88d16e \
-    --hash=sha256:9ae4b19cab270fae77d7f944d56bbb308c9886d9577891b347a8deea75563995 \
-    --hash=sha256:9b4039cd40335f66e55a8bee314b6a795f169fb02d70215d482023ec74613371 \
-    --hash=sha256:9fc1a6c78197eff8b4d125bb98410b661e732f3ec563c03264d2d7378cf9e613 \
-    --hash=sha256:a40f1d985047fe4654a1afb4702cbe0daeacde3868d52be9e4652615d387e05b \
-    --hash=sha256:a459b7ff3d802792254d6fc6a622e53ca9cf9f002ed79db7e4dee536b2e20e5d \
-    --hash=sha256:a4f733882b67407d4b667eafd61fce86e8e204b158258cc1d0cb0843f6bb4708 \
-    --hash=sha256:a56a35e2e0b7eda39957ccd33059b79bb2fc57f54c501a917d1092c895f56d08 \
-    --hash=sha256:a5c3a32af789b0ec413a606c99b55579abbcb6c86220610a5c5041da8688e7ca \
-    --hash=sha256:a5d2776c7cd6a338cd9338fb50f2a38a7ca3e16250b40ab2d0c41eb1697ebc12 \
-    --hash=sha256:a816f732f695261798a8a0fc1e0232a3638933b8ddfc574c00f9ef70d9f34cb8 \
-    --hash=sha256:a9d559775a95aee0ff06c0aaac638691619d6342b7cde85c62ad228804f82829 \
-    --hash=sha256:ac9d91b4d9c306e66a1abd224524fada07684a57f7da72a675e4b8bee9302b38 \
-    --hash=sha256:ae340c41024b9be566f600f364c8d286217f2975fd765fb3fb4dd6dfbdbec825 \
-    --hash=sha256:aeb60452d5b6150075974bc36e1cc74a46bd4b125cd5e72a86a04f4d6abf4e67 \
-    --hash=sha256:aee6c4e8f670ea685345ce4ca01c574a52e0a4318af2b8cdd563de9567731056 \
-    --hash=sha256:b027b53adb1df11923753d85587e3ab611fe70bc69596e9eb3269acab809c376 \
-    --hash=sha256:b0adbe8f33f57f2b6bfa8a2ea18f3e4ed91676503673f70f796bfbd06a1a2214 \
-    --hash=sha256:b30dcfbc5ab2fc932a723a39c2cb52d4f5c8b1705aa05a0bae23f28f70e06982 \
-    --hash=sha256:b385fc7fc7b0811c3fcac4b0a35e5606eca693efba0d1446623ef0158a078034 \
-    --hash=sha256:b4e5e9d1f84bbc01bf6a32a4704920c72e37d9090b3e0e29bd1574d06b3249f1 \
-    --hash=sha256:b50ad622d8a71c8b72582dc84a990f3f079775edc1bcf0f43ed59bb2277fca2f \
-    --hash=sha256:b544a1a78e0812134572cc13f5ee330bfb6bfe6dda58d2e26c20557bb0e0cec9 \
-    --hash=sha256:b8472151e6f7ae90d7fd231a1ac16d2e628b93ce20d0f8063da25bd8bfdeb9e5 \
-    --hash=sha256:b868b7fc24dd8ab4762b59a533bdbd096ebba7eabc853c7f78af8edce46d1390 \
-    --hash=sha256:b8eee5d25efee64e172ed0d60ebcf6bca92b0b26a7fd048bb946b32fb90dbdc0 \
-    --hash=sha256:bae7f07731c6c285b87111c7d5c5efa65f8b48016a98bcc57eebc24a3c7d854d \
-    --hash=sha256:beb0f7f8371d933072e9bdc00c6df7eb5fdf76b93f08bfe73094f60c3f011f57 \
-    --hash=sha256:c2676e2a934e046200faf0dc26ffa48c4989c3561c9bb97832e79969a41b2afe \
-    --hash=sha256:c77113fbdbd7ca5de72dd3b7d113856609a1b878f6164de09dd95d12e6a51de2 \
-    --hash=sha256:c85110f536e59fe19ea4b002d04228f57f55462add1630a0785cd6ec62e70415 \
-    --hash=sha256:c9f8827cd7a84f5344779754ebb633bca71c470e028f92ecc959e666ef5c5e3c \
-    --hash=sha256:cb62c82a2518b8446be1cc5eb4319e282776bf96fdb2964e81ff2c15d632248b \
-    --hash=sha256:d5c711c8ca8d5767ed8ecd5fb5602c12eaf8fb256a5f4308ae36f2dc79e6f853 \
-    --hash=sha256:d851b7ff732ebc9d823de3c7cc95a5ed4261a0226acd46861a18369ac9568f36 \
-    --hash=sha256:e2a917ab420cd88b040ec85b5abc1244ab82b34d56461e2ffff58e0c7d018bae \
-    --hash=sha256:e3215b43632a23b5b99165097949ce51dd093ab33d410bcf8aa901cdbc64d9cd \
-    --hash=sha256:e71386f89dc2db805b4c9518dee6d81abddb8e79e4d9313cecdb702c924b8187 \
-    --hash=sha256:f34b39057956305935c71f51a0860709b6124c92281dc03841587dd45a86322c \
-    --hash=sha256:f44715d6a3313d614ff7550e52ecff67a283776909d960f338701b57e6013542 \
-    --hash=sha256:f74bfa9f1b91718d6664d4708d092f7d44e2f0f825a5fab82819d43d41e0302d \
-    --hash=sha256:f76fcf2867d19259b53680c08314435b46f632d20a4d7b9f0ccbb5dd3e925e79 \
-    --hash=sha256:fa4842977924209ae653e856238a30b1c68e579ecde5cf1c16c4de471b35cec7 \
-    --hash=sha256:fc8d3edbc9f32da930da6ea33d43ce0c3239e6b2018a77907fbf4e9836bd6def
+hiredis==3.3.1 \
+    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
+    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
+    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
+    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
+    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
+    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
+    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
+    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
+    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
+    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
+    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
+    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
+    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
+    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
+    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
+    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
+    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
+    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
+    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
+    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
+    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
+    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
+    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
+    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
+    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
+    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
+    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
+    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
+    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
+    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
+    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
+    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
+    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
+    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
+    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
+    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
+    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
+    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
+    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
+    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
+    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
+    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
+    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
+    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
+    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
+    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
+    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
+    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
+    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
+    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
+    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
+    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
+    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
+    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
+    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
+    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
+    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
+    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
+    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
+    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
+    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
+    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
+    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
+    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
+    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
+    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
+    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
+    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
+    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
+    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
+    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
+    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
+    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
+    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
+    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
+    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
+    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
+    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
+    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
+    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
+    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
+    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
+    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
+    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
+    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
+    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
+    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
+    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
+    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
+    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
+    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
+    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
+    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
+    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
+    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
+    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
+    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
+    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
+    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
+    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
+    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
+    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
+    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
+    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
+    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
     # via feast (pyproject.toml)
 hpack==4.1.0 \
     --hash=sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496 \
@@ -1886,6 +2083,10 @@ httpx-sse==0.4.3 \
     --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
     --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
     # via mcp
+huey==2.6.0 \
+    --hash=sha256:1b9df9d370b49c6d5721ba8a01ac9a787cf86b3bdc584e4679de27b920395c3f \
+    --hash=sha256:8d11f8688999d65266af1425b831f6e3773e99415027177b8734b0ffd5e251f6
+    # via mlflow
 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
     --hash=sha256:48f0c8eac16145dfce371e9d2d7772854a4f591bcb56c9cf548accf531d54270
@@ -1906,13 +2107,13 @@ ibis-framework[duckdb, mssql, oracle]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-identify==2.6.18 \
-    --hash=sha256:873ac56a5e3fd63e7438a7ecbc4d91aca692eb3fefa4534db2b7913f3fc352fd \
-    --hash=sha256:8db9d3c8ea9079db92cafb0ebf97abdc09d52e97f4dcf773a2e694048b7cd737
+identify==2.6.19 \
+    --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
+    --hash=sha256:6be5020c38fcb07da56c53733538a3081ea5aa70d36a156f83044bfbf9173842
     # via pre-commit
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   httpx
@@ -1933,18 +2134,19 @@ importlib-metadata==8.7.1 \
     --hash=sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151
     # via
     #   dask
+    #   mlflow-skinny
     #   opentelemetry-api
-importlib-resources==6.5.2 \
-    --hash=sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c \
-    --hash=sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec
+importlib-resources==7.1.0 \
+    --hash=sha256:0722d4c6212489c530f2a145a34c0a7a3b4721bc96a15fada5930e2a0b760708 \
+    --hash=sha256:1bd7b48b4088eddb2cd16382150bb515af0bd2c70128194392725f82ad2c96a1
     # via happybase
 iniconfig==2.3.0 \
     --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
     --hash=sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12
     # via pytest
-invoke==2.2.1 \
-    --hash=sha256:2413bc441b376e5cd3f55bb5d364f973ad8bdd7bf87e53c79de3c11bf3feecc8 \
-    --hash=sha256:515bf49b4a48932b79b024590348da22f39c4942dff991ad1fb8b8baea1be707
+invoke==3.0.3 \
+    --hash=sha256:437b6a622223824380bfb4e64f612711a6b648c795f565efc8625af66fb57f0c \
+    --hash=sha256:f11327165e5cbb89b2ad1d88d3292b5113332c43b8553b494da435d6ec6f5053
     # via paramiko
 ipykernel==7.2.0 \
     --hash=sha256:18ed160b6dee2cbb16e5f3575858bc19d8f1fe6046a9a680c708494ce31d909e \
@@ -1975,9 +2177,13 @@ isoduration==20.11.0 \
     --hash=sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9 \
     --hash=sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
     # via jsonschema
-jedi==0.19.2 \
-    --hash=sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0 \
-    --hash=sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9
+itsdangerous==2.2.0 \
+    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
+    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
+    # via flask
+jedi==0.20.0 \
+    --hash=sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67 \
+    --hash=sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011
     # via ipython
 jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
@@ -1985,6 +2191,7 @@ jinja2==3.1.6 \
     # via
     #   feast (pyproject.toml)
     #   altair
+    #   flask
     #   great-expectations
     #   jupyter-server
     #   jupyterlab
@@ -2061,17 +2268,17 @@ jupyter-core==5.9.1 \
     #   nbclient
     #   nbconvert
     #   nbformat
-jupyter-events==0.12.0 \
-    --hash=sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb \
-    --hash=sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b
+jupyter-events==0.12.1 \
+    --hash=sha256:c366585253f537a627da52fa7ca7410c5b5301fe893f511e7b077c2d93ec8bcf \
+    --hash=sha256:faff25f77218335752f35f23c5fe6e4a392a7bd99a5939ccb9b8fbf594636cf3
     # via jupyter-server
 jupyter-lsp==2.3.1 \
     --hash=sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81 \
     --hash=sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6
     # via jupyterlab
-jupyter-server==2.17.0 \
-    --hash=sha256:c38ea898566964c888b4772ae1ed58eca84592e88251d2cfc4d171f81f7e99d5 \
-    --hash=sha256:e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f
+jupyter-server==2.18.2 \
+    --hash=sha256:06b4f40d8a7a00bb39d5216859c81374a0e7cfefe6d8a5a7facc5a5c37c679a7 \
+    --hash=sha256:fa5e46539ded65791838035a2b6001f13e54d5f64b8b3752eb1e91fdd641a5b8
     # via
     #   jupyter-lsp
     #   jupyterlab
@@ -2082,9 +2289,9 @@ jupyter-server-terminals==0.5.4 \
     --hash=sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14 \
     --hash=sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5
     # via jupyter-server
-jupyterlab==4.5.6 \
-    --hash=sha256:642fe2cfe7f0f5922a8a558ba7a0d246c7bc133b708dfe43f7b3a826d163cf42 \
-    --hash=sha256:d6b3dac883aa4d9993348e0f8e95b24624f75099aed64eab6a4351a9cdd1e580
+jupyterlab==4.5.7 \
+    --hash=sha256:55a9822c4754da305f41e113452c68383e214dcf96de760146af89ce5d5117b0 \
+    --hash=sha256:fba4cb0e2c44a52859669d8c98b45de029d5e515f8407bf8534d2a8fc5f0964d
     # via notebook
 jupyterlab-pygments==0.3.0 \
     --hash=sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d \
@@ -2100,10 +2307,129 @@ jupyterlab-widgets==3.0.16 \
     --hash=sha256:423da05071d55cf27a9e602216d35a3a65a3e41cdf9c5d3b643b814ce38c19e0 \
     --hash=sha256:45fa36d9c6422cf2559198e4db481aa243c7a32d9926b500781c830c80f7ecf8
     # via ipywidgets
-jwcrypto==1.5.6 \
-    --hash=sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789 \
-    --hash=sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039
+jwcrypto==1.5.7 \
+    --hash=sha256:70204d7cca406eda8c82352e3c41ba2d946610dafd19e54403f0a1f4f18633c6 \
+    --hash=sha256:729463fefe28b6de5cf1ebfda3e94f1a1b41d2799148ef98a01cb9678ebe2bb0
     # via python-keycloak
+kiwisolver==1.5.0 \
+    --hash=sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9 \
+    --hash=sha256:01808c6d15f4c3e8559595d6d1fe6411c68e4a3822b4b9972b44473b24f4e679 \
+    --hash=sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0 \
+    --hash=sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8 \
+    --hash=sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276 \
+    --hash=sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96 \
+    --hash=sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e \
+    --hash=sha256:0df54df7e686afa55e6f21fb86195224a6d9beb71d637e8d7920c95cf0f89aac \
+    --hash=sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f \
+    --hash=sha256:12e91c215a96e39f57989c8912ae761286ac5a9584d04030ceb3368a357f017a \
+    --hash=sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15 \
+    --hash=sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7 \
+    --hash=sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368 \
+    --hash=sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02 \
+    --hash=sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9 \
+    --hash=sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681 \
+    --hash=sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57 \
+    --hash=sha256:2517e24d7315eb51c10664cdb865195df38ab74456c677df67bb47f12d088a27 \
+    --hash=sha256:295d9ffe712caa9f8a3081de8d32fc60191b4b51c76f02f951fd8407253528f4 \
+    --hash=sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920 \
+    --hash=sha256:32cc0a5365239a6ea0c6ed461e8838d053b57e397443c0ca894dcc8e388d4374 \
+    --hash=sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3 \
+    --hash=sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa \
+    --hash=sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23 \
+    --hash=sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859 \
+    --hash=sha256:3c4923e404d6bcd91b6779c009542e5647fef32e4a5d75e115e3bbac6f2335eb \
+    --hash=sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d \
+    --hash=sha256:41024ed50e44ab1a60d3fe0a9d15a4ccc9f5f2b1d814ff283c8d01134d5b81bc \
+    --hash=sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581 \
+    --hash=sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c \
+    --hash=sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099 \
+    --hash=sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05 \
+    --hash=sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9 \
+    --hash=sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd \
+    --hash=sha256:50847dca5d197fcbd389c805aa1a1cf32f25d2e7273dc47ab181a517666b68cc \
+    --hash=sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796 \
+    --hash=sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303 \
+    --hash=sha256:51e8c4084897de9f05898c2c2a39af6318044ae969d46ff7a34ed3f96274adca \
+    --hash=sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314 \
+    --hash=sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489 \
+    --hash=sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57 \
+    --hash=sha256:59cd8683f575d96df5bb48f6add94afc055012c29e28124fcae2b63661b9efb1 \
+    --hash=sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797 \
+    --hash=sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021 \
+    --hash=sha256:6176c1811d9d5a04fa391c490cc44f451e240697a16977f11c6f722efb9041db \
+    --hash=sha256:62f59da443c4f4849f73a51a193b1d9d258dcad0c41bc4d1b8fb2bcc04bfeb22 \
+    --hash=sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028 \
+    --hash=sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083 \
+    --hash=sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65 \
+    --hash=sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588 \
+    --hash=sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0 \
+    --hash=sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a \
+    --hash=sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1 \
+    --hash=sha256:800ee55980c18545af444d93fdd60c56b580db5cc54867d8cbf8a1dc0829938c \
+    --hash=sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac \
+    --hash=sha256:86e0287879f75621ae85197b0877ed2f8b7aa57b511c7331dce2eb6f4de7d476 \
+    --hash=sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53 \
+    --hash=sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3 \
+    --hash=sha256:8c63c91f95173f9c2a67c7c526b2cea976828a0e7fced9cdcead2802dc10f8a4 \
+    --hash=sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615 \
+    --hash=sha256:8f9baf6f0a6e7571c45c8863010b45e837c3ee1c2c77fcd6ef423be91b21fedb \
+    --hash=sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18 \
+    --hash=sha256:9190426b7aa26c5229501fa297b8d0653cfd3f5a36f7990c264e157cbf886b3b \
+    --hash=sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1 \
+    --hash=sha256:94eff26096eb5395136634622515b234ecb6c9979824c1f5004c6e3c3c85ccd2 \
+    --hash=sha256:9eed0f7edbb274413b6ee781cca50541c8c0facd3d6fd289779e494340a2b85c \
+    --hash=sha256:ad4ae4ffd1ee9cd11357b4c66b612da9888f4f4daf2f36995eda64bd45370cac \
+    --hash=sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d \
+    --hash=sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf \
+    --hash=sha256:b7d335370ae48a780c6e6a6bbfa97342f563744c39c35562f3f367665f5c1de2 \
+    --hash=sha256:b83af57bdddef03c01a9138034c6ff03181a3028d9a1003b301eb1a55e161a3f \
+    --hash=sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f \
+    --hash=sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4 \
+    --hash=sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9 \
+    --hash=sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e \
+    --hash=sha256:be4a51a55833dc29ab5d7503e7bcb3b3af3402d266018137127450005cdfe737 \
+    --hash=sha256:beb7f344487cdcb9e1efe4b7a29681b74d34c08f0043a327a74da852a6749e7b \
+    --hash=sha256:bf4679a3d71012a7c2bf360e5cd878fbd5e4fcac0896b56393dec239d81529ed \
+    --hash=sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3 \
+    --hash=sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7 \
+    --hash=sha256:c438f6ca858697c9ab67eb28246c92508af972e114cac34e57a6d4ba17a3ac08 \
+    --hash=sha256:c8277104ded0a51e699c8c3aff63ce2c56d4ed5519a5f73e0fd7057f959a2b9e \
+    --hash=sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902 \
+    --hash=sha256:cc0b66c1eec9021353a4b4483afb12dfd50e3669ffbb9152d6842eb34c7e29fd \
+    --hash=sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6 \
+    --hash=sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310 \
+    --hash=sha256:cff8e5383db4989311f99e814feeb90c4723eb4edca425b9d5d9c3fefcdd9537 \
+    --hash=sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554 \
+    --hash=sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e \
+    --hash=sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87 \
+    --hash=sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a \
+    --hash=sha256:d5cd5189fc2b6a538b75ae45433140c4823463918f7b1617c31e68b085c0022c \
+    --hash=sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79 \
+    --hash=sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e \
+    --hash=sha256:daae526907e262de627d8f70058a0f64acc9e2641c164c99c8f594b34a799a16 \
+    --hash=sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1 \
+    --hash=sha256:dd952e03bfbb096cfe2dd35cd9e00f269969b67536cb4370994afc20ff2d0875 \
+    --hash=sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd \
+    --hash=sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0 \
+    --hash=sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9 \
+    --hash=sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646 \
+    --hash=sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657 \
+    --hash=sha256:ebae99ed6764f2b5771c522477b311be313e8841d2e0376db2b10922daebbba4 \
+    --hash=sha256:ec4c85dc4b687c7f7f15f553ff26a98bfe8c58f5f7f0ac8905f0ba4c7be60232 \
+    --hash=sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819 \
+    --hash=sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384 \
+    --hash=sha256:f1f9f4121ec58628c96baa3de1a55a4e3a333c5102c8e94b64e23bf7b2083309 \
+    --hash=sha256:f42c23db5d1521218a3276bb08666dcb662896a0be7347cba864eca45ff64ede \
+    --hash=sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2 \
+    --hash=sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203 \
+    --hash=sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7 \
+    --hash=sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df \
+    --hash=sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c \
+    --hash=sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167 \
+    --hash=sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3 \
+    --hash=sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09 \
+    --hash=sha256:ff710414307fefa903e0d9bdf300972f892c23477829f49504e59834f4195398
+    # via matplotlib
 kube-authkit==0.4.0 \
     --hash=sha256:1df61ac392fca96c8f5ae8c3d6e9918f1e1655d212434b3c3da5f92cc23b660d \
     --hash=sha256:3bf5fc6ddc882498040118c907628ea68789f9a947454c241972008be59601a3
@@ -2119,9 +2445,9 @@ lark==1.3.1 \
     --hash=sha256:b426a7a6d6d53189d318f2b6236ab5d6429eaf09259f1ca33eb716eed10d2905 \
     --hash=sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12
     # via rfc3987-syntax
-latex2mathml==3.79.0 \
-    --hash=sha256:11bde318c2d2d6fcdd105a07509d867cee2208f653278eb80243dec7ea77a0ce \
-    --hash=sha256:9f10720d4fcf6b22d1b81f6628237832419a7a29783c13aa92fa8d680165e63d
+latex2mathml==3.81.0 \
+    --hash=sha256:4b959cdc3cac8686bc0e3e5aece8127dfb1b81ca1241bed8e00ef31b82bb4022 \
+    --hash=sha256:d317710393fe20579aea39cfe8928fa2ad9b8780896e585326c75e89c1d1d1a4
     # via docling-core
 lazy-loader==0.5 \
     --hash=sha256:717f9179a0dbed357012ddad50a5ad3d5e4d9a0b8712680d4e687f5e6e6ed9b3 \
@@ -2333,9 +2659,13 @@ makefun==1.16.0 \
     --hash=sha256:43baa4c3e7ae2b17de9ceac20b669e9a67ceeadff31581007cca20a07bbe42c4 \
     --hash=sha256:e14601831570bff1f6d7e68828bcd30d2f5856f24bad5de0ccb22921ceebc947
     # via great-expectations
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+mako==1.3.12 \
+    --hash=sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9 \
+    --hash=sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a
+    # via alembic
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 marko==2.2.2 \
     --hash=sha256:6940308e655f63733ca518c47a68ec9510279dbb916c83616e4c4b5829f052e8 \
@@ -2432,22 +2762,81 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via
+    #   flask
     #   jinja2
+    #   mako
     #   nbconvert
     #   werkzeug
 marshmallow==3.26.2 \
     --hash=sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73 \
     --hash=sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57
     # via great-expectations
-matplotlib-inline==0.2.1 \
-    --hash=sha256:d56ce5156ba6085e00a9d54fead6ed29a9c47e215cd1bba2e976ef39f5710a76 \
-    --hash=sha256:e1ee949c340d771fc39e241ea75683deb94762c8fa5f2927ec57c83c4dffa9fe
+matplotlib==3.10.9 \
+    --hash=sha256:09218df8a93712bd6ea133e83a153c755448cf7868316c531cffcc43f69d1cc9 \
+    --hash=sha256:10cc5ce06d10231c36f40e875f3c7e8050362a4ee8f0ee5d29a6b3277d57bb42 \
+    --hash=sha256:172db52c9e683f5d12eaf57f0f54834190e12581fe1cc2a19595a8f5acb4e77d \
+    --hash=sha256:1872fb212a05b729e649754a72d5da61d03e0554d76e80303b6f83d1d2c0552b \
+    --hash=sha256:1aa972116abb4c9d201bf245620b433726cb6856f3bef6a78f776a00f5c92d37 \
+    --hash=sha256:1e7698ac9868428e84d2c967424803b2472ff7167d9d6590d4204ed775343c3b \
+    --hash=sha256:2dc9477819ffd78ad12a20df1d9d6a6bd4fec6aaa9072681465fddca052f1456 \
+    --hash=sha256:3225f4e1edcb8c86c884ddf79ebe20ecd0a67d30188f279897554ccd8fded4dc \
+    --hash=sha256:336b9acc64d309063126edcdaca00db9373af3c476bb94388fe9c5a53ad13e6f \
+    --hash=sha256:345f6f68ecc8da0ca56fad2ea08fde1a115eda530079eca185d50a7bc3e146c6 \
+    --hash=sha256:34cf8167e023ad956c15f36302911d5406bd99a9862c1a8499ea6f7c0e015dc2 \
+    --hash=sha256:3fc0364dfbe1d07f6d15c5ebd0c5bf89e126916e5a8667dd4a7a6e84c36653d4 \
+    --hash=sha256:41cb28c2bd769aa3e98322c6ab09854cbcc52ab69d2759d681bba3e327b2b320 \
+    --hash=sha256:42fb814efabe95c06c1994d8ab5a8385f43a249e23badd3ba931d4308e5bca20 \
+    --hash=sha256:4e42042d54db34fda4e95a7bd3e5789c2a995d2dad3eb8850232ee534092fbbf \
+    --hash=sha256:4edcfbd8565339aa62f1cd4012f7180926fdbe71850f7b0d3c379c175cd6b66c \
+    --hash=sha256:51bf0ddbdc598e060d46c16b5590708f81a1624cefbaaf62f6a81bf9285b8c80 \
+    --hash=sha256:56fc0bd271b00025c6edfdc7c2dcd247372c8e1544971d62e1dc7c17367e8bf9 \
+    --hash=sha256:59476c6d29d612b8e9bb6ce8c5b631be6ba8f9e3a2421f22a02b192c7dd28716 \
+    --hash=sha256:6640f75af2c6148293caa0a2b39dd806a492dd66c8a8b04035813e33d0fd2585 \
+    --hash=sha256:68cfdcede415f7c8f5577b03303dd94526cdb6d11036cecdc205e08733b2d2bb \
+    --hash=sha256:6b63d9c7c769b88ab81e10dc86e4e0607cf56817b9f9e6cf24b2a5f1693b8e38 \
+    --hash=sha256:6be157fe17fc37cb95ac1d7374cf717ce9259616edec911a78d9d26dae8522d4 \
+    --hash=sha256:6c63ebcd8b4b169eb2f5c200552ae6b8be8999a005b6b507ed76fb8d7d674fe2 \
+    --hash=sha256:77210dce9cb8153dffc967efaae990543392563d5a376d4dd8539bebcb0ed217 \
+    --hash=sha256:7a8d66a55def891c33147ba3ba9bfcabf0b526a43764c818acbb4525e5ed0838 \
+    --hash=sha256:82368699727bfb7b0182e1aa13082e3c08e092fa1a25d3e1fd92405bff96f6d4 \
+    --hash=sha256:82834c3c292d24d3a8aae77cd2d20019de69d692a34a970e4fdb8d33e2ea3dda \
+    --hash=sha256:8e436d155fa8a3399dc62683f8f5d0e2e50d25d0144a73edd73f82eec8f4abfb \
+    --hash=sha256:8f3bcac1ca5ed000a6f4337d47ba67dfddf37ed6a46c15fd7f014997f7bf865f \
+    --hash=sha256:97e35e8d39ccc85859095e01a53847432ba9a53ddf7986f7a54a11b73d0e143f \
+    --hash=sha256:985f2238880e2e69093f588f5fe2e46771747febf0649f3cf7f7b7480875317f \
+    --hash=sha256:a49f1eadc84ca85fd72fa4e89e70e61bf86452df6f971af04b12c60761a0772c \
+    --hash=sha256:a5a6104ed666402ba5106d7f36e0e0cdca4e8d7fa4d39708ca88019e2835a2eb \
+    --hash=sha256:aba1615dabe83188e19d4f75a253c6a08423e04c1425e64039f800050a69de6b \
+    --hash=sha256:ae20801130378b82d647ff5047c07316295b68dc054ca6b3c13519d0ea624285 \
+    --hash=sha256:ae2f11957b27ce53497dd4d7b235c4d4f1faf383dfb39d0c5beb833bff883294 \
+    --hash=sha256:b049278ddce116aaa1c1377ebf58adea909132dfce0281cf7e3a1ea9fc2e2c65 \
+    --hash=sha256:b1b745c489cd1a77a0dc1120a05dc87af9798faebc913601feb8c73d89bf2d1e \
+    --hash=sha256:b2b9516251cb89ff618d757daec0e2ed1bf21248013844a853d87ef85ab3081d \
+    --hash=sha256:b580440f1ff81a0e34122051a3dfabb7e4b7f9e380629929bde0eff9af72165f \
+    --hash=sha256:ba7b3b8ef09eab7df0e86e9ae086faa433efbfbdb46afcb3aa16aabf779469a8 \
+    --hash=sha256:c27df8b3848f32a83d1767566595e43cfaa4460380974da06f4279a7ec143c39 \
+    --hash=sha256:d091f9d758b34aaaaa6331d13574bf01891d903b3dec59bfff458ef7551de5d6 \
+    --hash=sha256:d730e984eddf56974c3e72b6129c7ca462ac38dc624338f4b0b23eb23ecba00f \
+    --hash=sha256:d75d11c949914165976c621b2324f9ef162af7ebf4b057ddf95dd1dba7e5edcf \
+    --hash=sha256:d843374407c4017a6403b59c6c81606773d136f3259d5b6da3131bc814542cc2 \
+    --hash=sha256:da4e09638420548f31c354032a6250e473c68e5a4e96899b4844cf39ddea23fe \
+    --hash=sha256:de2445a0c6690d21b7eb6ce071cebad6d40a2e9bdf10d039074a96ba19797b99 \
+    --hash=sha256:dfca0129678bd56379db26c52b5d77ed7de314c047492fbdc763aa7501710cfb \
+    --hash=sha256:e9fae004b941b23ff2edcf1567a857ed77bafc8086ffa258190462328434faf8 \
+    --hash=sha256:f0c3c28d9fbcc1fe7a03be236d73430cf6409c41fb2383a7ac52fe932b072cb1 \
+    --hash=sha256:f4399f64b3e94cd500195490972ae1ee81170df1636fa15364d157d5bdd7b921 \
+    --hash=sha256:f76e640a5268850bfda54b5131b1b1941cc685e42c5fa98ed9f2d64038308cba \
+    --hash=sha256:fd66508e8c6877d98e586654b608a0456db8d7e8a546eb1e2600efd957302358
+    # via mlflow
+matplotlib-inline==0.2.2 \
+    --hash=sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6 \
+    --hash=sha256:72f3fe8fce36b70d4a5b612f899090cd0401deddc4ea90e1572b9f4bfb058c79
     # via
     #   ipykernel
     #   ipython
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+mcp==1.27.1 \
+    --hash=sha256:0f47e1820f8f8f941466b39749eb1d1839a04caddca2bc60e9d46e8a99914924 \
+    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -2465,12 +2854,24 @@ minio==7.2.11 \
     --hash=sha256:153582ed52ff3b5005ba558e1f25bfe1e9e834f7f0745e594777f28e3e81e1a0 \
     --hash=sha256:4db95a21fe1e2022ec975292d8a1f83bd5b18f830d23d42a4518ac7a5281d7c5
     # via feast (pyproject.toml)
-mistune==3.2.0 \
-    --hash=sha256:708487c8a8cdd99c9d90eb3ed4c3ed961246ff78ac82f03418f5183ab70e398a \
-    --hash=sha256:febdc629a3c78616b94393c6580551e0e34cc289987ec6c35ed3f4be42d0eee1
+mistune==3.2.1 \
+    --hash=sha256:78cdb0ba5e938053ccf63651b352508d2efa9411dc8810bfb05f2dc5140c0048 \
+    --hash=sha256:7c8e5501d38bac1582e067e46c8343f17d57ea1aaa735823f3aba1fd59c88a28
     # via
     #   great-expectations
     #   nbconvert
+mlflow==3.12.0 \
+    --hash=sha256:227ee31c6abf7ae3b3c38d4ca87c356e107578740c1efee89da43f2a5b9e3b47 \
+    --hash=sha256:e1c28ed4c48557cc52c766f17f1ca5826753ddf241d43f30f99c45f7ea6b3ce0
+    # via feast (pyproject.toml)
+mlflow-skinny==3.12.0 \
+    --hash=sha256:0498f3697abcabcc6204c432ef179840f6a7a34ce123837c98c1913064fda6dd \
+    --hash=sha256:74d27066bc9553d281e0c31d25f07deb39dbe99d190e4f7c257703e5c8ee6d10
+    # via mlflow
+mlflow-tracing==3.12.0 \
+    --hash=sha256:8702a34a1d4f1517ba904d716f5a8fca4675e6526f7d164d02bdaabececa2d80 \
+    --hash=sha256:c6072553f47b42505dc7ee62946688a4a0dde8f06b78fbc60e946397b20e1518
+    # via mlflow
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
     --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
@@ -2596,9 +2997,9 @@ mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
     # via sympy
-msal==1.35.1 \
-    --hash=sha256:70cac18ab80a053bff86219ba64cfe3da1f307c74b009e2da57ef040eb1b5656 \
-    --hash=sha256:8f4e82f34b10c19e326ec69f44dc6b30171f2f7098f3720ea8a9f0c11832caa3
+msal==1.36.0 \
+    --hash=sha256:36ecac30e2ff4322d956029aabce3c82301c29f0acb1ad89b94edcabb0e58ec4 \
+    --hash=sha256:3f6a4af2b036b476a4215111c4297b4e6e236ed186cd804faefba23e4990978b
     # via
     #   azure-identity
     #   msal-extensions
@@ -2884,9 +3285,9 @@ nbclient==0.10.4 \
     --hash=sha256:1e54091b16e6da39e297b0ece3e10f6f29f4ac4e8ee515d29f8a7099bd6553c9 \
     --hash=sha256:9162df5a7373d70d606527300a95a975a47c137776cd942e52d9c7e29ff83440
     # via nbconvert
-nbconvert==7.17.0 \
-    --hash=sha256:1b2696f1b5be12309f6c7d707c24af604b87dfaf6d950794c7b07acab96dda78 \
-    --hash=sha256:4f99a63b337b9a23504347afdab24a11faa7d86b405e5c8f9881cd313336d518
+nbconvert==7.17.1 \
+    --hash=sha256:34d0d0a7e73ce3cbab6c5aae8f4f468797280b01fd8bd2ca746da8569eddd7d2 \
+    --hash=sha256:aa85c087b435e7bf1ffd03319f658e285f2b89eccab33bc1ba7025495ab3e7c8
     # via jupyter-server
 nbformat==5.10.4 \
     --hash=sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a \
@@ -2931,9 +3332,9 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-notebook==7.5.5 \
-    --hash=sha256:a7c14dbeefa6592e87f72290ca982e0c10f5bbf3786be2a600fda9da2764a2b8 \
-    --hash=sha256:dc0bfab0f2372c8278c457423d3256c34154ac2cc76bf20e9925260c461013c3
+notebook==7.5.6 \
+    --hash=sha256:4dde3f8fb55fa8fb7946d58c6e869ce9baf46d00fc070664f62604569d0faca0 \
+    --hash=sha256:621174aade80108f0020b0f00738000b215f75fa3cd90771ad7aa0f24536a4e1
     # via great-expectations
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef \
@@ -2941,83 +3342,84 @@ notebook-shim==0.2.4 \
     # via
     #   jupyterlab
     #   notebook
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   accelerate
     #   altair
+    #   contourpy
     #   dask
     #   datasets
     #   db-dtypes
@@ -3027,6 +3429,8 @@ numpy==2.4.4 \
     #   great-expectations
     #   ibis-framework
     #   imageio
+    #   matplotlib
+    #   mlflow
     #   opencv-python-headless
     #   pandas
     #   pandas-gbq
@@ -3038,6 +3442,7 @@ numpy==2.4.4 \
     #   scipy
     #   sentence-transformers
     #   shapely
+    #   skops
     #   tifffile
     #   torchvision
     #   transformers
@@ -3063,8 +3468,8 @@ opencv-python-headless==4.13.0.92 \
     --hash=sha256:a7cf08e5b191f4ebb530791acc0825a7986e0d0dee2a3c491184bd8599848a4b \
     --hash=sha256:eb60e36b237b1ebd40a912da5384b348df8ed534f6f644d8e0b4f103e272ba7d
     # via easyocr
-openlineage-python==1.45.0 \
-    --hash=sha256:cf66e7d517d3c8b510b39ad646d8fd0ca2f0cc92d7d6d601d93b2a859783f380
+openlineage-python==1.47.1 \
+    --hash=sha256:44ca34b0b38c9a49f6b7200ace37612334a34a455361af29adcfb80e27d258dd
     # via feast (pyproject.toml)
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
@@ -3074,147 +3479,154 @@ openshift-client==1.0.18 \
     --hash=sha256:be3979440cfd96788146a3a1650dabe939d4d516eea0b39f87e66d2ab39495b1 \
     --hash=sha256:d8a84080307ccd9556f6c62a3707a3e6507baedee36fa425754f67db9ded528b
     # via codeflare-sdk
-opentelemetry-api==1.40.0 \
-    --hash=sha256:159be641c0b04d11e9ecd576906462773eb97ae1b657730f0ecf64d32071569f \
-    --hash=sha256:82dd69331ae74b06f6a874704be0cfaa49a1650e1537d4a813b86ecef7d0ecf9
+opentelemetry-api==1.41.1 \
+    --hash=sha256:0ad1814d73b875f84494387dae86ce0b12c68556331ce6ce8fe789197c949621 \
+    --hash=sha256:a22df900e75c76dc08440710e51f52f1aa6b451b429298896023e60db5b3139f
     # via
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   opentelemetry-exporter-prometheus
     #   opentelemetry-sdk
     #   opentelemetry-semantic-conventions
-opentelemetry-exporter-prometheus==0.61b0 \
-    --hash=sha256:3013b41f4370143d48d219a2351473761423e5882fa4c213811eaefacba39cb7 \
-    --hash=sha256:7c4919bd8e79abd62b610767e80f42c9c3a06c5183f4dd9141eedeb57aea284b
+opentelemetry-exporter-prometheus==0.62b1 \
+    --hash=sha256:7a0b8a6402e107e1f93e38f074a668797e1103936b189561959531a67ffeba55 \
+    --hash=sha256:7ecbac9aa76e7abb44082ab0ff2983e0a573e4091c4653f7db483b02bae03506
     # via ray
 opentelemetry-proto==1.27.0 \
     --hash=sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6 \
     --hash=sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace
-    # via ray
-opentelemetry-sdk==1.40.0 \
-    --hash=sha256:18e9f5ec20d859d268c7cb3c5198c8d105d073714db3de50b593b8c1345a48f2 \
-    --hash=sha256:787d2154a71f4b3d81f20524a8ce061b7db667d24e46753f32a7bc48f1c1f3f1
     # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   ray
+opentelemetry-sdk==1.41.1 \
+    --hash=sha256:724b615e1215b5aeacda0abb8a6a8922c9a1853068948bd0bd225a56d0c792e6 \
+    --hash=sha256:edee379c126c1bce952b0c812b48fe8ff35b30df0eecf17e98afa4d598b7d85d
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   opentelemetry-exporter-prometheus
     #   ray
-opentelemetry-semantic-conventions==0.61b0 \
-    --hash=sha256:072f65473c5d7c6dc0355b27d6c9d1a679d63b6d4b4b16a9773062cb7e31192a \
-    --hash=sha256:fa530a96be229795f8cef353739b618148b0fe2b4b3f005e60e262926c4d38e2
+opentelemetry-semantic-conventions==0.62b1 \
+    --hash=sha256:c5cc6e04a7f8c7cdd30be2ed81499fa4e75bfbd52c9cb70d40af1f9cd3619802 \
+    --hash=sha256:cf506938103d331fbb78eded0d9788095f7fd59016f2bda813c3324e5a74a93c
     # via opentelemetry-sdk
-oracledb==3.4.2 \
-    --hash=sha256:00c79448017f367bb7ab6900efe0706658a53768abea2b4519a4c9b2d5743890 \
-    --hash=sha256:0e16fe3d057e0c41a23ad2ae95bfa002401690773376d476be608f79ac74bf05 \
-    --hash=sha256:0f04a2d62073407672f114d02529921de0677c6883ed7c64d8d1a3c04caa3238 \
-    --hash=sha256:1617a1db020346883455af005efbefd51be2c4d797e43b1b38455a19f8526b48 \
-    --hash=sha256:19fa80ef84f85ad74077aa626067bbe697e527bd39604b4209f9d86cb2876b89 \
-    --hash=sha256:1e4930d7f6584832dcc15b8ca415a7957b0c45f5aa7c4f88702e070e5c53bf93 \
-    --hash=sha256:23aa07c1eaca17ae74c6fdc86b218f58484d56452958aead1aa460c0596a76c1 \
-    --hash=sha256:31b7ee83c23d0439778303de8a675717f805f7e8edb5556d48c4d8343bcf14f5 \
-    --hash=sha256:3df8eee1410d25360599968b1625b000f10c5ae0e47274031a7842a9dc418890 \
-    --hash=sha256:404ec1451d0448653ee074213b87d6c5bd65eaa74b50083ddf2c9c3e11c71c71 \
-    --hash=sha256:46e0f2278ff1fe83fbc33a3b93c72d429323ec7eed47bc9484e217776cd437e5 \
-    --hash=sha256:55397e7eb43bb7017c03a981c736c25724182f5210951181dfe3fab0e5d457fb \
-    --hash=sha256:574c8280d49cbbe21dbe03fc28356d9b9a5b9e300ebcde6c6d106e51453a7e65 \
-    --hash=sha256:59ad6438f56a25e8e1a4a3dd1b42235a5d09ab9ba417ff2ad14eae6596f3d06f \
-    --hash=sha256:5d7befb014174c5ae11c3a08f5ed6668a25ab2335d8e7104dca70d54d54a5b3a \
-    --hash=sha256:5ed78d7e7079a778062744ccf42141ce4806818c3f4dd6463e4a7edd561c9f86 \
-    --hash=sha256:643c25d301a289a371e37fcedb59e5fa5e54fb321708e5c12821c4b55bdd8a4d \
-    --hash=sha256:6d85622664cc88d5a82bbd7beccb62cd53bd272c550a5e15e7d5f8ae6b86f1f1 \
-    --hash=sha256:9f434a739405557bd57cb39b62238142bb27855a524a70dc6d397a2a8c576c9d \
-    --hash=sha256:a7396664e592881225ba66385ee83ce339d864f39003d6e4ca31a894a7e7c552 \
-    --hash=sha256:ac25a0448fc830fb7029ad50cd136cdbfcd06975d53967e269772cc5cb8c203a \
-    --hash=sha256:b1095d95d0c8b37e4d0e17cf1928919cb59222b6344362a1cf6a2f3ca205a28a \
-    --hash=sha256:b26a10f9c790bd141ffc8af68520803ed4a44a9258bf7d1eea9bfdd36bd6df7f \
-    --hash=sha256:b8e4b8a852251cef09038b75f30fce1227010835f4e19cfbd436027acba2697c \
-    --hash=sha256:b974caec2c330c22bbe765705a5ac7d98ec3022811dec2042d561a3c65cb991b \
-    --hash=sha256:d7ce75c498bff758548ec6e4424ab4271aa257e5887cc436a54bc947fd46199a \
-    --hash=sha256:d8d75e4f879b908be66cce05ba6c05791a5dbb4a15e39abc01aa25c8a2492bd9 \
-    --hash=sha256:e068ef844a327877bfefbef1bc6fb7284c727bb87af80095f08d95bcaf7b8bb2 \
-    --hash=sha256:f8ea989965a4f636a309444bd696ab877bba373d5d67bf744785f9bd8c560865 \
-    --hash=sha256:f93cae08e8ed20f2d5b777a8602a71f9418389c661d2c937e84d94863e7e7011 \
-    --hash=sha256:ff3c89cecea62af8ca02aa33cab0f2edc0214c747eac7d3364ed6b2640cb55e4
+oracledb==4.0.0 \
+    --hash=sha256:19d445b62973da05fde2f7f9fe1f811e3b18de4f9c6699f3c921af5ef75494bf \
+    --hash=sha256:1d3e46c81baf932752d5dfa25e9c63faea65ef17d5c0650558547b8784c929a1 \
+    --hash=sha256:22e33228d6955db8a69c8c83ee4b392a534c86f9493647ea3f511c2f5df08dd4 \
+    --hash=sha256:244ebe47c4a4e32bc07a4206192de04d92fbfeb72bf11a01493e3a710bd4b19a \
+    --hash=sha256:4582f87e56c2a2e3a74942f087c096525543e92fb59d3758e41d41145b809c52 \
+    --hash=sha256:4e47a130120181b8226daf9e928e3c22107c1d03d9ac5f6b891360677a811787 \
+    --hash=sha256:4fcbbd8977d8d91ae0d931ce21cda0048f9685e6cc29c9a84b49a769a2511b08 \
+    --hash=sha256:62b36249e8db777cd6a2b56be768642d055c89df3cbcfb5d6a3b4dc2426b34df \
+    --hash=sha256:6c65366200b44c0a71b927cd813628f0d993b098c61cc82c54c53bccb0dd0d80 \
+    --hash=sha256:6fc3dd6ce0fb1d8ca865bdf39183e663b1dd5e2d585327feffedf379a05e3abb \
+    --hash=sha256:758ac5a56e872eb517cbae5d28574b200d7b2b28c793ee31b6ce4938777d8364 \
+    --hash=sha256:80434a5aa393833bfde853e9e2943671cab219b3081c34aad1974df73c21e04d \
+    --hash=sha256:893acd019ee45184e85ef1b5f1ba425ab4da3e8ed4dab1339b7ef329d3658ffc \
+    --hash=sha256:8974532ca43f50bc6c41b9efd78219121d3fa52c673d9790da12468d06fcf59f \
+    --hash=sha256:8dd447f52482779f6cde277eaf7d734c7ac8f07f4d4e3d3609510f6033dfd0b8 \
+    --hash=sha256:922c59a7fcdc44c93dac852b33b9ebae202614235e0ed235e632bf8d5ca4dd55 \
+    --hash=sha256:997a4cd0f563b5a1aa92aeb9bdd70e67e3789f0d1a418600a7256b27e6c8947f \
+    --hash=sha256:a1c22feae372978861786c65560498dbb36e32d7447318499694d4504c67c043 \
+    --hash=sha256:a3a0221ccb33fb47b46cc3fbe587d80144e0ae6237ded5b3c58e8f6c674f02dc \
+    --hash=sha256:a7e2c3d99a691e71b4eeb9efbefdfae4dcdfe3bb78abf05a5d9b1a5e65ce8ea0 \
+    --hash=sha256:aad06930cf7a99914c863e6e550111b452560bef82b25bd9650541d5c7622837 \
+    --hash=sha256:b691fbca4c83e72773c1bee17df5dfced4f01334ea48242262430074cc5a9b36 \
+    --hash=sha256:b94a53c2524f4b9522a3091abdb12a2d8e1ac80a83456f7278d2165c3ec54482 \
+    --hash=sha256:bad1d5101cd6191271ab89ec372ad8ca119dac9453f59b7be948bdebf6cd5a55 \
+    --hash=sha256:ccf0b875850109a77ab932b03dbfa6c98e4eb011545465008d32e7a7207e8e9a \
+    --hash=sha256:cd83db5710e26502352c4ce3f5b5e29f202223f9dade089a28daeb688083d0db \
+    --hash=sha256:d4b36f906f2e6812d2e4bc1fe965d50670a3fd552cef66bcb2da892e946bba0c \
+    --hash=sha256:dc96cf923b62baae45bf698f4e80407b5640d9760682ce5d424e847bf9e20298 \
+    --hash=sha256:e29d9c9db167ade1c1649123c8f7cadf248f8e7f66f86335ec5b66b97f70f684 \
+    --hash=sha256:f5b1f7ae53883336e23a235339e023d26d1d4b0d014ce4944c61dc79951c89df \
+    --hash=sha256:f8c7f26d6e75848d7c75604eff71272c202ddb5eb65996630da3d6d5452401f6
     # via ibis-framework
-orjson==3.11.8 \
-    --hash=sha256:0022bb50f90da04b009ce32c512dc1885910daa7cb10b7b0cba4505b16db82a8 \
-    --hash=sha256:003646067cc48b7fcab2ae0c562491c9b5d2cbd43f1e5f16d98fd118c5522d34 \
-    --hash=sha256:01928d0476b216ad2201823b0a74000440360cef4fed1912d297b8d84718f277 \
-    --hash=sha256:01c4e5a6695dc09098f2e6468a251bc4671c50922d4d745aff1a0a33a0cf5b8d \
-    --hash=sha256:093d489fa039ddade2db541097dbb484999fcc65fc2b0ff9819141e2ab364f25 \
-    --hash=sha256:0b57f67710a8cd459e4e54eb96d5f77f3624eba0c661ba19a525807e42eccade \
-    --hash=sha256:0e32f7154299f42ae66f13488963269e5eccb8d588a65bc839ed986919fc9fac \
-    --hash=sha256:14439063aebcb92401c11afc68ee4e407258d2752e62d748b6942dad20d2a70d \
-    --hash=sha256:14778ffd0f6896aa613951a7fbf4690229aa7a543cb2bfbe9f358e08aafa9546 \
-    --hash=sha256:14f7b8fcb35ef403b42fa5ecfa4ed032332a91f3dc7368fbce4184d59e1eae0d \
-    --hash=sha256:1ab359aff0436d80bfe8a23b46b5fea69f1e18aaf1760a709b4787f1318b317f \
-    --hash=sha256:1cd0b77e77c95758f8e1100139844e99f3ccc87e71e6fc8e1c027e55807c549f \
-    --hash=sha256:25e0c672a2e32348d2eb33057b41e754091f2835f87222e4675b796b92264f06 \
-    --hash=sha256:29c009e7a2ca9ad0ed1376ce20dd692146a5d9fe4310848904b6b4fee5c5c137 \
-    --hash=sha256:3222adff1e1ff0dce93c16146b93063a7793de6c43d52309ae321234cdaf0f4d \
-    --hash=sha256:3223665349bbfb68da234acd9846955b1a0808cbe5520ff634bf253a4407009b \
-    --hash=sha256:3cf17c141617b88ced4536b2135c552490f07799f6ad565948ea07bef0dcb9a6 \
-    --hash=sha256:3f23426851d98478c8970da5991f84784a76682213cd50eb73a1da56b95239dc \
-    --hash=sha256:3f262401086a3960586af06c054609365e98407151f5ea24a62893a40d80dbbb \
-    --hash=sha256:436c4922968a619fb7fef1ccd4b8b3a76c13b67d607073914d675026e911a65c \
-    --hash=sha256:469ac2125611b7c5741a0b3798cd9e5786cbad6345f9f400c77212be89563bec \
-    --hash=sha256:4861bde57f4d253ab041e374f44023460e60e71efaa121f3c5f0ed457c3a701e \
-    --hash=sha256:48854463b0572cc87dac7d981aa72ed8bf6deedc0511853dc76b8bbd5482d36d \
-    --hash=sha256:53a0f57e59a530d18a142f4d4ba6dfc708dc5fdedce45e98ff06b44930a2a48f \
-    --hash=sha256:54153d21520a71a4c82a0dbb4523e468941d549d221dc173de0f019678cf3813 \
-    --hash=sha256:55120759e61309af7fcf9e961c6f6af3dde5921cdb3ee863ef63fd9db126cae6 \
-    --hash=sha256:5774c1fdcc98b2259800b683b19599c133baeb11d60033e2095fd9d4667b82db \
-    --hash=sha256:58a4a208a6fbfdb7a7327b8f201c6014f189f721fd55d047cafc4157af1bc62a \
-    --hash=sha256:58fb9b17b4472c7b1dcf1a54583629e62e23779b2331052f09a9249edf81675b \
-    --hash=sha256:5d8b5231de76c528a46b57010bbd83fb51e056aa0220a372fd5065e978406f1c \
-    --hash=sha256:5f8952d6d2505c003e8f0224ff7858d341fa4e33fef82b91c4ff0ef070f2393c \
-    --hash=sha256:61c9d357a59465736022d5d9ba06687afb7611dfb581a9d2129b77a6fcf78e59 \
-    --hash=sha256:6a3d159d5ffa0e3961f353c4b036540996bf8b9697ccc38261c0eac1fd3347a6 \
-    --hash=sha256:6a4a639049c44d36a6d1ae0f4a94b271605c745aee5647fa8ffaabcdc01b69a6 \
-    --hash=sha256:6ccdea2c213cf9f3d9490cbd5d427693c870753df41e6cb375bd79bcbafc8817 \
-    --hash=sha256:6dbe9a97bdb4d8d9d5367b52a7c32549bba70b2739c58ef74a6964a6d05ae054 \
-    --hash=sha256:6eda5b8b6be91d3f26efb7dc6e5e68ee805bc5617f65a328587b35255f138bf4 \
-    --hash=sha256:705b895b781b3e395c067129d8551655642dfe9437273211d5404e87ac752b53 \
-    --hash=sha256:708c95f925a43ab9f34625e45dcdadf09ec8a6e7b664a938f2f8d5650f6c090b \
-    --hash=sha256:735e2262363dcbe05c35e3a8869898022af78f89dde9e256924dc02e99fe69ca \
-    --hash=sha256:76070a76e9c5ae661e2d9848f216980d8d533e0f8143e6ed462807b242e3c5e8 \
-    --hash=sha256:7679bc2f01bb0d219758f1a5f87bb7c8a81c0a186824a393b366876b4948e14f \
-    --hash=sha256:88006eda83858a9fdf73985ce3804e885c2befb2f506c9a3723cdeb5a2880e3e \
-    --hash=sha256:883206d55b1bd5f5679ad5e6ddd3d1a5e3cac5190482927fdb8c78fb699193b5 \
-    --hash=sha256:8ac7381c83dd3d4a6347e6635950aa448f54e7b8406a27c7ecb4a37e9f1ae08b \
-    --hash=sha256:8e8c6218b614badf8e229b697865df4301afa74b791b6c9ade01d19a9953a942 \
-    --hash=sha256:9185589c1f2a944c17e26c9925dcdbc2df061cc4a145395c57f0c51f9b5dbfcd \
-    --hash=sha256:93de06bc920854552493c81f1f729fab7213b7db4b8195355db5fda02c7d1363 \
-    --hash=sha256:96163d9cdc5a202703e9ad1b9ae757d5f0ca62f4fa0cc93d1f27b0e180cc404e \
-    --hash=sha256:97c8f5d3b62380b70c36ffacb2a356b7c6becec86099b177f73851ba095ef623 \
-    --hash=sha256:97d823831105c01f6c8029faf297633dbeb30271892bd430e9c24ceae3734744 \
-    --hash=sha256:98bdc6cb889d19bed01de46e67574a2eab61f5cc6b768ed50e8ac68e9d6ffab6 \
-    --hash=sha256:9b48e274f8824567d74e2158199e269597edf00823a1b12b63d48462bbf5123e \
-    --hash=sha256:a5c370674ebabe16c6ccac33ff80c62bf8a6e59439f5e9d40c1f5ab8fd2215b7 \
-    --hash=sha256:b43dc2a391981d36c42fa57747a49dae793ef1d2e43898b197925b5534abd10a \
-    --hash=sha256:c154a35dd1330707450bb4d4e7dd1f17fa6f42267a40c1e8a1daa5e13719b4b8 \
-    --hash=sha256:c2bdf7b2facc80b5e34f48a2d557727d5c5c57a8a450de122ae81fa26a81c1bc \
-    --hash=sha256:c492a0e011c0f9066e9ceaa896fbc5b068c54d365fea5f3444b697ee01bc8625 \
-    --hash=sha256:c60c0423f15abb6cf78f56dff00168a1b582f7a1c23f114036e2bfc697814d5f \
-    --hash=sha256:c98121237fea2f679480765abd566f7713185897f35c9e6c2add7e3a9900eb61 \
-    --hash=sha256:ccd7ba1b0605813a0715171d39ec4c314cb97a9c85893c2c5c0c3a3729df38bf \
-    --hash=sha256:cdbc8c9c02463fef4d3c53a9ba3336d05496ec8e1f1c53326a1e4acc11f5c600 \
-    --hash=sha256:e0950ed1bcb9893f4293fd5c5a7ee10934fbf82c4101c70be360db23ce24b7d2 \
-    --hash=sha256:e6693ff90018600c72fd18d3d22fa438be26076cd3c823da5f63f7bab28c11cb \
-    --hash=sha256:ea56a955056a6d6c550cf18b3348656a9d9a4f02e2d0c02cabf3c73f1055d506 \
-    --hash=sha256:ebaed4cef74a045b83e23537b52ef19a367c7e3f536751e355a2a394f8648559 \
-    --hash=sha256:ec795530a73c269a55130498842aaa762e4a939f6ce481a7e986eeaa790e9da4 \
-    --hash=sha256:ed193ce51d77a3830cad399a529cd4ef029968761f43ddc549e1bc62b40d88f8 \
-    --hash=sha256:ee8db7bfb6fe03581bbab54d7c4124a6dd6a7f4273a38f7267197890f094675f \
-    --hash=sha256:f30491bc4f862aa15744b9738517454f1e46e56c972a2be87d70d727d5b2a8f8 \
-    --hash=sha256:f89b6d0b3a8d81e1929d3ab3d92bbc225688bd80a770c49432543928fe09ac55 \
-    --hash=sha256:fa72e71977bff96567b0f500fc5bfd2fdf915f34052c782a4c6ebbdaa97aa858 \
-    --hash=sha256:fe0b8c83e0f36247fc9431ce5425a5d95f9b3a689133d494831bdbd6f0bceb13 \
-    --hash=sha256:ff51f9d657d1afb6f410cb435792ce4e1fe427aab23d2fcd727a2876e21d4cb6
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
     # via trino
 overrides==7.7.0 \
     --hash=sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a \
     --hash=sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49
     # via jupyter-server
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   accelerate
     #   build
@@ -3235,6 +3647,9 @@ packaging==26.0 \
     #   jupyterlab-server
     #   lazy-loader
     #   marshmallow
+    #   matplotlib
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   nbconvert
     #   openlineage-python
     #   pandas-gbq
@@ -3242,6 +3657,7 @@ packaging==26.0 \
     #   ray
     #   safetensors
     #   scikit-image
+    #   skops
     #   snowflake-connector-python
     #   sphinx
     #   transformers
@@ -3313,6 +3729,7 @@ pandas==2.3.3 \
     #   google-cloud-bigquery
     #   great-expectations
     #   ibis-framework
+    #   mlflow
     #   pandas-gbq
     #   pymilvus
     #   ray
@@ -3325,17 +3742,17 @@ pandocfilters==1.5.1 \
     --hash=sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e \
     --hash=sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc
     # via nbconvert
-paramiko==4.0.0 \
-    --hash=sha256:0e20e00ac666503bf0b4eda3b6d833465a2b7aff2e2b3d79a8bba5ef144ee3b9 \
-    --hash=sha256:6a25f07b380cc9c9a88d2b920ad37167ac4667f8d9886ccebd8f90f654b5d69f
+paramiko==5.0.0 \
+    --hash=sha256:36763b5b95c2a0dcfdf1abc48e48156ee425b21efe2f0e787c2dd5a95c0e5e79 \
+    --hash=sha256:b7044611c30140d9a75261653210e2002977b71a0497ff3ba0d98d7edbf62f7c
     # via openshift-client
 parsimonious==0.11.0 \
     --hash=sha256:32e3818abf9f05b3b9f3b6d87d128645e30177e91f614d2277d88a0aea98fae2 \
     --hash=sha256:e080377d98957beec053580d38ae54fcdf7c470fb78670ba4bf8b5f9d5cad2a9
     # via singlestoredb
-parso==0.8.6 \
-    --hash=sha256:2b9a0332696df97d454fa67b81618fd69c35a7b90327cbe6ba5c92d2c68a7bfd \
-    --hash=sha256:2c549f800b70a5c4952197248825584cb00f033b29c692671d3bf08bf380baff
+parso==0.8.7 \
+    --hash=sha256:a8926eb2a1b915486941fdbd31e86a4baf88fe8c210f25f2f35ecec5b574ca1c \
+    --hash=sha256:eaaac4c9fdd5e9e8852dc778d2d7405897ec510f2a298071453e5e3a07914bb1
     # via jedi
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -3468,12 +3885,13 @@ pillow==11.3.0 \
     #   docling-parse
     #   easyocr
     #   imageio
+    #   matplotlib
     #   python-pptx
     #   scikit-image
     #   torchvision
-pip==26.0.1 \
-    --hash=sha256:bdb1b08f4274833d62c1aa29e20907365a2ceb950410df15fc9521bad440122b \
-    --hash=sha256:c4037d8a277c89b320abe636d59f91e6d0922d08a05b60e85e53b296613346d8
+pip==26.1.1 \
+    --hash=sha256:99cb1c2899893b075ff56e4ed0af55669a955b49ad7fb8d8603ecdaf4ed653fb \
+    --hash=sha256:d36762751d156a4ee895de8af39aa0abeeeb577f93a2eca6ab62467bbf0f8a78
     # via pip-tools
 pip-tools==7.5.3 \
     --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
@@ -3505,6 +3923,10 @@ pre-commit==3.3.1 \
     --hash=sha256:218e9e3f7f7f3271ebc355a15598a4d3893ad9fc7b57fe446db75644543323b9 \
     --hash=sha256:733f78c9a056cdd169baa6cd4272d51ecfda95346ef8a89bf93712706021b907
     # via feast (pyproject.toml)
+prettytable==3.17.0 \
+    --hash=sha256:59f2590776527f3c9e8cf9fe7b66dd215837cca96a9c39567414cbc632e8ddb0 \
+    --hash=sha256:aad69b294ddbe3e1f95ef8886a060ed1666a0b83018bbf56295f6f226c43d287
+    # via skops
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
@@ -3517,135 +3939,134 @@ prompt-toolkit==3.0.52 \
     --hash=sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855 \
     --hash=sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955
     # via ipython
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
-    --hash=sha256:948dab269721ae9a87fd16c514a0a2c2a1bdb23a9a61b969b0f9d9ee2968546f \
-    --hash=sha256:981333cb2f4c1896a12f4ab92a9cc8f09ea664e9b7dbdc4eff74627af3a11c0f \
-    --hash=sha256:990f6b3e2a27d683cb7602ed6c86f15ee6b43b1194736f9baaeb93d0016633b1 \
-    --hash=sha256:99d43339c83aaf4d32bda60928231848eee470c6bda8d02599cc4cebe872d183 \
-    --hash=sha256:9a0bd56e5b100aef69bd8562b74b46254e7c8812918d3baa700c8a8009b0af66 \
-    --hash=sha256:9a52009f2adffe195d0b605c25ec929d26b36ef986ba85244891dee3b294df21 \
-    --hash=sha256:9d2b6caef873b4f09e26ea7e33d65f42b944837563a47a94719cc3544319a0db \
-    --hash=sha256:9f302f4783709a78240ebc311b793f123328716a60911d667e0c036bc5dcbded \
-    --hash=sha256:a0ee98db9c5f80785b266eb805016e36058ac72c51a064040f2bc43b61101cdb \
-    --hash=sha256:a129e76735bc792794d5177069691c3217898b9f5cee2b2661471e52ffe13f19 \
-    --hash=sha256:a78372c932c90ee474559c5ddfffd718238e8673c340dc21fe45c5b8b54559a0 \
-    --hash=sha256:a9695397f85973bb40427dedddf70d8dc4a44b22f1650dd4af9eedf443d45165 \
-    --hash=sha256:ab08df6c9a035bee56e31af99be621526bd237bea9f32def431c656b29e41778 \
-    --hash=sha256:ab2943be7c652f09638800905ee1bab2c544e537edb57d527997a24c13dc1455 \
-    --hash=sha256:ab4c29b49d560fe48b696cdcb127dd36e0bc2472548f3bf56cc5cb3da2b2984f \
-    --hash=sha256:af223b406d6d000830c6f65f1e6431783fc3f713ba3e6cc8c024d5ee96170a4b \
-    --hash=sha256:af2a6052aeb6cf17d3e46ee169099044fd8224cbaf75c76a2ef596e8163e2237 \
-    --hash=sha256:bcc9aaa5d80322bc2fb24bb7accb4a30f81e90ab8d6ba187aec0744bc302ad81 \
-    --hash=sha256:c07fda85708bc48578467e85099645167a955ba093be0a2dcba962195676e859 \
-    --hash=sha256:c0d4b719b7da33599dfe3b22d3db1ef789210a0597bc650b7cee9c77c2be8c5c \
-    --hash=sha256:c0ef0aaafc66fbd87842a3fe3902fd889825646bc21149eafe47be6072725835 \
-    --hash=sha256:c2b5e7db5328427c57c8e8831abda175421b709672f6cfc3d630c3b7e2146393 \
-    --hash=sha256:c30b53e7e6bda1d547cabb47c825f3843a0a1a42b0496087bb58d8fedf9f41b5 \
-    --hash=sha256:c80ee5802e3fb9ea37938e7eecc307fb984837091d5fd262bb37238b1ae97641 \
-    --hash=sha256:c9b822a577f560fbd9554812526831712c1436d2c046cedee4c3796d3543b144 \
-    --hash=sha256:cae65ad55793da34db5f54e4029b89d3b9b9490d8abe1b4c7ab5d4b8ec7ebf74 \
-    --hash=sha256:cb2d222e72399fcf5890d1d5cc1060857b9b236adff2792ff48ca2dfd46c81db \
-    --hash=sha256:cbc3b6dfc728105b2a57c06791eb07a94229202ea75c59db644d7d496b698cac \
-    --hash=sha256:cd547953428f7abb73c5ad82cbb32109566204260d98e41e5dfdc682eb7f8403 \
-    --hash=sha256:cfc27c945f422e8b5071b6e93169679e4eb5bf73bbcbf1ba3ae3a83d2f78ebd9 \
-    --hash=sha256:d472aeb4fbf9865e0c6d622d7f4d54a4e101a89715d8904282bb5f9a2f476c3f \
-    --hash=sha256:d62cdfcfd89ccb8de04e0eda998535c406bf5e060ffd56be6c586cbcc05b3311 \
-    --hash=sha256:d82ad62b19645419fe79dd63b3f9253e15b30e955c0170e5cebc350c1844e581 \
-    --hash=sha256:d8f353eb14ee3441ee844ade4277d560cdd68288838673273b978e3d6d2c8f36 \
-    --hash=sha256:daede9cd44e0f8bdd9e6cc9a607fc81feb80fae7a5fc6cecaff0e0bb32e42d00 \
-    --hash=sha256:db65d2af507bbfbdcedb254a11149f894169d90488dd3e7190f7cdcb2d6cd57a \
-    --hash=sha256:dee69d7015dc235f526fe80a9c90d65eb0039103fe565776250881731f06349f \
-    --hash=sha256:e153e9cd40cc8945138822807139367f256f89c6810c2634a4f6902b52d3b4e2 \
-    --hash=sha256:e35b88984e7fa64aacecea39236cee32dd9bd8c55f57ba8a75cf2399553f9bd7 \
-    --hash=sha256:e53f3a38d3510c11953f3e6a33f205c6d1b001129f972805ca9b42fc308bc239 \
-    --hash=sha256:e9b0d8d0845bbc4cfcdcbcdbf5086886bc8157aa963c31c777ceff7846c77757 \
-    --hash=sha256:ec17c65562a827bba85e3872ead335f95405ea1674860d96483a02f5c698fa72 \
-    --hash=sha256:ecef2343af4cc68e05131e45024ba34f6095821988a9d0a02aa7c73fcc448aa9 \
-    --hash=sha256:ed5a841e8bb29a55fb8159ed526b26adc5bdd7e8bd7bf793ce647cb08656cdf4 \
-    --hash=sha256:ee17f18d2498f2673e432faaa71698032b0127ebf23ae5974eeaf806c279df24 \
-    --hash=sha256:f048da1b4f243fc44f205dfd320933a951b8d89e0afd4c7cacc762a8b9165207 \
-    --hash=sha256:f10207adf04d08bec185bae14d9606a1444715bc99180f9331c9c02093e1959e \
-    --hash=sha256:f1d2f90aeec838a52f1c1a32fe9a619fefd5e411721a9117fbf82aea638fe8a1 \
-    --hash=sha256:f48107a8c637e80362555f37ecf49abe20370e557cc4ab374f04ec4423c97c3d \
-    --hash=sha256:f7ee0e597f495cf415bcbd3da3caa3bd7e816b74d0d52b8145954c5e6fd3ff37 \
-    --hash=sha256:f93243fdc5657247533273ac4f86ae106cc6445a0efacb9a1bfe982fcfefd90c \
-    --hash=sha256:f95393b4d66bfae908c3ca8d169d5f79cd65636ae15b5e7a4f6e67af675adb0e \
-    --hash=sha256:fc38cba02d1acba4e2869eef1a57a43dfbd3d49a59bf90dda7444ec2be6a5570 \
-    --hash=sha256:fd0858c20f078a32cf55f7e81473d96dcf3b93fd2ccdb3d40fdf54b8573df3af \
-    --hash=sha256:fd138803047fb4c062b1c1dd95462f5209456bfab55c734458f15d11da288f8f \
-    --hash=sha256:fd2dbc472da1f772a4dae4fa24be938a6c544671a912e30529984dd80400cd88 \
-    --hash=sha256:fd6f30fdcf9ae2a70abd34da54f18da086160e4d7d9251f81f3da0ff84fc5a48 \
-    --hash=sha256:fe49d0a85038f36ba9e3ffafa1103e61170b28e95b16622e11be0a0ea07c6781
+propcache==0.5.2 \
+    --hash=sha256:01c4fc7480cd0598bb4b57022df55b9ca296da7fc5a8760bd8451a7e63a7d427 \
+    --hash=sha256:04dc2390d9edbbaef7461f33322555976ffddf0b650a038649d026358714e6c5 \
+    --hash=sha256:06187263ddad280d05b4d8a8b3bb7d164cbebd469236544a42e6d9b28ac6a4fa \
+    --hash=sha256:0958834041a0166d343b8d2cedcd8bcbaeb4fdbe0cf08320c5379f143c3be6e7 \
+    --hash=sha256:099aaf4b4d1a02265b92a977edf00b5c4f63b3b17ac6de39b0d637c9cac0188a \
+    --hash=sha256:0d2c9bf8528f135dbb805ce027567e09164f7efa51a2be07458a2c0420f292d0 \
+    --hash=sha256:0fd59b5af35f74da48d905dcbad55449ba13be91823cb05a9bd590bbf5b61660 \
+    --hash=sha256:10734b5484ea113152ee25a91dccedf81631791805d2c9ccb054958e51842c94 \
+    --hash=sha256:13fef48778b5a2a756523fdb781326b028ca75e32858b04f2cdd19f394564917 \
+    --hash=sha256:178b4a2cdaac1818e2bf1c5a99b94383fa73ea5382e032a48dec07dc5668dc42 \
+    --hash=sha256:196913dea116aeb5a2ba95af4ddcb7ea85559ae07d8eee8751688310d09168c3 \
+    --hash=sha256:1b31822f4474c4036bae62de9402710051d431a606d6a0f907fec79935a071aa \
+    --hash=sha256:1ca071adabaab6e9219924bbe00af821f1ee7de113a9eca1cdc292de3d120f4d \
+    --hash=sha256:1d1ad32d9d4355e2be65574fd0bfd3677e7066b009cd5b9b2dee8aa6a6393b33 \
+    --hash=sha256:1dbcf7675229b35d31abb6547d8ebc8c27a830ac3f9a794edff6254873ec7c0a \
+    --hash=sha256:2293949b855ce597f2826452d17c2d545fb5622379c4ea6fdf525e9b8e8a2511 \
+    --hash=sha256:26a4dca084132874e639895c3135dfad5eb20bae209f62d1aeb31b03e601c3c0 \
+    --hash=sha256:2800a4a8ead6b28cccd1ec54b59346f0def7922ee1c7598e8499c733cfbb7c84 \
+    --hash=sha256:29cbaac5ea0212663e6845e04b5e188d5a6ae6dd919810ac835bf1d3b42c3f4c \
+    --hash=sha256:29f9309a2e42b0d273be006fdb4be2d6c39a47f6f57d8fb1cf9f81481df81b66 \
+    --hash=sha256:2d7aa89ebca5acc98cba9d1472d976e394782f587bad6661003602a619fd1821 \
+    --hash=sha256:2f22cbbac9e26a8e864c0985ff1268d5d939d53d9d9411a9824279097e03a2cb \
+    --hash=sha256:2f8ea531c794b9d6274acd4e8d2c2ebcac590a4361d27482edd3010b79f1325e \
+    --hash=sha256:3115559b8effafd63b142ea5ed53d63a16ea6469cbc63dce4ee194b42db5d853 \
+    --hash=sha256:32775082acd2d807ee3db715c7770d38767b817870acfa08c29e057f3c4d5b56 \
+    --hash=sha256:3430bb2bfe1331885c427745a751e774ee679fd4344f80b97bf879815fe8fa55 \
+    --hash=sha256:3b199b9b2b3d6a7edf3183ba8a9a137a22b97f7df525feb5ae1eccf026d2a9c6 \
+    --hash=sha256:40314bca9ac559716fe374094fc81c11dcc34b64fd6c585360f5775690505704 \
+    --hash=sha256:44e488ef40dbb452700b2b1f8188934121f6648f52c295055662d2191959ff82 \
+    --hash=sha256:452b5065457eb9991ec5eb38ff41d6cd4c991c9ac7c531c4d5849ae473a9a13f \
+    --hash=sha256:45f11346f884bc47444f6e6647131055844134c3175b629f84952e2b5cd62b64 \
+    --hash=sha256:46088abff4cba581dea21ae0467a480526cb25aa5f3c269e909f800328bc3999 \
+    --hash=sha256:4621064bbf28fa77ff64dd5d94367c04684c67d3a5bf1dff25f0cd0d98a38f3b \
+    --hash=sha256:4bc8ff1feffc6a61c7002ffe84634c41b822e104990ae009f44a0834430070bb \
+    --hash=sha256:4db0ba63d693afd40d249bd93f842b5f144f8fcbb83de05660373bcf30517b1d \
+    --hash=sha256:51f96d685ab16e88cab128cd37a52c5da540809c8b879fa047731bfcb4ad35a4 \
+    --hash=sha256:54adaa85a22078d1e306304a40984dc5be99d599bf3dc0a24dc98f7daeab89ab \
+    --hash=sha256:552ffadf6ad409844bc5919c42a0a83d88314cedddaea0e41e80a8b8fffe881f \
+    --hash=sha256:5538d2c13d93e4698af7e092b57bc7298fd35d1d58e656ae18f23ee0d0378e03 \
+    --hash=sha256:5570dbcc97571c15f68068e529c92715a12f8d54030e272d264b377e22bd17a5 \
+    --hash=sha256:5671d09a36b06d0fd4a3da0fccbcae360e9b1570924171a15e9e0997f0249fba \
+    --hash=sha256:583c19759d9eec1e5b69e2fbef36a7d9c326041be9746cb822d335c8cedc2979 \
+    --hash=sha256:5aaa2b923c1944ac8febd6609cb373540a5563e7cbcb0fd770f75dace2eb817b \
+    --hash=sha256:5dbc581d2814337da56222fab8dc5f161cd798a434e49bac27930aaef798e144 \
+    --hash=sha256:5fcb98e7598b1ee0addab320d90f65b530297a867dbfe9de52ea838077e16e3d \
+    --hash=sha256:6041d31504dc1779d700e1edcfb08eea334b357620b06681a4eabb57a74e574e \
+    --hash=sha256:66ea454f095ddf5b6b14f56c064c0941c4788be11e18d2464cf643bf7203ff67 \
+    --hash=sha256:68ce1c44c7a813a7f71ea04315a8c7b330b63db99d059a797a4651bb6f69f117 \
+    --hash=sha256:6a997d0489e9668a384fcfd5061b857aa5361de73191cac204d04b889cfbbafa \
+    --hash=sha256:6bf3be92233808fcd338eba0fb4d0b59ec5772af4f4ecfcec450d1bfc0f8b5eb \
+    --hash=sha256:6de8bd93ddde9b992cf2b2e0d796d501a19026b5b9fd87356d7d0779531a8d96 \
+    --hash=sha256:6e7b8719005dd1175be4ab1cd25e9b98659a5e0347331506ec6760d2773a7fb5 \
+    --hash=sha256:6f328175a2cde1f0ff2c4ed8ce968b9dcfb55f3a7153f39e2957ed994da13476 \
+    --hash=sha256:72d61e16dd78228b58c5d47be830ff3da7e5f139abdf0aef9d86cde1c5cf2191 \
+    --hash=sha256:74b70780220e2dd89175ca24b81b68b67c83db499ae611e7f2313cb329801c78 \
+    --hash=sha256:79aa3ff0a9b566633b642fa9caf7e21ed1c13d6feca718187873f199e1514078 \
+    --hash=sha256:7afa37062e6650640e932e4cc9297d81f9f42d9944029cc386b8247dea4da837 \
+    --hash=sha256:80168e2ebe4d3ec6599d10ad8f520304ae1cad9b6c5a95372aef1b66b7bfb53a \
+    --hash=sha256:806719138ecd720339a12410fb9614ac9b2b2d3a5fdf8235d56981c36f4039ba \
+    --hash=sha256:8114f28879e0904748e831c3a7774261bd9e75f49be089f389a76f959dcd13fe \
+    --hash=sha256:81e3a30b0bb60caa22033dd0f8a3618d1d67356212514f62c57db75cb0ef410c \
+    --hash=sha256:823581fd5cb08b12a48bfa11fe962a7916766b6170c17b028fbdf762b85eb9bf \
+    --hash=sha256:85341b12b9d55bad0bded24cac341bb34289469e03a11f3f583ea1cc1db0326c \
+    --hash=sha256:857187f381f88c8e2fa2fe56ab94879d011b883d5a2ee5a1b60a8cd2a06846d9 \
+    --hash=sha256:8a90efd5777e996e42d568db9ac740b944d691e565cbfd31b2f7832f9184b2b8 \
+    --hash=sha256:8b73ab70f1a3351fbc71f663b3e645af6dd0329100c353081cf69c37433fc6fe \
+    --hash=sha256:8c7972d8f193740d9175f0998ab38717e6cd322d5935c5b0fef8c0d323fd9031 \
+    --hash=sha256:8e778ebd44ef4f66ed60a0416b06b489687db264a9c0b3620362f26489492913 \
+    --hash=sha256:9282fb1a3bccd038da9f768b927b24a0c753e466c086b7c4f3c6982851eefb2d \
+    --hash=sha256:949c91d1a990cf3b2e8188dfcfb25005e0b834a06c63fa4ef9f360878ce21ecf \
+    --hash=sha256:95f1e3f4760d404b13c9976c0229b2b49a3c8e2c62a9ce92efdd2b11ada75e3f \
+    --hash=sha256:97797ebb098e670a2f92dd66f32897e30d7615b14e7f59711de23e30a9072539 \
+    --hash=sha256:a0e399a2eccb91ed18721f86aa85757727400b6865c89e88934781deb9c8498b \
+    --hash=sha256:a473b3440261e0c60706e732b2ed2f517857344fc21bf48fdfe211e2d98eb285 \
+    --hash=sha256:a4840ab0ae0216d952f4b53dc6d0b992bfc2bedbfe360bdd9b548bc184c08959 \
+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.0 \
+    --hash=sha256:38e5696342835b08fc116f30a25665b29531cda9d5d5643e9b81fc312385abd9 \
+    --hash=sha256:a630604310899e73c59ec302e5765c058d412b2f090b9c79c8822589f14955b8
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
@@ -3665,6 +4086,7 @@ protobuf==4.25.9 \
     --hash=sha256:d49b615e7c935194ac161f0965699ac84df6112c378e05ec53da65d2e4cbb6d4
     # via
     #   feast (pyproject.toml)
+    #   databricks-sdk
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
@@ -3676,6 +4098,8 @@ protobuf==4.25.9 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   mypy-protobuf
     #   opentelemetry-proto
     #   proto-plus
@@ -3790,9 +4214,9 @@ psycopg-binary==3.2.5 \
     --hash=sha256:ee6d8f489a9b116ea8dc797664a50671585a4ca20573359f067858e1231cc217 \
     --hash=sha256:efb878d08dd49d7d9d18512e791b418a1171d08f935475eec98305f0886b7c14
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
 ptyprocess==0.7.0 \
     --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35 \
@@ -3812,15 +4236,15 @@ py-cpuinfo==9.0.0 \
     --hash=sha256:3cdbbf3fac90dc6f118bfd64384f309edeadd902d7c8fb17f02ffa1fc3f49690 \
     --hash=sha256:859625bc251f64e21f077d099d4162689c762b5d6a4c3c97553d56241c9674d5
     # via pytest-benchmark
-py-spy==0.4.1 \
-    --hash=sha256:1fb8bf71ab8df95a95cc387deed6552934c50feef2cf6456bc06692a5508fd0c \
-    --hash=sha256:4972c21890b6814017e39ac233c22572c4a61fd874524ebc5ccab0f2237aee0a \
-    --hash=sha256:532d3525538254d1859b49de1fbe9744df6b8865657c9f0e444bf36ce3f19226 \
-    --hash=sha256:6a80ec05eb8a6883863a367c6a4d4f2d57de68466f7956b6367d4edd5c61bb29 \
-    --hash=sha256:809094208c6256c8f4ccadd31e9a513fe2429253f48e20066879239ba12cd8cc \
-    --hash=sha256:d92e522bd40e9bf7d87c204033ce5bb5c828fca45fa28d970f58d71128069fdc \
-    --hash=sha256:e53aa53daa2e47c2eef97dd2455b47bb3a7e7f962796a86cc3e7dbde8e6f4db4 \
-    --hash=sha256:ee776b9d512a011d1ad3907ed53ae32ce2f3d9ff3e1782236554e22103b5c084
+py-spy==0.4.2 \
+    --hash=sha256:142887e984a4e541071c99a4401ff8c3770f255d329dbd0f64e8c1dd51882cce \
+    --hash=sha256:1ccf688393105111684435f035bc14ec3f22117dd2b85b2414612cf27a22755a \
+    --hash=sha256:24720573f95230653b457671a1dcc3c5a381fcf4e92677761e328a430ad251b2 \
+    --hash=sha256:7f1c6d9b0e2379ead5bf792df43f4cf36153aa79e6dda4fb8ac7740cf8017110 \
+    --hash=sha256:8b06a353c177677e4e1701b288d8c58e2f8d4208ee81a8048d9f72ba800918f8 \
+    --hash=sha256:90e600b27bb6bb40479637baca5a5b4bc2ba3395c93d889e672315d93042c4ae \
+    --hash=sha256:a0e6f6810ccf0fc5e64e85e0182a5b626c4496eec01b14fb8755154b363a4831 \
+    --hash=sha256:aeb0323409199c785f730645e9f4bb7a7b9ca2c481f2c331a55642b5d13fa52f
     # via ray
 py4j==0.10.9.9 \
     --hash=sha256:c7c26e4158defb37b0bb124933163641a2ff6e3a3913f7811b0ddbe07ed61533 \
@@ -3885,6 +4309,7 @@ pyarrow==23.0.1 \
     #   deltalake
     #   google-cloud-bigquery
     #   ibis-framework
+    #   mlflow
     #   pandas-gbq
     #   ray
     #   snowflake-connector-python
@@ -3989,9 +4414,9 @@ pycryptodome==3.23.0 \
     --hash=sha256:e3f2d0aaf8080bda0587d58fc9fe4766e012441e2eed4269a77de6aea981c8be \
     --hash=sha256:eb8f24adb74984aa0e5d07a2368ad95276cf38051fe2dc6605cbcf482e04f2a7
     # via minio
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   codeflare-sdk
@@ -4004,137 +4429,139 @@ pydantic==2.12.5 \
     #   fastapi-mcp
     #   great-expectations
     #   mcp
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   pydantic-settings
     #   qdrant-client
     #   ray
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
-    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
-    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
-    --hash=sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963 \
-    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
-    --hash=sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808 \
-    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
-    --hash=sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1 \
-    --hash=sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2 \
-    --hash=sha256:299e0a22e7ae2b85c1a57f104538b2656e8ab1873511fd718a1c1c6f149b77b5 \
-    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
-    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
-    --hash=sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b \
-    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
-    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
-    --hash=sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093 \
-    --hash=sha256:346285d28e4c8017da95144c7f3acd42740d637ff41946af5ce6e5e420502dd5 \
-    --hash=sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594 \
-    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
-    --hash=sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a \
-    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
-    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
-    --hash=sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284 \
-    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
-    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
-    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
-    --hash=sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f \
-    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
-    --hash=sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51 \
-    --hash=sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc \
-    --hash=sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97 \
-    --hash=sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a \
-    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
-    --hash=sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9 \
-    --hash=sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c \
-    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
-    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
-    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
-    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
-    --hash=sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e \
-    --hash=sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941 \
-    --hash=sha256:707625ef0983fcfb461acfaf14de2067c5942c6bb0f3b4c99158bed6fedd3cf3 \
-    --hash=sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612 \
-    --hash=sha256:753e230374206729bf0a807954bcc6c150d3743928a73faffee51ac6557a03c3 \
-    --hash=sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b \
-    --hash=sha256:76ee27c6e9c7f16f47db7a94157112a2f3a00e958bc626e2f4ee8bec5c328fbe \
-    --hash=sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146 \
-    --hash=sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11 \
-    --hash=sha256:7b93a4d08587e2b7e7882de461e82b6ed76d9026ce91ca7915e740ecc7855f60 \
-    --hash=sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd \
-    --hash=sha256:7f3bf998340c6d4b0c9a2f02d6a400e51f123b59565d74dc60d252ce888c260b \
-    --hash=sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c \
-    --hash=sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a \
-    --hash=sha256:873e0d5b4fb9b89ef7c2d2a963ea7d02879d9da0da8d9d4933dee8ee86a8b460 \
-    --hash=sha256:88942d3a3dff3afc8288c21e565e476fc278902ae4d6d134f1eeda118cc830b1 \
-    --hash=sha256:8bfeaf8735be79f225f3fefab7f941c712aaca36f1128c9d7e2352ee1aa87bdf \
-    --hash=sha256:8e7c86f27c585ef37c35e56a96363ab8de4e549a95512445b85c96d3e2f7c1bf \
-    --hash=sha256:915c3d10f81bec3a74fbd4faebe8391013ba61e5a1a8d48c4455b923bdda7858 \
-    --hash=sha256:93e8740d7503eb008aa2df04d3b9735f845d43ae845e6dcd2be0b55a2da43cd2 \
-    --hash=sha256:941103c9be18ac8daf7b7adca8228f8ed6bb7a1849020f643b3a14d15b1924d9 \
-    --hash=sha256:97aeba56665b4c3235a0e52b2c2f5ae9cd071b8a8310ad27bddb3f7fb30e9aa2 \
-    --hash=sha256:a39455728aabd58ceabb03c90e12f71fd30fa69615760a075b9fec596456ccc3 \
-    --hash=sha256:a3a52f6156e73e7ccb0f8cced536adccb7042be67cb45f9562e12b319c119da6 \
-    --hash=sha256:a668ce24de96165bb239160b3d854943128f4334822900534f2fe947930e5770 \
-    --hash=sha256:a75dafbf87d6276ddc5b2bf6fae5254e3d0876b626eb24969a574fff9149ee5d \
-    --hash=sha256:aabf5777b5c8ca26f7824cb4a120a740c9588ed58df9b2d196ce92fba42ff8dc \
-    --hash=sha256:aec5cf2fd867b4ff45b9959f8b20ea3993fc93e63c7363fe6851424c8a7e7c23 \
-    --hash=sha256:b2379fa7ed44ddecb5bfe4e48577d752db9fc10be00a6b7446e9663ba143de26 \
-    --hash=sha256:b4ececa40ac28afa90871c2cc2b9ffd2ff0bf749380fbdf57d165fd23da353aa \
-    --hash=sha256:b5819cd790dbf0c5eb9f82c73c16b39a65dd6dd4d1439dcdea7816ec9adddab8 \
-    --hash=sha256:b74557b16e390ec12dca509bce9264c3bbd128f8a2c376eaa68003d7f327276d \
-    --hash=sha256:b80aa5095cd3109962a298ce14110ae16b8c1aece8b72f9dafe81cf597ad80b3 \
-    --hash=sha256:b93590ae81f7010dbe380cdeab6f515902ebcbefe0b9327cc4804d74e93ae69d \
-    --hash=sha256:b96d5f26b05d03cc60f11a7761a5ded1741da411e7fe0909e27a5e6a0cb7b034 \
-    --hash=sha256:bd3d54f38609ff308209bd43acea66061494157703364ae40c951f83ba99a1a9 \
-    --hash=sha256:bfea2a5f0b4d8d43adf9d7b8bf019fb46fdd10a2e5cde477fbcb9d1fa08c68e1 \
-    --hash=sha256:c007fe8a43d43b3969e8469004e9845944f1a80e6acd47c150856bb87f230c56 \
-    --hash=sha256:c1df3d34aced70add6f867a8cf413e299177e0c22660cc767218373d0779487b \
-    --hash=sha256:c23e27686783f60290e36827f9c626e63154b82b116d7fe9adba1fda36da706c \
-    --hash=sha256:c8d8b4eb992936023be7dee581270af5c6e0697a8559895f527f5b7105ecd36a \
-    --hash=sha256:c9e19dd6e28fdcaa5a1de679aec4141f691023916427ef9bae8584f9c2fb3b0e \
-    --hash=sha256:d0d2568a8c11bf8225044aa94409e21da0cb09dcdafe9ecd10250b2baad531a9 \
-    --hash=sha256:d38548150c39b74aeeb0ce8ee1d8e82696f4a4e16ddc6de7b1d8823f7de4b9b5 \
-    --hash=sha256:d3a978c4f57a597908b7e697229d996d77a6d3c94901e9edee593adada95ce1a \
-    --hash=sha256:d5160812ea7a8a2ffbe233d8da666880cad0cbaf5d4de74ae15c313213d62556 \
-    --hash=sha256:dc799088c08fa04e43144b164feb0c13f9a0bc40503f8df3e9fde58a3c0c101e \
-    --hash=sha256:df3959765b553b9440adfd3c795617c352154e497a4eaf3752555cfb5da8fc49 \
-    --hash=sha256:dfa8a0c812ac681395907e71e1274819dec685fec28273a28905df579ef137e2 \
-    --hash=sha256:e25c479382d26a2a41b7ebea1043564a937db462816ea07afa8a44c0866d52f9 \
-    --hash=sha256:e4f4a984405e91527a0d62649ee21138f8e3d0ef103be488c1dc11a80d7f184b \
-    --hash=sha256:e536c98a7626a98feb2d3eaf75944ef6f3dbee447e1f841eae16f2f0a72d8ddc \
-    --hash=sha256:e56ba91f47764cc14f1daacd723e3e82d1a89d783f0f5afe9c364b8bb491ccdb \
-    --hash=sha256:e672ba74fbc2dc8eea59fb6d4aed6845e6905fc2a8afe93175d94a83ba2a01a0 \
-    --hash=sha256:e7b576130c69225432866fe2f4a469a85a54ade141d96fd396dffcf607b558f8 \
-    --hash=sha256:e8465ab91a4bd96d36dde3263f06caa6a8a6019e4113f24dc753d79a8b3a3f82 \
-    --hash=sha256:e96cea19e34778f8d59fe40775a7a574d95816eb150850a85a7a4c8f4b94ac69 \
-    --hash=sha256:ece5c59f0ce7d001e017643d8d24da587ea1f74f6993467d85ae8a5ef9d4f42b \
-    --hash=sha256:eceb81a8d74f9267ef4081e246ffd6d129da5d87e37a77c9bde550cb04870c1c \
-    --hash=sha256:ed2e99c456e3fadd05c991f8f437ef902e00eedf34320ba2b0842bd1c3ca3a75 \
-    --hash=sha256:f0cd744688278965817fd0839c4a4116add48d23890d468bc436f78beb28abf5 \
-    --hash=sha256:f14f8f046c14563f8eb3f45f499cc658ab8d10072961e07225e507adb700e93f \
-    --hash=sha256:f15489ba13d61f670dcc96772e733aad1a6f9c429cc27574c6cdaed82d0146ad \
-    --hash=sha256:f31d95a179f8d64d90f6831d71fa93290893a33148d890ba15de25642c5d075b \
-    --hash=sha256:f41a7489d32336dbf2199c8c0a215390a751c5b014c2c1c5366e817202e9cdf7 \
-    --hash=sha256:f41eb9797986d6ebac5e8edff36d5cef9de40def462311b3eb3eeded1431e425 \
-    --hash=sha256:f547144f2966e1e16ae626d8ce72b4cfa0caedc7fa28052001c94fb2fcaa1c52
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.14.1 \
+    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
+    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
     # via
     #   docling
+    #   docling-core
     #   fastapi-mcp
     #   mcp
 pydata-google-auth==1.9.1 \
@@ -4169,6 +4596,79 @@ pymilvus==2.5.18 \
     --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
     --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
     # via feast (pyproject.toml)
+pymongo==4.17.0 \
+    --hash=sha256:0ff6bd2f735ab5356541e3e57d5b7dbfbc3f2ee1ccb10b6b0f82d58af69d1d8e \
+    --hash=sha256:1175563375d682260f613a96fb7a53dce746ed752bfd924eab61de3bc5bfde34 \
+    --hash=sha256:1195370a77baf003b59b10e91ecc4706297197f0dd9d29c840cc556dc08f7cee \
+    --hash=sha256:12c4fded3a9f1d6a687e36ebd384ac6d00b9b00de1969aa74048e7051ec2a713 \
+    --hash=sha256:15d3f3d732aecac1f8d481bde4029755615639bd3076f258a2147210aec8515a \
+    --hash=sha256:20323b0b1c1d33770ad1fc68d429c757734ce9ad3594421c3d6618f10572b1b9 \
+    --hash=sha256:2a0d5ac205728c86e0a02192f1aa5f865b0d7d51f8df6101c01a69a7fc620d72 \
+    --hash=sha256:2db66aa8dd253a0fc1fad3b0d23d5b3993f7ebde02fbbd7727128debf2853675 \
+    --hash=sha256:2e190827834fce70ecdf9d46796c6dbc0ce08ea87dc2ff5bc6f3f5579b605cb9 \
+    --hash=sha256:320b34457b20bbcc79997801f95d25ce00472915ca5241167242b42c4359e027 \
+    --hash=sha256:3689ea34f6b647c7d1e7bdc60fcfb214b2789ed1359a7fb96569c69f50e5f18f \
+    --hash=sha256:37a8385c29881b43eab31f584100fa0eaddedd5607adf010147ba1810118be90 \
+    --hash=sha256:3987e96e7c7be4083d42e8ac2cc6c0d5b78db9973c90fce42ae800b616ca6b20 \
+    --hash=sha256:4141e6c6a339789b2974efa00ecd9409101672d77a0e3ee2cc3839eedf8ec4df \
+    --hash=sha256:422fa50d7d7f5c22ea0953554396c9ef95684a2d775f860bd75a7b510538dfca \
+    --hash=sha256:47b021363cd923ace5edc7a1d63c0ff8a6d9d43859b8a1ba23645f5afae63221 \
+    --hash=sha256:485c8a8eaa4c739f00a331fc73757898ee7c092c214a79e63866ff76aaf282ff \
+    --hash=sha256:48bbc576677b50af043df870d84ded67cc3a9b4aa7553201beef4da5dc050a0a \
+    --hash=sha256:4ae22fafca69dd3c78261969e999782ac5fc23b76cf8cccfbc3707982a74cc3d \
+    --hash=sha256:50e8f8e23c6df7c6d6929f5e734980b227706e73ee847517c9ba5af90f7fc466 \
+    --hash=sha256:51e1915761f65f2aaabd0ba691a31d56551d3f19d1263c2d6bf261730603de5f \
+    --hash=sha256:5376ad67bb30ae910d83affcf997f706d9dee37e8b5dad8b6fedb0626e262d85 \
+    --hash=sha256:5960519b4d7168f1ecdd3ea10c81b2aedeb9423651aca953cfbc8e76705d3b38 \
+    --hash=sha256:5a5de048e6da5c18e27cc2437e8c15b3b0cdc8385c15b41178b0caa3322a09c2 \
+    --hash=sha256:5ab3b8ff79e0dfc49b68f3c925e8cc735ea95c60efaed84cfe75692dffcaac2a \
+    --hash=sha256:64837adbbd72073301af51bb0fc80e3d7707fe5527cea1033ba0320f0b2f881b \
+    --hash=sha256:6877214bff5f06f6884a9fc8d9016a4a7a5f51f537f5c51ac3a576f93e7dfb32 \
+    --hash=sha256:68fca71e05ee5da23a8d73cee8379dfb3d26e609a377cae731d742771ed96946 \
+    --hash=sha256:6c5f62862d0f87be481fa1fe8cb811994486773c94a2b61e509285e3f2890763 \
+    --hash=sha256:6fe0de9d0f6791abce3471230b32b4817bf89d27b1182b6a550e1ec0fa72aa9a \
+    --hash=sha256:70ffa08ba641468cc068cf46c06b34f01a8ce3489f6411309fcb5ceabe6b2fc0 \
+    --hash=sha256:757f2a4c0c2c46cab87df0333681ce69e86c9d5b45bc5203ceba5410b3489e59 \
+    --hash=sha256:75bc3aa5b94fdb7138d357ec6ca61cd97e0c79f4f7f0bd3efe9639b15cc50942 \
+    --hash=sha256:77aa4bc164b4de60d5db193b322f0f5b6ead716e831031bfdef8e8bd92205556 \
+    --hash=sha256:7db10678814cdf7ea39fd308c6f41395cfa7b29d904bcd7895288963d8f892ba \
+    --hash=sha256:809ec74de3b9148ae43fa8df9faf53470f511c8d384f13b99d6f671f2a379f15 \
+    --hash=sha256:8446ff4bfcb6ec2a2e50998c860986a1e992136f998b7f53e7a717fb8aa5a0b9 \
+    --hash=sha256:8a1be016198a03fd7727cdd55998964bfa4e5a6fd9733c8e95830628cef34d29 \
+    --hash=sha256:8e97e03fa13327c87e3fdc5656acd01e71817f0c1dc3221cd8f30de136bf4ec3 \
+    --hash=sha256:93641192644fa1ee0f34030e774fd31022a27ad11ba22cb1716142231524f8bd \
+    --hash=sha256:9543d8f84c2e5608565c08ac679774811e6730770d8a645439b073422a4276fb \
+    --hash=sha256:9828485f72f63c7d802e0ec41f71906f633c2692621ab3af55ca990186b091b1 \
+    --hash=sha256:9eb5d63a3c518cb0804ed678f5e2b875af032d89a7cf57a57360322cf6a4d222 \
+    --hash=sha256:a431b737816bf4cddd4fa0fcef04e424ad36b7692734a64150f872fb8f3208be \
+    --hash=sha256:a8f9c40a09bb7d4b9fc8b1da65ecf6efa79bda5cb2756f39d9b6940fac1d19ae \
+    --hash=sha256:addd0498ebbdc6354227f6ed457ed9fce442d48a3bb30d5b5bad33e104996561 \
+    --hash=sha256:b24598dc3c2feccbc83b43044be48145a0dc4f9bee49ef923e3d707d54a55d85 \
+    --hash=sha256:b2dfcc795f5b9fedbe179a11fdf6051581479d196582a3fe819a92a00e9b9969 \
+    --hash=sha256:b4384700cffc3f1dd98e088bc0072dedf6d7d68a230bb4b972665cf69c071c1e \
+    --hash=sha256:b93b22eedc62598cf5ee9d8c8007a8e9121c50fd88137012d8985500e9dc3151 \
+    --hash=sha256:ba2195d4f386f839a52a23ea1cfd60ffaaba78a3d7841db51b7e433001139918 \
+    --hash=sha256:bb3ebc86782049f6928dcc583008287cb1c17d463501c94a620f035f5b4fd463 \
+    --hash=sha256:bd835cdb37a1adec359dd072c24f8bb14809e2644fde86fab4ee2fc9719b9483 \
+    --hash=sha256:c2292144505fb12156b981bd440f3dc994a883da06ac726c0c8692ccdbc1c510 \
+    --hash=sha256:c4979e7e8887862bbb44d203f00cc8263a3f27237876fa691b6beba23e40e6d8 \
+    --hash=sha256:c5c8e180cb2cabe37300e1e36c60aa4f2ff956cc579f0142135a5d2cba252243 \
+    --hash=sha256:c797f8a80957134f6dd9690367a0f8f5906d672119af2c6aa55f0c527b656bed \
+    --hash=sha256:c9786665926a09630c5d420c79762cfadbff35a9438bcbc4c81a9fb5ab9228b7 \
+    --hash=sha256:cee36b3c0d0354f880fa7a7fdcdaf2bb5e542c2281e25c1bfadf8cfe21eba7d2 \
+    --hash=sha256:d53ffa94b2340dbf6b055e09a0090618c60482c158ecfc9565642fc996bf0944 \
+    --hash=sha256:df4a644af9ae132d4bfdb2e9516ea51a615fd881caddfbfbd071cf1354844479 \
+    --hash=sha256:dff3de1294fbbc1db0ba6b511f77b8e540601d092538a31312e99c8a91a78b1e \
+    --hash=sha256:e46767f28dea610e02edf6c5d956ce615c3c7790ea396660b9b1efd5c5ead2e0 \
+    --hash=sha256:e4fab10f8403169ce92f3cea921609d9ee81107306caae06c08f592d4b8ad2b5 \
+    --hash=sha256:e537e95514dae1aaa718f481ec03151a0f0394bcd05f1322896d8fc1330cb729 \
+    --hash=sha256:e68c76b84e0c132d9dbf9307f12ff8185702328187a87b9aca8c941303873433 \
+    --hash=sha256:e816db649ba5d7de0568cf3a9f287a9dc9aad21cf0ca667ab156a7ef47fca0b0 \
+    --hash=sha256:f09645e0ce4e3825fa0baa8254064a716ed0be33f78feeedd4731016cb8aaa17 \
+    --hash=sha256:f3ee3d241ed77a4fc99ce3cff3b289c3ebce37f61fdd7349d3592c23b82c8784 \
+    --hash=sha256:faf03e4c2aafd6de626dbd30ba246d369ae33f47f10629d1bbe40f72115027a6 \
+    --hash=sha256:ff5aa3f1c7e3f08eb0e7a016c91ba468b1850ccfd63d9b1f12f56350f4974cef
+    # via feast (pyproject.toml)
 pymssql==2.3.2 \
     --hash=sha256:06883bc9bdb297ae9132d9371b5b1a3a223c8f93dd6a87d1c112c6a688f26d53 \
     --hash=sha256:0768d90f96ae3267d7561d3bcfe94dd671d107489e870388b12570c3debbc552 \
@@ -4229,9 +4729,9 @@ pymssql==2.3.2 \
     --hash=sha256:fb8a7b197aaf466a7577ca6690aa9d747081b653ab212d052d71f3cc10587c3b \
     --hash=sha256:fdd774b26407babd0205ef85a098f90553e6b3da77a22322a1e7d2cb51f742c0
     # via feast (pyproject.toml)
-pymysql==1.1.2 \
-    --hash=sha256:4961d3e165614ae65014e361811a724e2044ad3ea3739de9903ae7c21f539f03 \
-    --hash=sha256:e6b1d89711dd51f8f74b1631fe08f039e7d76cf67a42a323d3178f0f25762ed9
+pymysql==1.1.3 \
+    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
+    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
     # via feast (pyproject.toml)
 pynacl==1.6.2 \
     --hash=sha256:018494d6d696ae03c7e656e5e74cdfd8ea1326962cc401bcf018f1ed8436811c \
@@ -4328,14 +4828,16 @@ pyodbc==5.3.0 \
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-pyopenssl==26.0.0 \
-    --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
-    --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
-    # via great-expectations
+    # via
+    #   great-expectations
+    #   matplotlib
 pypdfium2==4.30.0 \
     --hash=sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e \
     --hash=sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29 \
@@ -4411,112 +4913,146 @@ pytest-xdist==3.8.0 \
     --hash=sha256:202ca578cfeb7370784a8c33d6d05bc6e13b4f25b5053c30a152269fd10f0b88 \
     --hash=sha256:7e578125ec9bc6050861aa93f2d59f1d8d085595d6551c2c90b6f4fad8d3a9f1
     # via feast (pyproject.toml)
-python-bidi==0.6.7 \
-    --hash=sha256:01ff2fd676ef8351f32e820b2d3b61eac875a21702d2118263a2641b458e1996 \
-    --hash=sha256:05fe5971110013610f0db40505d0b204edc756e92eafac1372a464f8b9162b11 \
-    --hash=sha256:06650a164e63e94dc8a291cc9d415b4027cb1cce125bc9b02dac0f34d535ed47 \
-    --hash=sha256:0cb75e8a410166fd677d55095e505bf6a4773c066f51efbda72d302ebc56e79b \
-    --hash=sha256:0dbb4bbae212cca5bcf6e522fe8f572aff7d62544557734c2f810ded844d9eea \
-    --hash=sha256:0f86e447e94ae78db7d56e7da2124c435eaee4425c87d3d92aea271317811112 \
-    --hash=sha256:11c51579e01f768446a7e13a0059fea1530936a707abcbeaad9467a55cb16073 \
-    --hash=sha256:1395e236c71f11267860b53293a33b19b991b06e0f4ac61045b892e6a99d96f2 \
-    --hash=sha256:17572944e6d8fb616d111fc702c759da2bf7cedab85a3e4fa2af0c9eb95ed438 \
-    --hash=sha256:19737d217088ef27014f98eac1827c5913e6fb1dea96332ed84ede61791070d9 \
-    --hash=sha256:1ba28642928d1c8fdb18b0632fe931f156e888c646326a3ad8eb3e55ee904951 \
-    --hash=sha256:1c061207212cd1db27bf6140b96dcd0536246f1e13e99bb5d03f4632f8e2ad7f \
-    --hash=sha256:1c5fb99f774748de283fadf915106f130b74be1bade934b7f73a7a8488b95da1 \
-    --hash=sha256:1dd0a5ec0d8710905cebb4c9e5018aa8464395a33cb32a3a6c2a951bf1984fe5 \
-    --hash=sha256:24388c77cb00b8aa0f9c84beb7e3e523a3dac4f786ece64a1d8175a07b24da72 \
-    --hash=sha256:24a4a268289bbe80ad7da3064d7325f1571173859e8ad75d2f99075d5278b02b \
-    --hash=sha256:24afff65c581a5d6f658a9ec027d6719d19a1d8a4401000fdb22d2eeb677b8e3 \
-    --hash=sha256:257d6dd0e07221f1dc8720fa61158471f5aae30d5f89837c38a026386151c250 \
-    --hash=sha256:26a8fe0d532b966708fc5f8aea0602107fde4745a8a5ae961edd3cf02e807d07 \
-    --hash=sha256:2a93b0394cc684d64356b0475858c116f1e335ffbaba388db93bf47307deadfa \
-    --hash=sha256:2d28e2bdcadf5b6161bb4ee9313ce41eac746ba57e744168bf723a415a11af05 \
-    --hash=sha256:349b89c3110bd25aa56d79418239ca4785d4bcc7a596e63bb996a9696fc6a907 \
-    --hash=sha256:3a85275dfc24a96629da058c4c2fc93af6390aefe2f7cdde1500b6ac3fd40ca0 \
-    --hash=sha256:3b63d19f3f56ff7f99bce5ca9ef8c811dbf0f509d8e84c1bc06105ed26a49528 \
-    --hash=sha256:3b96744e4709f4445788a3645cea7ef8d7520ccd4fa8bbbfb3b650702e12c1e6 \
-    --hash=sha256:414004fe9cba33d288ff4a04e1c9afe6a737f440595d01b5bbed00d750296bbd \
-    --hash=sha256:4283f8b517411cc81b3c92d11998981fe54ac0d2300f4c58d803e0c071aba1ba \
-    --hash=sha256:4636d572b357ab9f313c5340915c1cf51e3e54dd069351e02b6b76577fd1a854 \
-    --hash=sha256:47deaada8949af3a790f2cd73b613f9bfa153b4c9450f91c44a60c3109a81f73 \
-    --hash=sha256:49639743f1230648fd4fb47547f8a48ada9c5ca1426b17ac08e3be607c65394c \
-    --hash=sha256:4c73cd980d45bb967799c7f0fc98ea93ae3d65b21ef2ba6abef6a057720bf483 \
-    --hash=sha256:4d84e70923392f8c9611f0fb6b341577346ef6224f3809b05f0ae1fbf8f17578 \
-    --hash=sha256:4ea928c31c7364098f853f122868f6f2155d6840661f7ea8b2ccfdf6084eb9f4 \
-    --hash=sha256:5013ba963e9da606c4c03958cc737ebd5f8b9b8404bd71ab0d580048c746f875 \
-    --hash=sha256:5debaab33562fdfc79ffdbd8d9c51cf07b8529de0e889d8cd145d78137aab21e \
-    --hash=sha256:5ebc19f24e65a1f5c472e26d88e78b9d316e293bc6f205f32de4c4e99276336e \
-    --hash=sha256:630cee960ba9e3016f95a8e6f725a621ddeff6fd287839f5693ccfab3f3a9b5c \
-    --hash=sha256:6323e943c7672b271ad9575a2232508f17e87e81a78d7d10d6e93040e210eddf \
-    --hash=sha256:6c051f2d28ca542092d01da8b5fe110fb6191ff58d298a54a93dc183bece63bf \
-    --hash=sha256:6c19ab378fefb1f09623f583fcfa12ed42369a998ddfbd39c40908397243c56b \
-    --hash=sha256:6df7be07af867ec1d121c92ea827efad4d77b25457c06eeab477b601e82b2340 \
-    --hash=sha256:6f9fa1257e075eeeed67d21f95e411036b7ca2b5c78f757d4ac66485c191720a \
-    --hash=sha256:7336a3c4ba4fc9e6741fbe60c6483266fe39e1f24830724dfce453471d11fa40 \
-    --hash=sha256:73a88dc333efc42281bd800d5182c8625c6e11d109fc183fe3d7a11d48ab1150 \
-    --hash=sha256:766d5f5a686eb99b53168a7bdfb338035931a609bdbbcb537cef9e050a86f359 \
-    --hash=sha256:77bb4cbadf4121db395189065c58c9dd5d1950257cc1983004e6df4a3e2f97ad \
-    --hash=sha256:77fea54c2379b93def4ed16db6390e1232e7b235679587295a23dd8b1925475f \
-    --hash=sha256:8047c33b85f7790474a1f488bef95689f049976a4e1c6f213a8d075d180a93e4 \
-    --hash=sha256:80e6fd06f6e4074d183cea73962c89cf76cb4f70c0ee403689f57a429ebde488 \
-    --hash=sha256:849a57d39feaf897955d0b19bbf4796bea53d1bcdf83b82e0a7b059167eb2049 \
-    --hash=sha256:8678c2272e7bd60a75f781409e900c9ddb9f01f55c625d83ae0d49dfc6a2674f \
-    --hash=sha256:8814db38fa317bebec8eb74b826bae7d0cb978a7eca30dfe4ecf60e61f06ee0b \
-    --hash=sha256:8860d67dc04dc530b8b4f588f38b7341a76f2ec44a45685a2d54e9dcffa5d15a \
-    --hash=sha256:898db0ea3e4aaa95b7fecba02a7560dfbf368f9d85053f2875f6d610c4d4ec2c \
-    --hash=sha256:8a17631e3e691eec4ae6a370f7b035cf0a5767f4457bd615d11728c23df72e43 \
-    --hash=sha256:8a18c61817f3210ba74ad5792c8a5048d9550ba233233a0a8fe35800350988f4 \
-    --hash=sha256:8d4e621caadfdbc73d36eabdb2f392da850d28c58b020738411d09dda6208509 \
-    --hash=sha256:94dbfd6a6ec0ae64b5262290bf014d6063f9ac8688bda9ec668dc175378d2c80 \
-    --hash=sha256:95867a07c5dee0ea2340fe1d0e4f6d9f5c5687d473193b6ee6f86fa44aac45d1 \
-    --hash=sha256:95c9de7ebc55ffb777548f2ecaf4b96b0fa0c92f42bf4d897b9f4cd164ec7394 \
-    --hash=sha256:9adeec7cab0f2c2c291bd7faf9fa3fa233365fd0bf1c1c27a6ddd6cc563d4b32 \
-    --hash=sha256:9c463ae15e94b1c6a8a50bd671d6166b0b0d779fd1e56cbf46d8a4a84c9aa2d0 \
-    --hash=sha256:9d9de35eb5987da27dd81e371c52142dd8e924bd61c1006003071ea05a735587 \
-    --hash=sha256:a2eb8fca918c7381531035c3aae31c29a1c1300ab8a63cad1ec3a71331096c78 \
-    --hash=sha256:a4319f478ab1b90bbbe9921606ecb7baa0ebf0b332e821d41c3abdf1a30f0c35 \
-    --hash=sha256:a507fe6928a27a308e04ebf2065719b7850d1bf9ff1924f4e601ef77758812bd \
-    --hash=sha256:a8892a7da0f617135fe9c92dc7070d13a0f96ab3081f9db7ff5b172a3905bd78 \
-    --hash=sha256:a99d898ad1a399d9c8cab5561b3667fd24f4385820ac90c3340aa637aa5adfc9 \
-    --hash=sha256:aa4136f8ccb9a8cd32befd1b3882c2597e6791e64e8b3cf3129c55549b5de62f \
-    --hash=sha256:ab2a5177522b62426db897b655a02f574e27d9735bbeb6da41bc981b771df636 \
-    --hash=sha256:ab806fd026bfd48bade5e21e06d0d799cbfad32f236989ff6f37db03a5fbe34f \
-    --hash=sha256:ad5f0847da00687f52d2b81828e8d887bdea9eb8686a9841024ea7a0e153028e \
-    --hash=sha256:b0bee27fb596a0f518369c275a965d0448c39a0730e53a030b311bb10562d4d5 \
-    --hash=sha256:b31d66b62736b8514982a24a7dedcf8c062b27a8e9b51e52d7a5899045a45fe1 \
-    --hash=sha256:b38ddfab41d10e780edb431edc30aec89bee4ce43d718e3896e99f33dae5c1d3 \
-    --hash=sha256:be1bdbd52145dfe46880d8bb56eacc25aa75c3bb075fa103de7974295eb2811f \
-    --hash=sha256:c10065081c0e137975de5d9ba2ff2306286dbf5e0c586d4d5aec87c856239b41 \
-    --hash=sha256:c11c62a3cdb9d1426b1536de9e3446cb09c7d025bd4df125275cae221f214899 \
-    --hash=sha256:c3777ae3e088e94df854fbcbd8d59f9239b74aac036cb6bbd19f8035c8e42478 \
-    --hash=sha256:c3d93171dd65b36eca5367acf19eef82c79b4df557cb4bd0daf323b7a27f2d3b \
-    --hash=sha256:c9a679b24f5c6f366a0dec75745e1abeae2f597f033d0d54c74cbe62e7e6ae28 \
-    --hash=sha256:caa71c723f512f8d859fa239573086e16f38ffc426b5b2f7dab5d40fdb356c80 \
-    --hash=sha256:ce86d9dfc6b409ad16556384244572bb3cbefa2ca0f0eab7fba0ff2112b2f068 \
-    --hash=sha256:d4cd82e65b5aeb31bd73534e61ece1cab625f4bcbdc13bc4ddc5f8cbfb37c24a \
-    --hash=sha256:d524a4ba765bae9b950706472a77a887a525ed21144fe4b41f6190f6e57caa2c \
-    --hash=sha256:d7310312a68fdb1a8249cf114acb5435aa6b6a958b15810f053c1df5f98476e4 \
-    --hash=sha256:d8274ff02d447cca026ba00f56070ba15f95e184b2d028ee0e4b6c9813d2aaf9 \
-    --hash=sha256:d879be7fb5296409e18731c7ba666d56ecd45b816b2c9eb35138aa1d7777aeb5 \
-    --hash=sha256:d87ed09e5c9b6d2648e8856a4e556147b9d3cd4d63905fa664dd6706bc414256 \
-    --hash=sha256:dde1c3f3edb1f0095dcbf79cf8a0bb768f9539e809d0ad010d78200eea97d42a \
-    --hash=sha256:df5e9db9539d70426f5d20c7ebb6f7b33da5fbd40620e11261fe3fba7e177145 \
-    --hash=sha256:e7cad66317f12f0fd755fe41ee7c6b06531d2189a9048a8f37addb5109f7e3e3 \
-    --hash=sha256:ec1694134961b71ac05241ac989b49ccf08e232b5834d5fc46f8a7c3bb1c13a9 \
-    --hash=sha256:ec985386bc3cd54155f2ef0434fccbfd743617ed6fc1a84dae2ab1de6062e0c6 \
-    --hash=sha256:ef9d103706560c15fecaf7d3cff939e0f68ce5763cf0e64d0e4e5d37f9bdd2d1 \
-    --hash=sha256:f1350033431d75be749273236dcfc808e54404cd6ece6204cdb1bc4ccc163455 \
-    --hash=sha256:f1fe71c203f66bc169a393964d5702f9251cfd4d70279cb6453fdd42bd2e675f \
-    --hash=sha256:f24189dc3aea3a0a94391a047076e1014306b39ba17d7a38ebab510553cd1a97 \
-    --hash=sha256:f57726b5a90d818625e6996f5116971b7a4ceb888832337d0e2cf43d1c362a90 \
-    --hash=sha256:f7c055a50d068b3a924bd33a327646346839f55bcb762a26ec3fde8ea5d40564 \
-    --hash=sha256:f7e5072269c34a1b719910ee4decf13b288159fb320f18aba3885f6b6aab7753 \
-    --hash=sha256:f7e507e1e798ebca77ddc9774fd405107833315ad802cfdaa1ab07b6d9154fc8 \
-    --hash=sha256:fbbffb948a32f9783d1a28bc0c53616f0a76736ed1e7c1d62e3e99a8dfaab869 \
-    --hash=sha256:fd87d112eda1f0528074e1f7c0312881816cb75854133021124269a27c6c48dc \
-    --hash=sha256:ff06e4aa781aa4f68fbfaf1e727fe221fa1c552fef8ae70b6d2a0178e1f229ad
+python-bidi==0.6.10 \
+    --hash=sha256:00e8f3504e63a7713bdc1367b3de46270ddc76551f1cf04510039d65a123fd53 \
+    --hash=sha256:038d29ba39a638a5aa904e3f86547f6f883ca16b3ea1db98fbc861e9644762fe \
+    --hash=sha256:0533a900b9b9fa94e1c906e8cdb15b579389ce3fa959af228a12e8527aaba8cc \
+    --hash=sha256:0675bdaceac9e2bd8ea99729d064435d1d1502e1875b87ed72ad93a8da153ff0 \
+    --hash=sha256:07de0d6b998184233e8f753cbff5e828e0204b38daa3deaa458af6cb53c0960d \
+    --hash=sha256:099b82f05557c1588973cceab0ebd2535800990850b4cbf8eae57682ef746a16 \
+    --hash=sha256:099c3c29d813e263e999205ec9d59658c519c3bc51256e8ab3761ff3dc46a1b3 \
+    --hash=sha256:09c90aca4713ed86422acfbaf90d8c5c9f64cbae02e737e7f82f13cd2ff4f34c \
+    --hash=sha256:09d70ad127cbcb9cc5e90c4f2f427d998450374870f305345a8c23338a0bca55 \
+    --hash=sha256:0c63bf9de0646eb7cf8d520e258701e5086c010e18cbc32e8ab884e29d5ff12f \
+    --hash=sha256:0e404d7e027bd47553e48d9e3f207f3ee255698cac1fa80380d4703d4397ffe5 \
+    --hash=sha256:0ef816ef2a04ce92108cdcc61c7710860e0f2b11906d493e14c6e5b403b09a01 \
+    --hash=sha256:0f1c310774819302fba49b0608126033ba4b2bd0fb01d23b2c232df6d31003a4 \
+    --hash=sha256:0f6a5c7b00ce285a3389e261db3f0477c2c3e893b352e65889410d995ff5ee13 \
+    --hash=sha256:15298befde960a80885729c3603a95058f611b7d71de645cfbdd875f98146e14 \
+    --hash=sha256:153a2f75648ceb583a09e66b4da99ec54b82e3226e5c0992f79e05d2d00d5a6e \
+    --hash=sha256:1552aad47e65e8458346307e8b3fe7ae8eb0fcf3ea4ce3aba5cf44c50117e30b \
+    --hash=sha256:15f0deadc4e8bf4d5458d62c4c94f7716c1d29f106751f2d9f5a478698465df0 \
+    --hash=sha256:19c06c20f47f4a3daad14b5e7c2b4e23e76f4277883ef43616ecd9a8eff73203 \
+    --hash=sha256:1a156226a8723942b50ffa210d1840688da158c185e3d0840743345003249875 \
+    --hash=sha256:1d7714b96ab30df31337f5d100bf71ebe637976e2464761c81ab05787c4bacff \
+    --hash=sha256:22f51e0e5c64e18f5f9b6ac2d01fcbbecdfa6a2d571ae71323d3051d0635b9c6 \
+    --hash=sha256:2371afc3f50da896212b2d1ea7f461134ef292e1737c87d7547dd0384c092388 \
+    --hash=sha256:2598937e05401111ade68cd6e2212fa556fe8cc401b541d19dcd039496a0cfdd \
+    --hash=sha256:27fc502f2e368ffcedb97b674956f8306573f43cd0204e2ed9fbe7f41d116a7b \
+    --hash=sha256:29a476af5efbe7fedfb53c8d05d1447e4f4149da8d88fa0643716a374b6abf27 \
+    --hash=sha256:2a2013623ea8713e4bc712922d37449a4a86a504275b42447e1d2f22eb565f9d \
+    --hash=sha256:322bea01cd3f9c1cc153ea4ca3b8f82d27efe5ae8c4bd81cc981420e25490bd4 \
+    --hash=sha256:327e570f10443995d3697e8096bc337970dfc32cd5339759fa4e87093cf5cdf9 \
+    --hash=sha256:32c6075f2b44c1b3d01e7d0c8a5bb519bdbbc832bee2d4b01a06908117d3b050 \
+    --hash=sha256:32eb932af02b2dec7d3043daed84a80e34a3f46327a7cacf6a813773369fceb8 \
+    --hash=sha256:341d75c8b0e107bd5188e30a8a340ec5e1a26066f21de3c761b53fde54e6cd7d \
+    --hash=sha256:3a2fcfc6be1917695cd6f7c9626481aa81ade7e3ef3f79c0f7a286edf68e4463 \
+    --hash=sha256:3a485820e499c74332929eb9fe9246cec92fd4e6b8c2abde03e8d8f0fea00728 \
+    --hash=sha256:3d0c48305c58a5ed0017500dbeedbfc62fc8b9cd552d582ea578a10f77eed1c1 \
+    --hash=sha256:3ebbf3915c39ed8d0095e3672ed4f824dfe9544e950a273513956b147528a18b \
+    --hash=sha256:3ff3bc2221d8c32427cf90999b60ee9bd5e31e2e0b7f54b63ad54a05912725b8 \
+    --hash=sha256:441d931609adfb2d213892e2da0326a5c5048f05e36497d5e37087b97a3287dd \
+    --hash=sha256:446f1cd15783b14a280fc6c8e8931afa3f4ec1edc0b341b82cfca1537886cf28 \
+    --hash=sha256:44caa945d27b7634bb4fdfe8fbeaa27b33fb12b66418e326e5a491d235b5c61b \
+    --hash=sha256:44e21c6dc51b88ede76aafe730a208ef5a23cf7275d30d7870ff46e3a6ad4314 \
+    --hash=sha256:44e6566093397def4e72f85e47d246d442838c497e6be3b14be0bca7d9761a50 \
+    --hash=sha256:452a7ff78909edef965d1f2dc87e8cf04e6d4234771eef9b876688fdd821ab1d \
+    --hash=sha256:473e718a86e5a9290ee240cf0cf49093ec0ca841d709f0fef191b7f5ea4e8b3b \
+    --hash=sha256:48af3fc3bee49c3be03bbd47b503dc794474c52db249c57d230a4616cf13cf52 \
+    --hash=sha256:4ed6794f07fcb4374e74a1a973350c5997c2088ba6143a8fedb533010f379502 \
+    --hash=sha256:5040b6595e6a9d1cbca5fc2298684994cc5f1036ff2015eaf30063f015f31540 \
+    --hash=sha256:5899a244bc0b60d71ae80dcf0dfad16c72e742857c13c0d040d1c975bb758983 \
+    --hash=sha256:5d11a3eb283fbde362c4b1faa32a4053413a83aa6abc2274827e1f03c89f53f4 \
+    --hash=sha256:5e4752fc7228a2d70b69dc81fe4bbe602eca44a520b3d7ff46b50fb2b68d435e \
+    --hash=sha256:5f3febf9b547b3b237429fb8c214ff8faa50972c6de0fc0fbaf060fc29e4696d \
+    --hash=sha256:5fdea42e1356d428cdc1771e3468327cf776da51c44a8ced855b67b02809ea56 \
+    --hash=sha256:6054e1b9920a917749fb4e7547b378e0647c25095c012a2a7c184493b9204ef1 \
+    --hash=sha256:644d068e01071c7af565a70269f8c93f6434c031df2b1428625ed8f6040b94b4 \
+    --hash=sha256:64d4adc41eb79de0561874bbbe74e8f7974b3bb947070d0edd73d388c98e1234 \
+    --hash=sha256:6a75d9ab145003094475bc955120b4577d70f34ee02f0b69696d7f216b513479 \
+    --hash=sha256:6c5be3141bf22d2908d6269e613c2bc3824db0f31560a61b95be75d224812c67 \
+    --hash=sha256:6e2b535558cad96805b58695353a628471e455f4f30e346d1d0a10468c991d0e \
+    --hash=sha256:704c76e64aa0f7c0d4b8dff04ce9e8fb38314bddd1426985856e2533e66d7d21 \
+    --hash=sha256:732ad1ebff85d4669152ec8c0bbeebdf945a3460e26ae852a30d39d93765765c \
+    --hash=sha256:73bc12f9599cf1dbc39e3792abaa8fc62656cff30340308c3341583631ea5fcc \
+    --hash=sha256:78248580e38051ba799076bffa5d0498d2550a4fa6d2ec733c38e4ec5a2d8039 \
+    --hash=sha256:7965b1c468b986a1bbb9fd3ba8641b51f4f93352cefc83eec851fdf15850019f \
+    --hash=sha256:79ba6f914436c674cb0a25d4e1356e54b3b788ccd1498e1b130edd6ba1ad2f8e \
+    --hash=sha256:7a3f20dca786d493c1383273992ca87ff78942456898b136e2973a682dad73ae \
+    --hash=sha256:7a5452fda554628660eb4c1c4da6187986c5497f34fbeb07f920c867b6daa943 \
+    --hash=sha256:7ae97eed360514e229b0c407095a4184d8a0e6383bc87962972ae27f6ecb96e6 \
+    --hash=sha256:8012aed843d01a96fbd5c2fe4d8062696f8720d38990d68eaf871aa692652e98 \
+    --hash=sha256:81b27ffd3e40e2d8f274e1acbf5967873e53d6f32bf677899e0d8421170703da \
+    --hash=sha256:82897bacfd8fc2fb1157b1828a011af954c24b1dc25adb2aec33fdbcacd3935f \
+    --hash=sha256:84f6975f51d2af2e9b474669f26673486899138ea985f9967db4f6ab9a431b95 \
+    --hash=sha256:86dea78bc3953853afb701b7bf3531f062e7aa7d0a4bdb1a59f496200967bbf7 \
+    --hash=sha256:8af0d7059829d43e5b9e4072103f09d3869d3da9fc6db66b51e93da0ed0b1161 \
+    --hash=sha256:8f95878c574eb603942561ad76d09ed8b05e2ffd46917b32f15bb83878f7f40e \
+    --hash=sha256:903b8e4ea0fed7d453e7e437d41ba0357be55572a108f8d6110ab74cbe3b2bb0 \
+    --hash=sha256:916688bcee55ce613879751a27b25977f75403c681e6d110cdf301edb48027a1 \
+    --hash=sha256:929c705687f506fed02aa1fbd6781fb310203d7a20420dd7f106cd87fe1d01c5 \
+    --hash=sha256:9545c3cd8238a79ab7e0ff7b27326bef3439001207984ea47fa3be31551d364e \
+    --hash=sha256:97692e9fb3271a637f18d728d5db4ff729c82ae25356e35d371fada2fe0ff006 \
+    --hash=sha256:9c2ae7649b77a4354b6db6423c495bd57ac5727d62266dfe98254896eb573b25 \
+    --hash=sha256:a06a6e54a95b5c5864e117af2479113bb367660b0d95295b4adf314b3dff77af \
+    --hash=sha256:a0df4cb0fe94de7565c3fc875888431ef774d643f00b030bd041fdebbdcd189b \
+    --hash=sha256:a2e1da56d841ae506c49df41e16893428b96d3c8c255f096b1aa83c512302c94 \
+    --hash=sha256:a50b1ce6c5a2aaa4febbd72cf030ec7d9bd63a063977850e484fb4a7983f7eaf \
+    --hash=sha256:a51922e22ab237431c3d5505b2511732748f936349ab65d0c1a4a13e224144fc \
+    --hash=sha256:a5aac3c9648872dcf11543751e2a8970ab0e8e3192fdf83ed507838917f50d70 \
+    --hash=sha256:a7853e894f723675489ac49aa4b52dc8eac87d7a67b5940631c8c9d2aab46f90 \
+    --hash=sha256:a7871f1226a062c641c500f81f05c2c00274c23de26707d747ce16ede43a6fdb \
+    --hash=sha256:a84f26e55770a9326cedf79c005c2e7f9c13da9e0cbb65bc36890382a793bda9 \
+    --hash=sha256:a9b83026c2907ad207eff37d5d302ecdd20441ba87d89401a79fa4b9af11f24d \
+    --hash=sha256:afd28c86da0968996595b3dcc1166b24367954d69242c186c0916721fe36274d \
+    --hash=sha256:b048ba7ec56dfd0eb37bee34d395771d1ce444fd7a32c6e8ddd3bfc92090a1d8 \
+    --hash=sha256:b0c77d935abdd7e3bee0f9b8a7d0ae8a7c230e5aca3a7b9948576b2e151c9985 \
+    --hash=sha256:b223d1f5493530777475fc40e4a47b6854a5ac56ea3211196d7a91809fa565f3 \
+    --hash=sha256:b35b3c7e2c91f67dbf49de4513adf80ee052b06f15dcb9e7e5c6cd6f37373114 \
+    --hash=sha256:b35ff4e825c4ad912a30909f2922eddd684c84bffc48e713c8bf22a4f3d7794f \
+    --hash=sha256:b45368872b3770b20d101a87364ffeec5c0cf02d8aaee1834c30167fe29ddaaa \
+    --hash=sha256:b47233bf36749ab63561ece99b8b32684043558415f1e4ca6c540f1793fa12f3 \
+    --hash=sha256:b497a46082c3b0e0f9a2571d573e745686ed1a6f7a9c631ebe2b9d6f55ecc87a \
+    --hash=sha256:b528e71c3f4b867e207418ea4ed465a111306ac6c2838bf75ff1e465c74ea933 \
+    --hash=sha256:b5c66316296044bcdda0fa37296322973c73b708eac737565d5bbc2f6fd51037 \
+    --hash=sha256:b6bbca74b7d39d4f259c0eebb6d62fd970999c0beae553db7232319d151fa533 \
+    --hash=sha256:b6ff61cd6e3a60ae9bd559aa5ab5a7018e8d26067e7f80ca0ac30e08c76bf983 \
+    --hash=sha256:b97376c559d90d80976a2b3c2d1f7699b6e3ae69ffd2bfdefaacf1eb4bc45f8e \
+    --hash=sha256:bca06cdbd6d90a939af253ddeed232e7e122a1e027942c2ebd431307e6471be6 \
+    --hash=sha256:bd1247b5138e23824b62f96aa03f1d45084dee6c76c46019784546cc432a85ee \
+    --hash=sha256:c1726465626bcad9518ff878be9edb6897b42d57c1bfb9e4a00ffd4000980c48 \
+    --hash=sha256:c267e531392cbdd900e46796d410dda380c7b311434bf5090ee261bb05650bcc \
+    --hash=sha256:c2960742693ee19663bc448328b6b7035f6ae4ad28f57379568d22180911c7d5 \
+    --hash=sha256:c55787b0274b1e06530817fe6d375a5443a0e32d5ee55071244fe5af3483fcbc \
+    --hash=sha256:c5fb03df1d641d19cec53ee9eb5b89f659d0087d03ae94f06e78e2663824d013 \
+    --hash=sha256:c7aa354a62e727b592cfa181a5d435d9a946aba4dd2349bb18fc52c869d470f1 \
+    --hash=sha256:c7b849fa2ed07cb59ed5e76d3cf0e3527b7d7bfa2e70d4fcb6df048a9c9177ee \
+    --hash=sha256:cac7477518b8cfd53e78527a873be7de5a69183397124f7ebcae295cc39187c1 \
+    --hash=sha256:cdc2933960f9b1b160551ff4a0cc543ec3866550ad13f35f1881c22f08b5ad82 \
+    --hash=sha256:ce576c6e9a548e09c853e47cb88a95bb29363586c6ec7778ead517e61449b275 \
+    --hash=sha256:d698d1354d7e30d3a3fbfb91b7b6c904e13875b4ed2dc40c726ca23d82b5089a \
+    --hash=sha256:d6ec69bd053def14e4538b15dcd28bc9528c820b644687c0d38afc38e81fe8e8 \
+    --hash=sha256:d717dc455632ab75284969106c4f40cc1533709f852c50d6db643b20e903b23d \
+    --hash=sha256:d7d9b2602cccbb92fc6a8b8ab2b1f0f03c77c126e089f22f7747b19499cb3e1d \
+    --hash=sha256:de06759a2b223599a98a200b01b9fdafec7e346b513ce6a31632f7089234eca3 \
+    --hash=sha256:de7f4782b4381ae5b0dfa36ce1e4b0a925ccecd4f52330fcc50bcd73430b99fd \
+    --hash=sha256:df0a3aa46c78e56ebed8c5be33da34c0408d4114c6b782103208fecbd3b6cac0 \
+    --hash=sha256:e0fe5c41dac834dfbf1f93f29438393fef13ce250e699d67d2c066da6a0eb8af \
+    --hash=sha256:e13dc08bcf7ef257d0635400e3377d3a776ec57ea25e985e903b00bf5ea06911 \
+    --hash=sha256:e2e81871fa3353376a35260bf0313e631624eac6997d8fa4d60f38beee3f633f \
+    --hash=sha256:e4871a8955ba6c4d80eaffc0f44af6ab724a99f4ec2ad6499243fe542027494f \
+    --hash=sha256:e65f8b3029e64af05323cc630550b27649d8b1b612387c2e88411ae32c6a5b59 \
+    --hash=sha256:e75704f210e8fbcfbe9546f33d4ef86ff9932830d74726108b45dad72d5c1b55 \
+    --hash=sha256:e7f1fa876d3b7c09c1c6be627338502e78d3cc6e9b21ea94f8eeec6ad4157afa \
+    --hash=sha256:edec736cfe6b5421e6c0fbf3e4fc70b5db30263d22e070526c7c540f5895f9fb \
+    --hash=sha256:f3386c4370515f7acb3372ca49b4bd6652b65c381f50e772b5de96da7df2dbad \
+    --hash=sha256:f53dbcc5b1ab75ee593f9ccdd474f9091e21b2051ade79db9930540188f3c9e3 \
+    --hash=sha256:f6dad7fe7f004900a45b04ab2ef51dd11a46c7be4b182c2e533810435e197249 \
+    --hash=sha256:f6e8fca537eb348409549b75f8721fe911cc001124cc7cbfa1a4722e641584c3 \
+    --hash=sha256:f6fb6b3fef1b611841f50688c46d722ad5bd9bb5b9beec9d7c51885519f6026c \
+    --hash=sha256:fc012f8738e21462b8b173278ef9278a822373a64f558ac1bfa36eceb56296df \
+    --hash=sha256:fedf838627e262a5a3b9312a144582e7c81ff3be986a3b0ecd51b9d904747c0b \
+    --hash=sha256:ff693056db843b5e4de6d8e50b4847c116481406492d10517dfe4d7c573c8f82
     # via easyocr
 python-dateutil==2.9.0 \
     --hash=sha256:78e73e19c63f5b20ffa567001531680d939dc042bf7850431877645523c66709 \
@@ -4528,10 +5064,12 @@ python-dateutil==2.9.0 \
     #   botocore
     #   elasticsearch
     #   google-cloud-bigquery
+    #   graphene
     #   great-expectations
     #   ibis-framework
     #   jupyter-client
     #   kubernetes
+    #   matplotlib
     #   moto
     #   openlineage-python
     #   pandas
@@ -4544,6 +5082,7 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via
+    #   mlflow-skinny
     #   pydantic-settings
     #   pymilvus
     #   testcontainers
@@ -4556,19 +5095,18 @@ python-keycloak==4.2.2 \
     --hash=sha256:1d43a1accd4a038ed39317fcb3eb78211df6c75bbcbc4c482c99ee76327136f2 \
     --hash=sha256:5137fd87c69031a372a578df96bae96b9aead2c9dad976613bc978e9e0246a1e
     # via feast (pyproject.toml)
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.29 \
+    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
+    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
     # via mcp
 python-pptx==1.0.2 \
     --hash=sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba \
     --hash=sha256:479a8af0eaf0f0d76b6f00b0887732874ad2e3188230315290cd1f9dd9cc7095
     # via docling
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via
-    #   clickhouse-connect
     #   great-expectations
     #   pandas
     #   snowflake-connector-python
@@ -4657,6 +5195,7 @@ pyyaml==6.0.3 \
     #   huggingface-hub
     #   jupyter-events
     #   kubernetes
+    #   mlflow-skinny
     #   openlineage-python
     #   openshift-client
     #   pre-commit
@@ -4762,30 +5301,30 @@ pyzmq==27.1.0 \
     #   ipykernel
     #   jupyter-client
     #   jupyter-server
-qdrant-client==1.17.1 \
-    --hash=sha256:22f990bbd63485ed97ba551a4c498181fcb723f71dcab5d6e4e43fe1050a2bc0 \
-    --hash=sha256:6cda4064adfeaf211c751f3fbc00edbbdb499850918c7aff4855a9a759d56cbd
+qdrant-client==1.18.0 \
+    --hash=sha256:093aa8cf8a420ee3ad2a68b007e1378d7992b2600e0b53c193fc172674f659cd \
+    --hash=sha256:52e8ece1a7d40519801bf0b70713bfa0f6b7ae28c7275bbe0b0286fbed7f6db4
     # via feast (pyproject.toml)
-ray[data, default]==2.53.0 \
-    --hash=sha256:14f46363e9b4cf0c1c8b4d8623ec337c5bd408377831b5e5b50067930137bbca \
-    --hash=sha256:4108280d8a1cb90d7d68e5c954c35e63b8bb9a4ba15f88c5e7da0e2025647712 \
-    --hash=sha256:4a1bb3fe09ab4cd0d16ddc96b9f60c9ed83b3f93b87aa8506e0d3b746fd4e825 \
-    --hash=sha256:4db914a0a6dd608fa49c066929a1282745a2dbd73caee67d7b80fe684ca65bdd \
-    --hash=sha256:4dbb5fce1364763f29741055f50abe33cf726397141f9cc0e845dd3cc963e455 \
-    --hash=sha256:65e2ce58d3dc6baa3cf45824d889c1968ebde565ee54dfd80a98af8f31af8e4a \
-    --hash=sha256:7196e5358dfcc8211be864f45e6dfe4827202df294af3c7a76ff8fbc080e0522 \
-    --hash=sha256:73dbbaa7962a7f5e38aa8cf9483e0e9817205e989aa3dc859c738c2af1ae01df \
-    --hash=sha256:85b472ab6fb8f1189f8cef81913fd91b24dd69b3fa7dcca7e144827bd924f6c0 \
-    --hash=sha256:90faf630d20b6abf3135997fb3edb5842134aff92e04ee709865db04816d97ef \
-    --hash=sha256:a0bbb98b0b0f25a3ee075ca10171e1260e70b6bc690cd509ecd7ce1228af854d \
-    --hash=sha256:b828c147f9ff2f277b1d254e4fe9a746fdfaee7e313a93a97c7edf4dae9b81a4 \
-    --hash=sha256:bd3ec4c342776ddac23ae2b108c64f5939f417ccc4875900d586c7c978463269 \
-    --hash=sha256:d8b95d047d947493803fb8417aea31225dcacdab15afdc75b8a238901949d457 \
-    --hash=sha256:eb000c17f7301071fdd15c44c4cd3ac0f7953bb4c7c227e61719fe7048195bcd
+ray[data, default]==2.54.1 \
+    --hash=sha256:054985194bd32f4464c93f9318d247fac61e1f32ac221565ecfdc81ab8c75d0b \
+    --hash=sha256:0c3ae2943176e7b239c78b825a5b2bf4135d90280083a0e19c0a75a5db4d836f \
+    --hash=sha256:2766f0230806480c38a9a94502087f1d4aea919f38521a28781690613b0290a4 \
+    --hash=sha256:2ea650e648acc6e76edd98c694657fd1fcb1cd97700d944a7d20da90269e9810 \
+    --hash=sha256:4c6f7e23dda62a32f94083141c3f97e9c4246e3ae4ae2bc488bcd8fd0311f54a \
+    --hash=sha256:512587412e2f5e1753adabfdfa4dd9cff1dc509601e36fd5fab671e448ae4dac \
+    --hash=sha256:6425f15cfe6a298366b53c8658350f94ced2c548802ca3b69f94b87db16e97c5 \
+    --hash=sha256:645ebfb73cfd32bd510a05ed9f2738a18d6db69929cae9701d749f2740dbfd9a \
+    --hash=sha256:673a895c0c4a716ed772552baa3f5b8d7d1f7a4b34e04787fdfe6fe3049ed0d8 \
+    --hash=sha256:86c51eafd3e84dad59c1ef4cf97b3ac8c088af0705782ee915e31bca5880597a \
+    --hash=sha256:c0240496af274af7cd3b1b1d015f23b88e5fdafe59bfdc040e5f229e0aff5dff \
+    --hash=sha256:cd452b61ae2e0daf9271f5a554614397429cc2731681bae10fe72316dadc2749 \
+    --hash=sha256:d05f477d1518a00fd5880644e889a7a3eaf64ae5d1f8f239a682d052ad2a383d \
+    --hash=sha256:e095dfe9c521a04e5930520b4a82ea82d61903d4cd2f3270fbc5dfbdb41b9c72 \
+    --hash=sha256:ea90bed0110e0ce3ff6571e7a0c800920a3c6d299d29b8eac020dac362667169
     # via codeflare-sdk
-redis==4.6.0 \
-    --hash=sha256:585dc516b9eb042a619ef0a39c3d7d55fe81bdb4df09a52c9cdde0d07bf1aa7d \
-    --hash=sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c
+redis==7.4.0 \
+    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
+    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -4794,131 +5333,132 @@ referencing==0.37.0 \
     #   jsonschema
     #   jsonschema-specifications
     #   jupyter-events
-regex==2026.3.32 \
-    --hash=sha256:03c2ebd15ff51e7b13bb3dc28dd5ac18cd39e59ebb40430b14ae1a19e833cff1 \
-    --hash=sha256:09e26cad1544d856da85881ad292797289e4406338afe98163f3db9f7fac816c \
-    --hash=sha256:0cec365d44835b043d7b3266487797639d07d621bec9dc0ea224b00775797cc1 \
-    --hash=sha256:0d7855f5e59fcf91d0c9f4a51dc5d8847813832a2230c3e8e35912ccf20baaa2 \
-    --hash=sha256:0f21ae18dfd15752cdd98d03cbd7a3640be826bfd58482a93f730dbd24d7b9fb \
-    --hash=sha256:10fb2aaae1aaadf7d43c9f3c2450404253697bf8b9ce360bd5418d1d16292298 \
-    --hash=sha256:110ba4920721374d16c4c8ea7ce27b09546d43e16aea1d7f43681b5b8f80ba61 \
-    --hash=sha256:12917c6c6813ffcdfb11680a04e4d63c5532b88cf089f844721c5f41f41a63ad \
-    --hash=sha256:18eb45f711e942c27dbed4109830bd070d8d618e008d0db39705f3f57070a4c6 \
-    --hash=sha256:1a6ac1ed758902e664e0d95c1ee5991aa6fb355423f378ed184c6ec47a1ec0e9 \
-    --hash=sha256:1ca02ff0ef33e9d8276a1fcd6d90ff6ea055a32c9149c0050b5b67e26c6d2c51 \
-    --hash=sha256:1cb22fa9ee6a0acb22fc9aecce5f9995fe4d2426ed849357d499d62608fbd7f9 \
-    --hash=sha256:1e0f6648fd48f4c73d801c55ab976cd602e2da87de99c07bff005b131f269c6a \
-    --hash=sha256:245667ad430745bae6a1e41081872d25819d86fbd9e0eec485ba00d9f78ad43d \
-    --hash=sha256:2820d2231885e97aff0fcf230a19ebd5d2b5b8a1ba338c20deb34f16db1c7897 \
-    --hash=sha256:2c8d402ea3dfe674288fe3962016affd33b5b27213d2b5db1823ffa4de524c57 \
-    --hash=sha256:2dcca2bceb823c9cc610e57b86a265d7ffc30e9fe98548c609eba8bd3c0c2488 \
-    --hash=sha256:2ffbadc647325dd4e3118269bda93ded1eb5f5b0c3b7ba79a3da9fbd04f248e9 \
-    --hash=sha256:34c905a721ddee0f84c99e3e3b59dd4a5564a6fe338222bc89dd4d4df166115c \
-    --hash=sha256:3c054e39a9f85a3d76c62a1d50c626c5e9306964eaa675c53f61ff7ec1204bbb \
-    --hash=sha256:3c0bbfbd38506e1ea96a85da6782577f06239cb9fcf9696f1ea537c980c0680b \
-    --hash=sha256:3e221b615f83b15887636fcb90ed21f1a19541366f8b7ba14ba1ad8304f4ded4 \
-    --hash=sha256:3ea568832eca219c2be1721afa073c1c9eb8f98a9733fdedd0a9747639fc22a5 \
-    --hash=sha256:3f5747501b69299c6b0b047853771e4ed390510bada68cb16da9c9c2078343f7 \
-    --hash=sha256:462a041d2160090553572f6bb0be417ab9bb912a08de54cb692829c871ee88c1 \
-    --hash=sha256:4bc32b4dbdb4f9f300cf9f38f8ea2ce9511a068ffaa45ac1373ee7a943f1d810 \
-    --hash=sha256:4d082be64e51671dd5ee1c208c92da2ddda0f2f20d8ef387e57634f7e97b6aae \
-    --hash=sha256:4f9ae4755fa90f1dc2d0d393d572ebc134c0fe30fcfc0ab7e67c1db15f192041 \
-    --hash=sha256:51a93452034d671b0e21b883d48ea66c5d6a05620ee16a9d3f229e828568f3f0 \
-    --hash=sha256:51fb7e26f91f9091fd8ec6a946f99b15d3bc3667cb5ddc73dd6cb2222dd4a1cc \
-    --hash=sha256:5336b1506142eb0f23c96fb4a34b37c4fefd4fed2a7042069f3c8058efe17855 \
-    --hash=sha256:567b57eb987547a23306444e4f6f85d4314f83e65c71d320d898aa7550550443 \
-    --hash=sha256:5aa78c857c1731bdd9863923ffadc816d823edf475c7db6d230c28b53b7bdb5e \
-    --hash=sha256:5bf2f3c2c5bd8360d335c7dcd4a9006cf1dabae063ee2558ee1b07bbc8a20d88 \
-    --hash=sha256:5c35d097f509cf7e40d20d5bee548d35d6049b36eb9965e8d43e4659923405b9 \
-    --hash=sha256:5d86e3fb08c94f084a625c8dc2132a79a3a111c8bf6e2bc59351fa61753c2f6e \
-    --hash=sha256:6062c4ef581a3e9e503dccf4e1b7f2d33fdc1c13ad510b287741ac73bc4c6b27 \
-    --hash=sha256:6128dd0793a87287ea1d8bf16b4250dd96316c464ee15953d5b98875a284d41e \
-    --hash=sha256:631f7d95c83f42bccfe18946a38ad27ff6b6717fb4807e60cf24860b5eb277fc \
-    --hash=sha256:66a5083c3ffe5a5a95f8281ea47a88072d4f24001d562d1d9d28d4cdc005fec5 \
-    --hash=sha256:66d3126afe7eac41759cd5f0b3b246598086e88e70527c0d68c9e615b81771c4 \
-    --hash=sha256:67015a8162d413af9e3309d9a24e385816666fbf09e48e3ec43342c8536f7df6 \
-    --hash=sha256:6980ceb5c1049d4878632f08ba0bf7234c30e741b0dc9081da0f86eca13189d3 \
-    --hash=sha256:69a847a6ffaa86e8af7b9e7037606e05a6f663deec516ad851e8e05d9908d16a \
-    --hash=sha256:6ada7bd5bb6511d12177a7b00416ce55caee49fbf8c268f26b909497b534cacb \
-    --hash=sha256:70c634e39c5cda0da05c93d6747fdc957599f7743543662b6dbabdd8d3ba8a96 \
-    --hash=sha256:7cdd508664430dd51b8888deb6c5b416d8de046b2e11837254378d31febe4a98 \
-    --hash=sha256:844d88509c968dd44b30daeefac72b038b1bf31ac372d5106358ab01d393c48b \
-    --hash=sha256:847087abe98b3c1ebf1eb49d6ef320dbba75a83ee4f83c94704580f1df007dd4 \
-    --hash=sha256:85c9b0c131427470a6423baa0a9330be6fd8c3630cc3ee6fdee03360724cbec5 \
-    --hash=sha256:879ae91f2928a13f01a55cfa168acedd2b02b11b4cd8b5bb9223e8cde777ca52 \
-    --hash=sha256:887a9fa74418d74d645281ee0edcf60694053bd1bc2ebc49eb5e66bfffc6d107 \
-    --hash=sha256:88ebc0783907468f17fca3d7821b30f9c21865a721144eb498cb0ff99a67bcac \
-    --hash=sha256:89e50667e7e8c0e7903e4d644a2764fffe9a3a5d6578f72ab7a7b4205bf204b7 \
-    --hash=sha256:8a4a3189a99ecdd1c13f42513ab3fc7fa8311b38ba7596dd98537acb8cd9acc3 \
-    --hash=sha256:8aaf8ee8f34b677f90742ca089b9c83d64bdc410528767273c816a863ed57327 \
-    --hash=sha256:8e4c8fa46aad1a11ae2f8fcd1c90b9d55e18925829ac0d98c5bb107f93351745 \
-    --hash=sha256:8fc918cd003ba0d066bf0003deb05a259baaaab4dc9bd4f1207bbbe64224857a \
-    --hash=sha256:8fe14e24124ef41220e5992a0f09432f890037df6f93fd3d6b7a0feff2db16b2 \
-    --hash=sha256:918db4e34a7ef3d0beee913fa54b34231cc3424676f1c19bdb85f01828d3cd37 \
-    --hash=sha256:987cdfcfb97a249abc3601ad53c7de5c370529f1981e4c8c46793e4a1e1bfe8e \
-    --hash=sha256:9b9118a78e031a2e4709cd2fcc3028432e89b718db70073a8da574c249b5b249 \
-    --hash=sha256:9cf7036dfa2370ccc8651521fcbb40391974841119e9982fa312b552929e6c85 \
-    --hash=sha256:a094e9dcafedfb9d333db5cf880304946683f43a6582bb86688f123335122929 \
-    --hash=sha256:a416ee898ecbc5d8b283223b4cf4d560f93244f6f7615c1bd67359744b00c166 \
-    --hash=sha256:a5d88fa37ba5e8a80ca8d956b9ea03805cfa460223ac94b7d4854ee5e30f3173 \
-    --hash=sha256:ace48c5e157c1e58b7de633c5e257285ce85e567ac500c833349c363b3df69d4 \
-    --hash=sha256:ad5c53f2e8fcae9144009435ebe3d9832003508cf8935c04542a1b3b8deefa15 \
-    --hash=sha256:ad8d372587e659940568afd009afeb72be939c769c552c9b28773d0337251391 \
-    --hash=sha256:b193ed199848aa96618cd5959c1582a0bf23cd698b0b900cb0ffe81b02c8659c \
-    --hash=sha256:b2e9c2ea2e93223579308263f359eab8837dc340530b860cb59b713651889f14 \
-    --hash=sha256:b3aa21bad31db904e0b9055e12c8282df62d43169c4a9d2929407060066ebc74 \
-    --hash=sha256:b565f25171e04d4fad950d1fa837133e3af6ea6f509d96166eed745eb0cf63bc \
-    --hash=sha256:b56993a7aeb4140c4770f4f7965c9e5af4f024457d06e23c01b0d47501cb18ed \
-    --hash=sha256:b6acb765e7c1f2fa08ac9057a33595e26104d7d67046becae184a8f100932dd9 \
-    --hash=sha256:b6f366a5ef66a2df4d9e68035cfe9f0eb8473cdfb922c37fac1d169b468607b0 \
-    --hash=sha256:b7836aa13721dbdef658aebd11f60d00de633a95726521860fe1f6be75fa225a \
-    --hash=sha256:b8fca73e16c49dd972ce3a88278dfa5b93bf91ddef332a46e9443abe21ca2f7c \
-    --hash=sha256:b953d9d496d19786f4d46e6ba4b386c6e493e81e40f9c5392332458183b0599d \
-    --hash=sha256:bbc458a292aee57d572075f22c035fa32969cdb7987d454e3e34d45a40a0a8b4 \
-    --hash=sha256:c1cecea3e477af105f32ef2119b8d895f297492e41d317e60d474bc4bffd62ff \
-    --hash=sha256:c1d7fa44aece1fa02b8927441614c96520253a5cad6a96994e3a81e060feed55 \
-    --hash=sha256:c1ed17104d1be7f807fdec35ec99777168dd793a09510d753f8710590ba54cdd \
-    --hash=sha256:c3c6f6b027d10f84bfe65049028892b5740878edd9eae5fea0d1710b09b1d257 \
-    --hash=sha256:c5e0fdb5744caf1036dec5510f543164f2144cb64932251f6dfd42fa872b7f9c \
-    --hash=sha256:c60f1de066eb5a0fd8ee5974de4194bb1c2e7692941458807162ffbc39887303 \
-    --hash=sha256:c6d9c6e783b348f719b6118bb3f187b2e138e3112576c9679eb458cc8b2e164b \
-    --hash=sha256:c940e00e8d3d10932c929d4b8657c2ea47d2560f31874c3e174c0d3488e8b865 \
-    --hash=sha256:c9f261ad3cd97257dc1d9355bfbaa7dd703e06574bffa0fa8fe1e31da915ee38 \
-    --hash=sha256:d21a07edddb3e0ca12a8b8712abc8452481c3d3db19ae87fc94e9842d005964b \
-    --hash=sha256:d363660f9ef8c734495598d2f3e527fb41f745c73159dc0d743402f049fb6836 \
-    --hash=sha256:d478a2ca902b6ef28ffc9521e5f0f728d036abe35c0b250ee8ae78cfe7c5e44e \
-    --hash=sha256:d571f0b2eec3513734ea31a16ce0f7840c0b85a98e7edfa0e328ed144f9ef78f \
-    --hash=sha256:d6b39a2cc5625bbc4fda18919a891eab9aab934eecf83660a90ce20c53621a9a \
-    --hash=sha256:d76d62909bfb14521c3f7cfd5b94c0c75ec94b0a11f647d2f604998962ec7b6c \
-    --hash=sha256:dab4178a0bc1ef13178832b12db7bc7f562e8f028b2b5be186e370090dc50652 \
-    --hash=sha256:db976be51375bca900e008941639448d148c655c9545071965d0571ecc04f5d0 \
-    --hash=sha256:ded4fc0edf3de792850cb8b04bbf3c5bd725eeaf9df4c27aad510f6eed9c4e19 \
-    --hash=sha256:e006ea703d5c0f3d112b51ba18af73b58209b954acfe3d8da42eacc9a00e4be6 \
-    --hash=sha256:e3e5d1802cba785210a4a800e63fcee7a228649a880f3bf7f2aadccb151a834b \
-    --hash=sha256:e480d3dac06c89bc2e0fd87524cc38c546ac8b4a38177650745e64acbbcfdeba \
-    --hash=sha256:e50af656c15e2723eeb7279c0837e07accc594b95ec18b86821a4d44b51b24bf \
-    --hash=sha256:e83ce8008b48762be296f1401f19afd9ea29f3d035d1974e0cecb74e9afbd1df \
-    --hash=sha256:ed3b8281c5d0944d939c82db4ec2300409dd69ee087f7a75a94f2e301e855fb4 \
-    --hash=sha256:ef250a3f5e93182193f5c927c5e9575b2cb14b80d03e258bc0b89cc5de076b60 \
-    --hash=sha256:f1574566457161678297a116fa5d1556c5a4159d64c5ff7c760e7c564bf66f16 \
-    --hash=sha256:f26262900edd16272b6360014495e8d68379c6c6e95983f9b7b322dc928a1194 \
-    --hash=sha256:f28eac18a8733a124444643a66ac96fef2c0ad65f50034e0a043b90333dc677f \
-    --hash=sha256:f54840bea73541652f1170dc63402a5b776fc851ad36a842da9e5163c1f504a0 \
-    --hash=sha256:f785f44a44702dea89b28bce5bc82552490694ce4e144e21a4f0545e364d2150 \
-    --hash=sha256:f7cc00089b4c21847852c0ad76fb3680f9833b855a0d30bcec94211c435bff6b \
-    --hash=sha256:f95bd07f301135771559101c060f558e2cf896c7df00bec050ca7f93bf11585a \
-    --hash=sha256:fc8ced733d6cd9af5e412f256a32f7c61cd2d7371280a65c689939ac4572499f \
-    --hash=sha256:fd03e38068faeef937cc6761a250a4aaa015564bd0d61481fefcf15586d31825
+regex==2026.5.9 \
+    --hash=sha256:002205cafd2a9e78c6290c7d1df277bf3277b3b7a30e0b4bb0dac2e2e3f7cb2d \
+    --hash=sha256:01f0f5f55f4b64dacec85dc116d3c05fd23ad3ff037bbc73a2085775953c2611 \
+    --hash=sha256:01f28d868834624c934b8d2e0aa1c8341337e37831f4a012f18a5afcba4cbaf3 \
+    --hash=sha256:075160bf16658e16d35233300b8453aac25de4cbea808d22348b6979668e924d \
+    --hash=sha256:0de5cf193997384ed2ca6f1cd4f78055b255d93d82d5a8cd6ba0d11c10b167e4 \
+    --hash=sha256:0e1b1b4e496afbb24f4a62aba855ee4f88f25578927697b340702e48c9ee6bc2 \
+    --hash=sha256:0f03aa6898aaaac4592479821df16e68e8d0e29e903e65d8f2dfb2f19028a989 \
+    --hash=sha256:0f9eede6a5cbdc02d4978090186390936e1776a7d1359b21e41014c609880bcf \
+    --hash=sha256:1268eddd8486dc561d08eee1156e40aa3a8fe10f4bdec8fa653b455fcbffd12c \
+    --hash=sha256:15ee42209947f4ca045412eae98416317238163618ace2a8e54f99586a466733 \
+    --hash=sha256:164eba9b755ea6f244b0d881196fbc1fac09714e9782c9e2732b813142033c8e \
+    --hash=sha256:19c16ceb4a267a8789e25733e583983eeab9f0f8664e66b0bd1c5d21f14c2d4b \
+    --hash=sha256:1bd7587a2948b4085195d5a3374eaf4a425dc3e55784c038175355ecf3bbbf8a \
+    --hash=sha256:1e6da47d679b7010ef27556b6e0f99771b744936db1792a10ceac6547ae1503e \
+    --hash=sha256:205109e96b3cf5adf8f4cd62bedde9487feb282b9497a3535451e5a24cd706a0 \
+    --hash=sha256:2099f7e7ff7b6aa3192312650a56e91cc091e49d50b04e4f6f8b6e28b3b27f1c \
+    --hash=sha256:246de9d60aa3f8538b519834dd95cbf276ea263d6a7bd5a3666dc3fa0230505b \
+    --hash=sha256:24b2355ef5cc9aa5b8f07d17704face1c166fdcc2290fa7bd6e6c925655a8346 \
+    --hash=sha256:2a661a7d270a61f7cf460caee8b9fa2d5ef9e5c681234bcb9e0fe14f488e7dfc \
+    --hash=sha256:2acfb48634f64996b57f90f39afa692ff362162722581921fe92239a59960f3c \
+    --hash=sha256:2efa205e6d98b24d1f3ab395c11aa15cdf10935bca283d0285e0499c284fba21 \
+    --hash=sha256:31037c82eccb44b7ea2e9e221d7c01429430e989a1f4b91ea5a855f6017b509a \
+    --hash=sha256:3527bb4942d2c14552155406cdedd906567456821848aed1cb4933a391bf5eca \
+    --hash=sha256:39617fb0cde9c0e6306dc70e3bfc096f3da793219879f7ae7aa341a69fbdcf6d \
+    --hash=sha256:398c521292f4c7fb807001dcd54694d3a1fcafc179a36ad9cc56f98df85930b6 \
+    --hash=sha256:3b1e39888c5e0c7d92cea4fc777396c4a90363b05de75d02eb459a4752200808 \
+    --hash=sha256:3dd4a3ff360dfb836fecdb93a4598f9d6e2ac81e3e397125145c6221bf58cf4c \
+    --hash=sha256:3ddd90103f9e5c471c49c7852ecc1fe27c7e45eb99e977aefe7caa4e779f4f58 \
+    --hash=sha256:446ddd671e43ab535810c4b21cff7104945c701d4a14d1e6d1cd6f4e445a8bea \
+    --hash=sha256:45375819235558a4ff1c4971dc32881f022613abdb180128f5cb4768c1765a1c \
+    --hash=sha256:46f1326ca6e65b0879d23ca302c0f2415aad42ff0309b9c818e7949fe19a41d8 \
+    --hash=sha256:48036f6374aaa79eb3b754ec29c61d1c6b1606749d705a13f8854fa2539671f6 \
+    --hash=sha256:4ebe8f0b5ec5a5024dc4a4c59f444c4e9afc5f2abdbb8962065b75d27fb971f9 \
+    --hash=sha256:4eeb011098fcb77af513dcef521a3dbecbf8849b1e38940759d293b7a93f5026 \
+    --hash=sha256:508f56a89ba9cb26e4168cbc37dbd60a28d82430a9e18ad1d25fe0883c314ca2 \
+    --hash=sha256:5604dfd046dc37eca90250fc3be938b076c8059fa772ac0ed6f499b0f0fb0415 \
+    --hash=sha256:56a33f191f17d8c417f99945ebdc1e691d3af9605d86ec68c7e54a57e3e17af6 \
+    --hash=sha256:57e8915c7986aa33d25e4d3629cef711cd2863f2961b10409f0c04cb8b7d9020 \
+    --hash=sha256:57eeeb05db7979413dec5438f2db21d7ecbba787cde7a711df1a6f6df672aa06 \
+    --hash=sha256:5b73ab8afcf66c622db143d1c6fda4e58e4d537ee4f125229ad47b1ab80f34c0 \
+    --hash=sha256:5e41809d2683fcde7d5a8c87a6567ba1fb1ce0de9f31bff578de00a4b2d76daa \
+    --hash=sha256:6351571c8a42b505eb555c0dc47d740d0fb66977dc142919eea6f4325b7c56a0 \
+    --hash=sha256:6441cc660d76107934a09c22167200839a0e89604a6297f78a974e66e931d2c0 \
+    --hash=sha256:65c8c8c37377794bd5b2f3ebe51919042bf17aec802e23c833d89782ed0c78af \
+    --hash=sha256:6ba42b2e7e7f46cf68cc6a5ca36fa07959f9bbd9c6bdcc47b6ee76549a590248 \
+    --hash=sha256:71b61c5bfe1c806332defc42ad6c780b3c55f661986d7f40283a3a88274b4c00 \
+    --hash=sha256:728d8bfd28a8845c8b6bc5dc7ce010453d206396786c0765c2740cb65f37791e \
+    --hash=sha256:7b92817338591505f282cf3864c145244b1edcf5381d237038df955001091538 \
+    --hash=sha256:7e30b874d341fac767d7df5a0870540541c2c054b80cfaac116e8d367a8a7ff2 \
+    --hash=sha256:7e87577720152d2caae19fe2baaf1f8d5ca12091e9e229f03915c37d1e4b9178 \
+    --hash=sha256:83d0ee4a57d1c87cb549e195ec300b8f0ec3a82eba66d835e4e2ed8634fe4499 \
+    --hash=sha256:8676474c07469d6f33dd1085ca2cd45f65785f32518f2b20e36d9953ca07f994 \
+    --hash=sha256:86f40a5d6444db30a125c9c9177e6b25dad981cbc37451fd838f145e6edac92e \
+    --hash=sha256:872acc074bd29ffc9913ecdfedf6ea77502312ca44a4aa0d3779089c6069d8de \
+    --hash=sha256:8abd33fef90b2a9efac5557d6033ca82d1195ed3a15fea5af15ba7b463c6a63b \
+    --hash=sha256:8c6e4218fbdfbcd4f6c19efca40930d24a621bf4b48cb76bc6640543bd28ef20 \
+    --hash=sha256:8e76e8161ad00694cfce6767d5dea860c6391ac5b83e5c3a39661e696f11fc7e \
+    --hash=sha256:8f3af7a4903c5c04a11a196a5aa75cdd7dd3f8508132f9fb3259d9f5908e3b88 \
+    --hash=sha256:91328f1c23d47595ca3ef0a7557fa129c5a23404b775c770697d2f35b33e0107 \
+    --hash=sha256:916714069da19329ef7de197dcbc77bb3104145c7c2c864dbfbe318f46b88b14 \
+    --hash=sha256:93a7860539414dddaefba2b40f8771765ae17949d4c7182b876ce429e11a8309 \
+    --hash=sha256:954cc214c04663ee6d266fc61739cad83054683048de65c5bd1d640ad28098ac \
+    --hash=sha256:96f5f58b54a063d7ea9dca08e1cf57bfe10499c4d579ee672da284f57f5f0070 \
+    --hash=sha256:97cf3bc1b7d7d2306772ec07366c80d9df00ff79e79cea32898883a646d2fae2 \
+    --hash=sha256:98bd73080e8756255137e1bd3f3f00295bbc5aa383c0e0f973920e9134d7c4ad \
+    --hash=sha256:992604d02e6d9c6d786c24a706a71ecffe1020fc1ef264044474cd81fa2c3919 \
+    --hash=sha256:a24852d3c29ad9e47593593d8a247c44ccc3d0548ef12c822d6ed0810affe676 \
+    --hash=sha256:a6a563446a41adc451393dc6b8e6ad87979efaee3c8738690a8d1b08ebead1b4 \
+    --hash=sha256:a8234aa23ec39894bfe4a3f1b85616a7032481964a13ac6fc9f10de4f6fca270 \
+    --hash=sha256:a8820737949116ffff55fe18f9fc644530063ba6ebfcb8314239416e78f1347c \
+    --hash=sha256:a9e1328e17c84c1a5d22ec9f785ecef4a967fab9a42b6a8dc3bcbebd0a0c9e44 \
+    --hash=sha256:aa0fbdbac82cb3e4450d0ccde7d7a35607f4cb2dd9fba4b8b69bfaf8c9fa6aed \
+    --hash=sha256:b310768746dd314ea6e2ff4cc89ef215426813396ff4e94ee8e6f7096c8b6e03 \
+    --hash=sha256:b46b0f094dc1d3b90356c85a0bd2c9bafc4a6a190b9d6f8ddd5a033b6e088ed4 \
+    --hash=sha256:b4bb445ff3f725f59df8f6014edb547ee928ec7023a774f6a39a3f953038cbb2 \
+    --hash=sha256:b6d189041f15691cfa2b6c4290448ec221244d225b3f5fe9e7771b34ffcdf6e2 \
+    --hash=sha256:b96350aa424e79d4fd6b567b344dcbe2b2d6bfc48dfe7717587e1fa6d43da6ff \
+    --hash=sha256:be3372b9df6ddecff6486d37e19095a7b4973137caf5512407a89f4455361f41 \
+    --hash=sha256:bfe1ce50cbfb569d74e1e4337da6468961f31dbea55fd85aa5de59c0947a805a \
+    --hash=sha256:c010eb8caca74bdb40c07498d7ece26b4428fd3f04aa8a72c9ac6f79e8faaac6 \
+    --hash=sha256:c8b9b9d294cfea3cd19c718ade7cc93492b2c4991abd9a68d0b3477ae6d8e100 \
+    --hash=sha256:c9411dd64ca95477225734a93dfc8583b51916b8d5942f99d6cac21e09965451 \
+    --hash=sha256:ca518ed29c46eecba6010b15f1b9a479314d2de409536e71b6a13aa04e3b8a77 \
+    --hash=sha256:ccf5249114cc3e772ecdd88a98a86eca0fd74c61ce32a94743758c083fc05d48 \
+    --hash=sha256:cd2846168eb9ee3c513902bc8225409cb1caab31d04728b145171fa1625d9621 \
+    --hash=sha256:d29eebfc9525db68cad3c97eedd7f754fa265aa5cd0cf4f863b2421e1b48fc9f \
+    --hash=sha256:d3d7eb5c9a7f6df82ed3cfac9beb93882a5cbcb5b8b157b56cb2b3b276574ac1 \
+    --hash=sha256:d626b84406444b165fc0ba981604edea39f0588ff1f92baa23fe50799ea9afdb \
+    --hash=sha256:d641a8c9a61618047796d572a39a79b26167b0411d2c3031937b2fe2d081e2cf \
+    --hash=sha256:d659eee77986549c9ea45b861c7567e44d6287c3dc9a4565478853f7b9fe2ff6 \
+    --hash=sha256:d6b8a143aca6c39b446ea8092cde25cc8fe9304d4f5fecfbc1a9dbb0282703c2 \
+    --hash=sha256:d726ca3f0d76969bf1e8e477d160d3d666bbf999f6860bd314889e5345782046 \
+    --hash=sha256:d7bdc0ab8f3dd7e1b4f9ab88634e13374669db86bb3c72e8292f07ae313f539f \
+    --hash=sha256:daff2bdbaf1d23e52fdff7c0b7bc2048b68f978df6a4d107ac981f94caef2e66 \
+    --hash=sha256:dd2810d22146b6d838acc5ec15602cb6b47920aa4e33015df3868eedfd20bab8 \
+    --hash=sha256:ddda5340e6c01a293027dd46232fa79eaff1b48058ce7a98f572b6445b088041 \
+    --hash=sha256:dea2e88e1cce4522496cce630e11e67b98b7076620bc4336c3f674bc21a375f4 \
+    --hash=sha256:debb893095e944091c16e641a6e33c1b0f4cb61ab945ec5afbf53ce7068834d8 \
+    --hash=sha256:dfbe4579b9f08036aa7d101d1835437a20783574ac66327e6b29b4018a138081 \
+    --hash=sha256:e1d93bf647916292e8edcec150c07ddf3dc50179ccaf770c04a7f9e452155372 \
+    --hash=sha256:e82db382b44d0111b22601c509c89f64434816c9e0eef9d1989cda8cc6ff1c04 \
+    --hash=sha256:ea9c8ecfa1b73c73b626534d6626e5340d429630943672b8480724f44e84b962 \
+    --hash=sha256:ead4b163ac30a29574510cd4b3e2e985ac5290c05fc7095557d6a5f403fc31b5 \
+    --hash=sha256:ecd353045824e4477562a2ac718c25799cdaaa41f7aa925a806a8a3e6848a5b9 \
+    --hash=sha256:ed2c9e8068b614c574d8d30e543d617cf5379b0535d46f97ef00e904745a08b5 \
+    --hash=sha256:ed457d8e98ae812ed7732bef7bf78de78e834eae0372a74e23ca90ef21d910f9 \
+    --hash=sha256:ef31cbfe458e21c6122ba8150ff060e0c7789ed0d26eb423f25472584920b555 \
+    --hash=sha256:f079e50a0d3cc3cd5091fa9ff45869a2e6b2cd35895731edafb0327901a8d86d \
+    --hash=sha256:f3844f134e834076677dd369976e9f5068679fcb8e50102fdf6b7ac96a3ec127 \
+    --hash=sha256:f7a7c26137296beba7784de6eba69c6a93a63ccebc385e4962fe67e267a91225 \
+    --hash=sha256:fa411799ca8da32a8d38d020a88faa5b6f91657d284761352940ecf9f7c3bbdd \
+    --hash=sha256:fd03c4f0e33280d15cae17159b899245d6b7c53d21def19b263b39655061f5ce \
+    --hash=sha256:fd190e88a895a8901325fad284a3f74ea52b1da8525b76cc811fa9b1edf0ce2b \
+    --hash=sha256:ff8d372ac2acdc048d1c19916f27ee61bc5722728458ba6ca5052f2c72d51763
     # via
     #   feast (pyproject.toml)
     #   parsimonious
     #   transformers
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   azure-core
+    #   databricks-sdk
     #   datasets
     #   docker
     #   docling
@@ -4931,6 +5471,7 @@ requests==2.33.1 \
     #   jupyterlab-server
     #   kube-authkit
     #   kubernetes
+    #   mlflow-skinny
     #   moto
     #   msal
     #   openlineage-python
@@ -4974,9 +5515,9 @@ rfc3987-syntax==1.1.0 \
     --hash=sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f \
     --hash=sha256:717a62cbf33cffdd16dfa3a497d81ce48a660ea691b1ddd7be710c22f00b4a0d
     # via jsonschema
-rich==14.3.3 \
-    --hash=sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d \
-    --hash=sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b
+rich==14.3.4 \
+    --hash=sha256:07e7adb4690f68864777b1450859253bed81a99a31ac321ac1817b2313558952 \
+    --hash=sha256:817e02727f2b25b40ef56f5aa2217f400c8489f79ca8f46ea2b70dd5e14558a9
     # via
     #   codeflare-sdk
     #   fastapi-mcp
@@ -5118,25 +5659,25 @@ ruamel-yaml==0.17.17 \
     --hash=sha256:9751de4cbb57d4bfbf8fc394e125ed4a2f170fbff3dc3d78abf50be85924f8be \
     --hash=sha256:9af3ec5d7f8065582f3aa841305465025d0afd26c5fb54e15b964e11838fc74f
     # via great-expectations
-ruff==0.15.9 \
-    --hash=sha256:058d8e99e1bfe79d8a0def0b481c56059ee6716214f7e425d8e737e412d69677 \
-    --hash=sha256:0694e601c028fd97dc5c6ee244675bc241aeefced7ef80cd9c6935a871078f53 \
-    --hash=sha256:29cbb1255a9797903f6dde5ba0188c707907ff44a9006eb273b5a17bfa0739a2 \
-    --hash=sha256:2b0c7c341f68adb01c488c3b7d4b49aa8ea97409eae6462d860a79cf55f431b6 \
-    --hash=sha256:45a70921b80e1c10cf0b734ef09421f71b5aa11d27404edc89d7e8a69505e43d \
-    --hash=sha256:4965bac6ac9ea86772f4e23587746f0b7a395eccabb823eb8bfacc3fa06069f7 \
-    --hash=sha256:55cc15eee27dc0eebdfcb0d185a6153420efbedc15eb1d38fe5e685657b0f840 \
-    --hash=sha256:6d3fcbca7388b066139c523bda744c822258ebdcfbba7d24410c3f454cc9af71 \
-    --hash=sha256:6efbe303983441c51975c243e26dff328aca11f94b70992f35b093c2e71801e1 \
-    --hash=sha256:7b34a9766aeec27a222373d0b055722900fbc0582b24f39661aa96f3fe6ad901 \
-    --hash=sha256:89dd695bc72ae76ff484ae54b7e8b0f6b50f49046e198355e44ea656e521fef9 \
-    --hash=sha256:8e1ddb11dbd61d5983fa2d7d6370ef3eb210951e443cace19594c01c72abab4c \
-    --hash=sha256:9439a342adb8725f32f92732e2bafb6d5246bd7a5021101166b223d312e8fc59 \
-    --hash=sha256:9c5e6faf9d97c8edc43877c3f406f47446fc48c40e1442d58cfcdaba2acea745 \
-    --hash=sha256:a6537f6eed5cda688c81073d46ffdfb962a5f29ecb6f7e770b2dc920598997ed \
-    --hash=sha256:bde6ff36eaf72b700f32b7196088970bf8fdb2b917b7accd8c371bfc0fd573ec \
-    --hash=sha256:ce187224ef1de1bd225bc9a152ac7102a6171107f026e81f317e4257052916d5 \
-    --hash=sha256:eaf05aad70ca5b5a0a4b0e080df3a6b699803916d88f006efd1f5b46302daab8
+ruff==0.15.13 \
+    --hash=sha256:1c26d2f66163deeb6e08d8b39fbbe983ce3c71cea06a6d7591cfd1421793c629 \
+    --hash=sha256:2471da9bd1068c8c064b5fd9c0c4b6dddffd6369cb1cd68b29993b1709ff1b21 \
+    --hash=sha256:2e2e39bff6c341f4b577a21b801326fab0b11847f48fcaa83f00a113c9b3cb55 \
+    --hash=sha256:4044f94208b3b05ba0fc4a4abd0558cf4d6459bd18325eead7fd8cc66f909b41 \
+    --hash=sha256:444b580fc72fd6887e650acd3e575e18cdc79dbcf42fb4030b491057921f61f8 \
+    --hash=sha256:6590d009e7cb7ebf36f83dbdd44a3fa48a0994ff6f1cdc1b08006abe58f98dc7 \
+    --hash=sha256:7064884d442b7d477b4e7473d12da7f08851d2b1982763c5d3f388a19468a1a4 \
+    --hash=sha256:768494eb08b9cee54e2fd27969966f74db5a57f6eaa7a90fcb3306af34dfc4bd \
+    --hash=sha256:7ef823f817fcd191dc934e984be9cf4094f808effa16f2542ad8e821ba02bbf2 \
+    --hash=sha256:8cb74dd33bb2f6613faf7fc03b660053b5ac4f80e706d5788c6335e2a8048d51 \
+    --hash=sha256:9dbd6f94b434f896308e4d57fb7bfde0d02b99f7a64b3bdab0fdfa6a864203a5 \
+    --hash=sha256:ae9c17e5eb4430c154e76abc25d79a318190f5a997f38fb6b114416c5319ffc9 \
+    --hash=sha256:bf3259f3be4d181bda591da5db2571aed6853c6a048157756448020bc6c5cd22 \
+    --hash=sha256:cc411dfebe5eebe55ce041c6ae080eb7668955e866daa2fbb16692a784f1c4ca \
+    --hash=sha256:e8d9a8e08013542e94d3220bc5b62cc3e5ef87c5f74bff367d3fac14fab013e6 \
+    --hash=sha256:f345a13937bd7f09f6f5d19fa0721b0c103e00e7f62bc67089a8e5e037719e0b \
+    --hash=sha256:f9d89f17f7ba7fb2ed42921f0df75da797a9a5d71bc39049e2c687cf2baf44b7 \
+    --hash=sha256:fb75f9a3a7e42ffe117d734494e6c5e5cb3565d66e12612cb63d0e572a41a5b6
     # via feast (pyproject.toml)
 s3transfer==0.13.1 \
     --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
@@ -5262,7 +5803,9 @@ scikit-learn==1.8.0 \
     --hash=sha256:fe1c011a640a9f0791146011dfd3c7d9669785f9fed2b2a5f9e207536cf5c2fd
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   sentence-transformers
+    #   skops
 scipy==1.17.1 \
     --hash=sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0 \
     --hash=sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458 \
@@ -5329,9 +5872,11 @@ scipy==1.17.1 \
     #   docling
     #   easyocr
     #   great-expectations
+    #   mlflow
     #   scikit-image
     #   scikit-learn
     #   sentence-transformers
+    #   skops
 semchunk==3.2.5 \
     --hash=sha256:ee15e9a06a69a411937dd8fcf0a25d7ef389c5195863140436872a02c95b0218 \
     --hash=sha256:fd09cc5f380bd010b8ca773bd81893f7eaf11d37dd8362a83d46cedaf5dae076
@@ -5340,9 +5885,9 @@ send2trash==2.1.0 \
     --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c \
     --hash=sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459
     # via jupyter-server
-sentence-transformers==5.3.0 \
-    --hash=sha256:414a0a881f53a4df0e6cbace75f823bfcb6b94d674c42a384b498959b7c065e2 \
-    --hash=sha256:dca6b98db790274a68185d27a65801b58b4caf653a4e556b5f62827509347c7d
+sentence-transformers==5.5.0 \
+    --hash=sha256:75313fdcc2397ec4b58297c25d6187fcca5a6b2aeb09570a72eff5a3223d8d58 \
+    --hash=sha256:9cec675e68bfe09d07466d1f13ab06d1d79d60a0f45b154baf433bde6ae159cb
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -5442,10 +5987,18 @@ six==1.17.0 \
     #   python-dateutil
     #   rfc3339-validator
     #   thriftpy2
-smart-open==7.5.1 \
-    --hash=sha256:3e07cbbd9c8a908bcb8e25d48becf1a5cbb4886fa975e9f34c672ed171df2318 \
-    --hash=sha256:3f08e16827c4733699e6b2cc40328a3568f900cb12ad9a3ad233ba6c872d9fe7
+skops==0.14.0 \
+    --hash=sha256:60a5db78a9db46ccee2139a0ba13ab5afb1c96f4749b382e75a371291bbe3e36 \
+    --hash=sha256:6c8c0e047f691a3a582c3258943eecafcbfd79c8c7eef66260f3703e363254f0
+    # via mlflow
+smart-open==7.6.1 \
+    --hash=sha256:4347996e7ba21db7cd1e059632e0b30395407e4f6c660d2ddffc8f2a9ae5f990 \
+    --hash=sha256:b4de6aebef023aca91cc9fb372052e1343ba3f152de215bd22391a663e3ddd21
     # via ray
+smmap==5.0.3 \
+    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+    # via gitdb
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
@@ -5457,32 +6010,32 @@ snowballstemmer==3.0.1 \
     --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
     --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.5.0 \
+    --hash=sha256:0c92794e56faaafbdf6fedfa0473bd29f40ea89ad258b322c92b27b27f57bc35 \
+    --hash=sha256:16311dc9c4a0e2d6cd14ecd43f1f607e291ba5397832123a0b04a326897ef8b0 \
+    --hash=sha256:1897be7487587d9ce7feae132a288e714b3b07f3b3f3404e62b6dfcebde94bb9 \
+    --hash=sha256:206ea5e947ac346d121dd344048b7dd1b2ab4a0da03375ce3d90321a8ce598db \
+    --hash=sha256:2c04c2a7ee5a183be1204417077584c07569e66997e8d093403bb1604b5463bd \
+    --hash=sha256:34fbeb3f8ad26f34659c687cb27136d8eb9aea1ac65bc4b8b32091dc727f1f14 \
+    --hash=sha256:376eb9d956f6b9287df448e483ec862b94fb9ccb06cefc945b68ddac1c7d1c48 \
+    --hash=sha256:39c2b9d17da9a23475ad52a8e7b389001d7277bf400428c4c6af6bd1099bc62e \
+    --hash=sha256:4870858f2fa312343b0063fb4da57b3e893d80aa00e371bc637981f3eed9c254 \
+    --hash=sha256:56baa39a1fa9f0cdcdad3da022508396268d0bf6bb6df28087b02e4826e88bd1 \
+    --hash=sha256:583adc49b38316d3023dc80bef81a27a3027a2f8109a36e69a0083785b7f8662 \
+    --hash=sha256:5f73f1b0ed24e01d9dd627b088cc83e62e81ea5b19bee679946941f6d1947ef9 \
+    --hash=sha256:64ec9b5dddf19c7f4ce4355d1b8e16239a26d1d161d92219919953510664269c \
+    --hash=sha256:6bb323323c573c903500e1c654f71c0aad7b62149e2f719c611377fac9c05833 \
+    --hash=sha256:7badadc59d7e75550c7f35bdb9414895cae5898a4f9901b02231d0eaa694a4a0 \
+    --hash=sha256:81bfdbd865fceb5e9ac1969976c8f635e21185c06d97a31cac8ca3a4b4697b1d \
+    --hash=sha256:92d865b9b60a767a55787540dbf04b3074a7b1a728f24ddbec2bbcf257215625 \
+    --hash=sha256:93febe6d69c4dc46a64d16a0b6ed65b523d869f1691ead791eb22ebd8b6725ce \
+    --hash=sha256:9a17b5a8e43611bd7eae289de2b8f71679bb386b8d82036f0b36436827308f81 \
+    --hash=sha256:9c0cc17ceb915842dfdee7baaccbdcd5b5e3de06977231b8a31704c2ed8532d8 \
+    --hash=sha256:a1aa9128aa43d09771e845a1af1fc2a5d5a014ab0bea8bea4b72501662ba601f \
+    --hash=sha256:a28a9391b464f9060304d8468a24bff6a2d13bf5801c92fbf8c05907e5fb06f4 \
+    --hash=sha256:d7f5e2ea42521c033c4ac0e60685c50a47082715eb57cdaf92b438d9bb44d220 \
+    --hash=sha256:e4481849c65d4eeaef89efd589c7690bc51d7535524f278dde9b29012fdf5084 \
+    --hash=sha256:ee03a9b8f61192d72374e3785650460ed0c996c7153a8b38140be6e162ac4fb1
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
@@ -5520,103 +6073,102 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
-    # via feast (pyproject.toml)
-sqlglot[rs]==30.2.1 \
-    --hash=sha256:ef4a67cc6f66a8043085eb8ea95fa9541c1625dffa9145ad4e9815a7ba60a199 \
-    --hash=sha256:f23d9ee9427ef9d20df15f9b0ffa57d9eb45e52b012219a349d1e6b50ed926d1
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+    # via
+    #   feast (pyproject.toml)
+    #   alembic
+    #   mlflow
+sqlglot[rs]==30.8.0 \
+    --hash=sha256:1c5f93fb742dd9aaa75eee6bb33a637794a858b9a86375fac23a2dc0f7bc127e \
+    --hash=sha256:af903378c331d5b72277a1b41118f07bc3e50cf4478e2d47eed12c96ee6a22a4
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-sqlglotc==30.2.1 \
-    --hash=sha256:052cd7bb41fc9b841eb268d4dd601eb6b5954b7c6d5656795d4350a0f8020d53 \
-    --hash=sha256:058f0e9aed2b8dff87dc893b8793e514204c8dfef699b7d3d1704dfbdd949f2b \
-    --hash=sha256:0e6be524252894c0fa98d25d4e60dfae6485ba66ca1abd40bf05f16a9cf26baf \
-    --hash=sha256:13f8f68808777ba7d845bc908bf09f72a0c9899a19811483dc52f0fa48b38d5a \
-    --hash=sha256:1a004086ab871be0cc97766f7b6fb8866729f09dd7272254fd31c05107f3fdc8 \
-    --hash=sha256:25c6f62f31cd3a051285635c3f6a01d2f3c73ca2baaa26970815166928042ace \
-    --hash=sha256:2b5fe8adc1a1e2fb819e014e94974a274f30dbf9684ceed9f171fb0889f80f0b \
-    --hash=sha256:2ffe527bc8664b03cc936bae7ebf965f482beb4acee7a815c2ec2d9aea720b4e \
-    --hash=sha256:4aa90e08f53409b1857572836e57a31835ed20e32521c6fafdc6af96199baff7 \
-    --hash=sha256:507935a971e0a9e5d4ac7ca14df479f8e270502b44904f71d95c0aaed066006f \
-    --hash=sha256:515e092ab8fb522b256fa8a34f471e9b187bb8a50a7c0226a65b036a07d6d188 \
-    --hash=sha256:585bb610fde3e3dd1d7e5ff3cce14f70fbd53ced6769cd104679adf8b5c4ab5b \
-    --hash=sha256:850e7517dd4739cad9af65bcb9699825f9202e5971407bf955e3248fe4814f96 \
-    --hash=sha256:8f063af733cbcc51686380470e7f3f80b589b8c58084baa138efb3b8ca821597 \
-    --hash=sha256:b17e3002ed10747388367621b2ecf39c06d5fdc6b3c31a8c32be2f5ef546fc0b \
-    --hash=sha256:d577e1635e127febb7012bc42fa1c3b958076e59a1a116ade20048c572a1be42 \
-    --hash=sha256:dc292cd73e0c447253877c27f00454a2d09b71324a130ad4c58c145ab753889e \
-    --hash=sha256:de168df756a21a028cf1f917f92da2f77bb135f3b6cdd960914460942a5eca10 \
-    --hash=sha256:de884dd224220002c3e940ca5bdceb27ef9638e5f02493db133ffb8ae88b5610 \
-    --hash=sha256:f33c7d1646ff6531cb9b07f0740b2939f3ecaa31efebfbec8adb6b275f1a45f2 \
-    --hash=sha256:f9a1fc7b1ff3b51d0d03a391768a79964f68541b4c2f294a25a6f14e6670ffab \
-    --hash=sha256:fae4edad0b7c5f9f963bd63452f722f0d7f77a436c2d334b555b31722f9573ad \
-    --hash=sha256:fdc19623a1c7659918c3cee18ea8849fc4af9eaeb87247acf37e0393295d32b7 \
-    --hash=sha256:feefc0ab7606d1fe284d23bef09ea4829ce4fad679936959c29324310f23e081 \
-    --hash=sha256:ff19b7ecb931aef6c7c6168af5530c07e67915102b701d45ae80446f0695ba54
+sqlglotc==30.8.0 \
+    --hash=sha256:02ead13bbaf56a7eb0fdf1eb6ea23b1d70857901a60ea5118e09151ca4051712 \
+    --hash=sha256:172ea79fcdcf3795134dcdff03995681c60bdc0c0874d43dc06ab06fecc0ae25 \
+    --hash=sha256:1863950ef7f41467fe32f7cc55d10d4d747f2b532023c82ccbb44693e6911bc9 \
+    --hash=sha256:2dcdf0a8e9f07f9cd95eb0b6e653352f85862feee0fb6e7a48251e888ae42a5c \
+    --hash=sha256:3176d7a5dc4c97d462ef3a73eb32e513033cf61fc5a794d5e2a310621d078d9b \
+    --hash=sha256:4fad7bceb63f831ec0ec07b5199a7e3f7448323354b9dd7b6f262b501cd76185 \
+    --hash=sha256:62dfdd3ad97d80034ebf8d8117d15fff936aa9aa8394139f0f5f05aac25dc36b \
+    --hash=sha256:6576f7979a506ff5cab4af781c058c0a9caa654d2cd4a864c96c2d785f44711c \
+    --hash=sha256:7068fcfd64ebcedc10bd174b69e0d8d312a89a18772f6312e51a8d3bb1757f1d \
+    --hash=sha256:86c974ec80867180f5bb9a67b9d801095a59b3b046da6df5d989c1572629b2ec \
+    --hash=sha256:960ddda931beb89ae01f8d7c10fa72c486d4d04b077672f94978adb976adc60f \
+    --hash=sha256:9f2dc50e2ca234c40dce5d5a3dfb212c6ed73278043225ac1b0ab577a2db1815 \
+    --hash=sha256:ac64dd30ecc20421e0133883db4e10c3699354c592513aeb50b1ee243a8a5c60 \
+    --hash=sha256:b7dca8aedfdd8f50694e04ea55b040e2cb685dcaf600ca4ea5dd0a141a6a6835 \
+    --hash=sha256:be6257bdbdf2fd2a4daea46c0781542b69e94d968ba745374721dc96d0e55d02 \
+    --hash=sha256:c445f11b470475848b75a03bc3d8ef765cf86e098c4f5003701838da435d492a \
+    --hash=sha256:e6fa017c3fbcf28b1b259e254995949733bafa2d94f3c9398e4cc4230394f8e7 \
+    --hash=sha256:ed86cbfc5b2b292e0474ca9fcf71b82b39aef150d968d8ac97d35a8ab85c43cd \
+    --hash=sha256:f5f17e336a073d7087271468155cb401687e931b5b61d6438233278c2a636baf \
+    --hash=sha256:f640eb821b7bf82e21557f3683f4db89302a9bac4680e8ff53dd951ad7e995d8 \
+    --hash=sha256:f79acd23fcf6ef2e5ef42df26010f699134b3653ff40cb3e403fed083e3e38dc
     # via sqlglot
 sqlglotrs==0.13.0 \
     --hash=sha256:6b934a244b16f26fca50974328a2ebc7689583c59f06203cebb46e2e6e8d93a7 \
@@ -5633,20 +6185,25 @@ sqlparams==6.2.0 \
     --hash=sha256:3744a2ad16f71293db6505b21fd5229b4757489a9b09f3553656a1ae97ba7ca5 \
     --hash=sha256:63b32ed9051bdc52e7e8b38bc4f78aed51796cdd9135e730f4c6a7db1048dedf
     # via singlestoredb
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
+    --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
+    # via mlflow-skinny
+sse-starlette==3.4.4 \
+    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
     # via ipython
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==0.52.1 \
+    --hash=sha256:0029d43eb3d273bc4f83a08720b4912ea4b071087a3b48db01b7c839f7954d74 \
+    --hash=sha256:834edd1b0a23167694292e94f597773bc3f89f362be6effee198165a35d62933
     # via
     #   fastapi
     #   mcp
+    #   mlflow-skinny
     #   sse-starlette
 sympy==1.14.0 \
     --hash=sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517 \
@@ -5669,9 +6226,9 @@ terminado==0.18.1 \
     # via
     #   jupyter-server
     #   jupyter-server-terminals
-testcontainers==4.9.0 \
-    --hash=sha256:2cd6af070109ff68c1ab5389dc89c86c2dc3ab30a21ca734b2cb8f0f80ad479e \
-    --hash=sha256:c6fee929990972c40bf6b91b7072c94064ff3649b405a14fde0274c8b2479d32
+testcontainers==4.15.0rc2 \
+    --hash=sha256:4764016e73da0fa960eb8360687d22710cd68bcc01a4d03189fbe1da896a805d \
+    --hash=sha256:e55b9045842c5bdfdd295e0d0b09aeafb3c1fb9d6f30bd8e718df8fd48dcdc41
     # via feast (pyproject.toml)
 threadpoolctl==3.6.0 \
     --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
@@ -5748,9 +6305,9 @@ tifffile==2026.3.3 \
     --hash=sha256:d9a1266bed6f2ee1dd0abde2018a38b4f8b2935cb843df381d70ac4eac5458b7 \
     --hash=sha256:e8be15c94273113d31ecb7aa3a39822189dd11c4967e3cc88c178f1ad2fd1170
     # via scikit-image
-timm==1.0.26 \
-    --hash=sha256:985c330de5ccc3a2aa0224eb7272e6a336084702390bb7e3801f3c91603d3683 \
-    --hash=sha256:f66f082f2f381cf68431c22714c8b70f723837fa2a185b155961eab90f2d5b10
+timm==1.0.27 \
+    --hash=sha256:315dfe63186ca9fb7ff941268941231fd5be259f2b4bb4afa28560ae1015cb9a \
+    --hash=sha256:5ff07c9ddf53cbada88eab1c93ff175c64cab683b5a2fddf863bcee985926f89
     # via feast (pyproject.toml)
 tinycss2==1.4.0 \
     --hash=sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7 \
@@ -5837,9 +6394,9 @@ tomli==2.4.1 \
     # via
     #   coverage
     #   fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -5849,35 +6406,35 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-torch==2.11.0 \
-    --hash=sha256:01018087326984a33b64e04c8cb5c2795f9120e0d775ada1f6638840227b04d7 \
-    --hash=sha256:0f68f4ac6d95d12e896c3b7a912b5871619542ec54d3649cf48cc1edd4dd2756 \
-    --hash=sha256:1b32ceda909818a03b112006709b02be1877240c31750a8d9c6b7bf5f2d8a6e5 \
-    --hash=sha256:1e6debd97ccd3205bbb37eb806a9d8219e1139d15419982c09e23ef7d4369d18 \
-    --hash=sha256:2658f34ce7e2dabf4ec73b45e2ca68aedad7a5be87ea756ad656eaf32bf1e1ea \
-    --hash=sha256:2b4e811728bd0cc58fb2b0948fe939a1ee2bf1422f6025be2fca4c7bd9d79718 \
-    --hash=sha256:2bb3cc54bd0dea126b0060bb1ec9de0f9c7f7342d93d436646516b0330cd5be7 \
-    --hash=sha256:2c0d7fcfbc0c4e8bb5ebc3907cbc0c6a0da1b8f82b1fc6e14e914fa0b9baf74e \
-    --hash=sha256:4b5866312ee6e52ea625cd211dcb97d6a2cdc1131a5f15cc0d87eec948f6dd34 \
-    --hash=sha256:4cf8687f4aec3900f748d553483ef40e0ac38411c3c48d0a86a438f6d7a99b18 \
-    --hash=sha256:4dc8b3809469b6c30b411bb8c4cad3828efd26236153d9beb6a3ec500f211a60 \
-    --hash=sha256:4dda3b3f52d121063a731ddb835f010dc137b920d7fec2778e52f60d8e4bf0cd \
-    --hash=sha256:563ed3d25542d7e7bbc5b235ccfacfeb97fb470c7fee257eae599adb8005c8a2 \
-    --hash=sha256:63a68fa59de8f87acc7e85a5478bb2dddbb3392b7593ec3e78827c793c4b73fd \
-    --hash=sha256:73e24aaf8f36ab90d95cd1761208b2eb70841c2a9ca1a3f9061b39fc5331b708 \
-    --hash=sha256:7aa2f9bbc6d4595ba72138026b2074be1233186150e9292865e04b7a63b8c67a \
-    --hash=sha256:7b6a60d48062809f58595509c524b88e6ddec3ebe25833d6462eeab81e5f2ce4 \
-    --hash=sha256:8245477871c3700d4370352ffec94b103cfcb737229445cf9946cddb7b2ca7cd \
-    --hash=sha256:8b394322f49af4362d4f80e424bcaca7efcd049619af03a4cf4501520bdf0fb4 \
-    --hash=sha256:98bb213c3084cfe176302949bdc360074b18a9da7ab59ef2edc9d9f742504778 \
-    --hash=sha256:a97b94bbf62992949b4730c6cd2cc9aee7b335921ee8dc207d930f2ed09ae2db \
-    --hash=sha256:ab9a8482f475f9ba20e12db84b0e55e2f58784bdca43a854a6ccd3fd4b9f75e6 \
-    --hash=sha256:b2a43985ff5ef6ddd923bbcf99943e5f58059805787c5c9a2622bf05ca2965b0 \
-    --hash=sha256:b3c712ae6fb8e7a949051a953fc412fe0a6940337336c3b6f905e905dac5157f \
-    --hash=sha256:cc89b9b173d9adfab59fd227f0ab5e5516d9a52b658ae41d64e59d2e55a418db \
-    --hash=sha256:d91aac77f24082809d2c5a93f52a5f085032740a1ebc9252a7b052ef5a4fddc6 \
-    --hash=sha256:f99924682ef0aa6a4ab3b1b76f40dc6e273fca09f367d15a524266db100a723f \
-    --hash=sha256:fbf39280699d1b869f55eac536deceaa1b60bd6788ba74f399cc67e60a5fab10
+torch==2.12.0 \
+    --hash=sha256:10802fd383bbfed646212e765a72c37d2185205d4f26eb197a254e8ac7ddcb25 \
+    --hash=sha256:10ee1448a9f304d3b987eb4656f664ba6e4d7b410ca7a5a7c642199777a2cf88 \
+    --hash=sha256:1834bd984f8a2f4f16bdfbeecca9146184b220aa46276bf5756735b5dae12812 \
+    --hash=sha256:2140e373e9a51a3e22ef62e8d14366d0b470d18f0adf19fdc757368077133a34 \
+    --hash=sha256:3fee918902090ade827643e758e98363278815de583c75d111fdd665ebffde9f \
+    --hash=sha256:415c1b8d0412f67551c8e89a2daca0fb3e56694af0281ba155eaa9da481f58b4 \
+    --hash=sha256:4b4f64c2c2b11f7510d93dd6412b87025ff6eddd6bb61c3b5a3d892ea20c4756 \
+    --hash=sha256:5d6b560dfa7d56291c07d615c3bb73e8d9943d9b6d87f76cd0d9d570c4797fa6 \
+    --hash=sha256:5f96b63f8287f66a005dd1b5a6abba2920f11156c5e5c4d815f3e2050fd1aa16 \
+    --hash=sha256:6a7512adfdd7f6732e40de1c620831e3c75b39b98cef60b11d0c5f0a76473ec5 \
+    --hash=sha256:864392c73b7654f4d2b3ae712f607937d0dbb1101c4555fbb41848106b297f39 \
+    --hash=sha256:891c769072637c74e9a5a77a3bc782894696d8ffec83b938df8536dee7f0ba78 \
+    --hash=sha256:8b958caff4a14d3a3b0b2dfc6a378f64dda9728a9dad28c08a0db9ce4dafb549 \
+    --hash=sha256:8fbef9f108a863e7722a73740998967e3b074742a834fc5be3a535a2befa7057 \
+    --hash=sha256:90dd587a5f61bfe1307148b581e2084fc5bc4a06e2b90a20e9a36b81087ff16b \
+    --hash=sha256:a43ac605a5e13116c72b64c359644cce0229f213dde48d2ae0ae5eb5becf7feb \
+    --hash=sha256:a6a2eebb237d3b1d9ad3b378e86d9b9e0782afdea8b1e0eba6a13646b9b49c07 \
+    --hash=sha256:af68dbf403439cae9ceaeaaf92f8352b460787dcd27b92aa05c40dd4a19c0f1e \
+    --hash=sha256:b41339df93d491435e790ff8bcbae1c0ce777175889bfd1281d119862793e6a2 \
+    --hash=sha256:b4556715c8572758625d62b6e0ae3b1f76c440221913a6fb5e100f321fb4fb02 \
+    --hash=sha256:c12592630aef72feaf18bd3f197ef587bbfa21131b31c38b23ab2e55fce92e36 \
+    --hash=sha256:c66696857e987efb8bc1777a37357ec4f60ab5e8af6250b83d6034437fa2d8f3 \
+    --hash=sha256:cf9839790285dd472e7a16aafcb4a4e6bf58ec1b494045044b0eefb0eb4bd1f2 \
+    --hash=sha256:d47e7dee68ac4cd7a068b26bcd6b989935427709fae1c8f7bd0019978f829e15 \
+    --hash=sha256:d4d029801cb7b6df858804a2a21b00cc2aa0bf0ee5d2ab18d343c9e9e5681f35 \
+    --hash=sha256:dd37188ea325042cb1f6cafa56822b11ada2520c04791a52629b0af25bdfbfd9 \
+    --hash=sha256:e2ad3eb85d39c3cab62dfa93ed5a73516e6a53c6713cb97d004004fe089f0f1f \
+    --hash=sha256:f7dfae4a519197dfa050e98d8e36378a0fb5899625a875c2b54445005a2e404e
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -5887,35 +6444,35 @@ torch==2.11.0 \
     #   sentence-transformers
     #   timm
     #   torchvision
-torchvision==0.26.0 \
-    --hash=sha256:0f3e572efe62ad645017ea847e0b5e4f2f638d4e39f05bc011d1eb9ac68d4806 \
-    --hash=sha256:114bec0c0e98aa4ba446f63e2fe7a2cbca37b39ac933987ee4804f65de121800 \
-    --hash=sha256:1c55dc8affbcc0eb2060fbabbe996ae9e5839b24bb6419777f17848945a411b1 \
-    --hash=sha256:2adfbe438473236191ff077a4a9a0c767436879c89628aa97137e959b0c11a94 \
-    --hash=sha256:358fc4726d0c08615b6d83b3149854f11efb2a564ed1acb6fce882e151412d23 \
-    --hash=sha256:3daf9cc149cf3cdcbd4df9c59dae69ffca86c6823250442c3bbfd63fc2e26c61 \
-    --hash=sha256:406557718e62fdf10f5706e88d8a5ec000f872da913bf629aab9297622585547 \
-    --hash=sha256:4280c35ec8cba1fcc8294fb87e136924708726864c379e4c54494797d86bc474 \
-    --hash=sha256:55bd6ad4ae77be01ba67a410b05b51f53b0d0ee45f146eb6a0dfb9007e70ab3c \
-    --hash=sha256:5d63dd43162691258b1b3529b9041bac7d54caa37eae0925f997108268cbf7c4 \
-    --hash=sha256:7058c5878262937e876f20c25867b33724586aa4499e2853b2d52b99a5e51953 \
-    --hash=sha256:7993c01648e7c61d191b018e84d38fe0825c8fcb2720cd0f37caf7ba14404aa1 \
-    --hash=sha256:8008474855623c6ba52876589dc52df0aa66e518c25eca841445348e5f79844c \
-    --hash=sha256:82c3965eca27e86a316e31e4c3e5a16d353e0bcbe0ef8efa2e66502c54493c4b \
-    --hash=sha256:9a904f2131cbfadab4df828088a9f66291ad33f49ff853872aed1f86848ef776 \
-    --hash=sha256:a06d4772a8e13e772906ed736cc53ec6639e5e60554f8e5fa6ca165aabebc464 \
-    --hash=sha256:a39c7a26538c41fda453f9a9692b5ff9b35a5437db1d94f3027f6f509c160eac \
-    --hash=sha256:b6f9ad1ecc0eab52647298b379ee9426845f8903703e6127973f8f3d049a798b \
-    --hash=sha256:b7d3e295624a28b3b1769228ce1345d94cf4d390dd31136766f76f2d20f718da \
-    --hash=sha256:b7e6213620bbf97742e5f79832f9e9d769e6cf0f744c5b53dad80b76db633691 \
-    --hash=sha256:c409e1c3fdebec7a3834465086dbda8bf7680eff79abf7fd2f10c6b59520a7a4 \
-    --hash=sha256:d61a5abb6b42a0c0c311996c2ac4b83a94418a97182c83b055a2a4ae985e05aa \
-    --hash=sha256:de6424b12887ad884f39a0ee446994ae3cd3b6a00a9cafe1bead85a031132af0 \
-    --hash=sha256:e9d0e022c19a78552fb055d0414d47fecb4a649309b9968573daea160ba6869c \
-    --hash=sha256:eb61804eb9dbe88c5a2a6c4da8dec1d80d2d0a6f18c999c524e32266cb1ebcd3 \
-    --hash=sha256:ebc043cc5a4f0bf22e7680806dbba37ffb19e70f6953bbb44ed1a90aeb5c9bea \
-    --hash=sha256:f13f12b3791a266de2d599cb8162925261622a037d87fc03132848343cf68f75 \
-    --hash=sha256:fd10b5f994c210f4f6d6761cf686f82d748554adf486cb0979770c3252868c8f
+torchvision==0.27.0 \
+    --hash=sha256:0822b58d2c5d325cd0c7152b744acbd15f898c07572e2cfb70b075a865a4f6f9 \
+    --hash=sha256:1a6dd742a150645126df9e0b2e449874c1d635897c773b322c2e067e98382dfe \
+    --hash=sha256:1c01f0d1091ae22b9dfc082b0a0fe5faaf053686a29b4fb082ba7691375c73cf \
+    --hash=sha256:1c2db4bde82bc48ebff73436a6adf34d4f809448268a70d9a1285f5c8f92313d \
+    --hash=sha256:2664d06acd64d328aa7689b0d0c81ee31e240e9977d8768816b4be7c66c03211 \
+    --hash=sha256:2c037709072ca9b19750c0cbe9e8bb6f91c9a1be1befa26df33e281deccbd8c7 \
+    --hash=sha256:2c4099a15150143b9b034730b404a56d572efe0b79489b4c765d929cb4eac7f3 \
+    --hash=sha256:419c98a9275b27660cdce6d09080fd5974d1ec1d4a225f71439ebacb3b0c4e64 \
+    --hash=sha256:41d6dae73e1af09fa82ded597ae57f2a2314285acde54b25890a8f8e51b999d7 \
+    --hash=sha256:5bb82fc3c55daf1788621e504310b0a286f1069627a8742f692aebb075ef25a7 \
+    --hash=sha256:65772ff3ec4f4f5d680e30019835555dd239e7fefee4b0a846375fe1cb1592ef \
+    --hash=sha256:70f071c6f74b60d5fe8851636d8d4cd5f4fa29d57fd9348a87a6f17b990b95ba \
+    --hash=sha256:72bf547e58ddb948689734eed6f4b6a2031f979dba4fb08e3690688b392e929f \
+    --hash=sha256:7a9966a088d06b4cf6c610e03be62de469efa6f2cd2e7c7eed8e925ed6af59ac \
+    --hash=sha256:91f61b9865423037c327eb56afa207cc72de874e458c361840db9dcf5ce0c0eb \
+    --hash=sha256:9bb9251f64b854124efed95d02953a89f7e2726c3ca662d7ea0151129157297f \
+    --hash=sha256:a49e55055a39a8506fe7e59850522cab004efb2c3839f6057658889c1d69c815 \
+    --hash=sha256:aaafa6962c9d91f42503de1957d6fa349907d028c06f335bd95da7a5bc57147d \
+    --hash=sha256:aee384a2782c89517c4ab9061d2720ba59fd2ffe5ef89d0a149cc2d43abdf521 \
+    --hash=sha256:b4aacff70ea4b7377f996f9048989c850d221fef33658ddbcae42aa5bd4ca11a \
+    --hash=sha256:b4c6bb0a670dcba017b3643e21902c9b8a1cc1c127d602f1488fa29ec3c6e865 \
+    --hash=sha256:c1fac0fc2a7adf29481fc1938a0e7845c57ba1147a986784109c4d98f434ea8c \
+    --hash=sha256:c5121f1b9ab09a7f73e837871deb8321551f7eaeb19d87aa00de9191968eae44 \
+    --hash=sha256:c9f44e35e6ec01caedacce9e941a5bf21fe424403321efac2507a201273653c5 \
+    --hash=sha256:cbf89764fc76f3f17fbf80c12d5a89c691e91cb9d82c38412aaf0568655ffb19 \
+    --hash=sha256:dadea3c5ecfd05bbb2a3312ab0374f213c58bf6459cb059122e2f4dfe13d10ed \
+    --hash=sha256:df0c166b6bdf7c47f88e81e8b43bc085451d5c50d0c5d1691bc474c1227d6fed \
+    --hash=sha256:f44453f107c296d5446a79f7ac59733ad8bf5ddfa04c53805dfbae298a42a798
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
@@ -5954,9 +6511,9 @@ tqdm==4.67.3 \
     #   semchunk
     #   sentence-transformers
     #   transformers
-traitlets==5.14.3 \
-    --hash=sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7 \
-    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traitlets==5.15.0 \
+    --hash=sha256:4fead733f81cf1c4c938e06f8ca4633896833c9d89eff878159457f4d4392971 \
+    --hash=sha256:fb36a18867a6803deab09f3c5e0fa81bb7b26a5c9e82501c9933f759166eff40
     # via
     #   ipykernel
     #   ipython
@@ -6016,15 +6573,16 @@ tree-sitter==0.25.2 \
     --hash=sha256:fbb1706407c0e451c4f8cc016fec27d72d4b211fdd3173320b1ada7a6c74c3ac \
     --hash=sha256:fe43c158555da46723b28b52e058ad444195afd1db3ca7720c59a254544e9c20
     # via docling-core
-tree-sitter-c==0.24.1 \
-    --hash=sha256:290bff0f9c79c966496ebae45042f77543e6e4aea725f40587a8611d566231a8 \
-    --hash=sha256:789781afcb710df34144f7e2a20cd80e325114b9119e3956c6bd1dd2d365df98 \
-    --hash=sha256:7d2d0cda0b8dda428c81440c1e94367f9f13548eedca3f49768bde66b1422ad6 \
-    --hash=sha256:942bcd7cbecd810dcf7ca6f8f834391ebf0771a89479646d891ba4ca2fdfdc88 \
-    --hash=sha256:9a74cfd7a11ca5a961fafd4d751892ee65acae667d2818968a6f079397d8d28c \
-    --hash=sha256:9c06ac26a1efdcc8b26a8a6970fbc6997c4071857359e5837d4c42892d45fe1e \
-    --hash=sha256:a6a807705a3978911dc7ee26a7ad36dcfacb6adfc13c190d496660ec9bd66707 \
-    --hash=sha256:d46bbda06f838c2dcb91daf767813671fd366b49ad84ff37db702129267b46e1
+tree-sitter-c==0.24.2 \
+    --hash=sha256:1628584df0299b5a340aa63f8e67b6c97c91517f52fa7e7a4c557e40adb330a9 \
+    --hash=sha256:4a2f4371cd816cc3153458f69062135ebb2ea5f275ddd90494e5c823d778204a \
+    --hash=sha256:4d4579a8b54f0a442f903d88d3304cab77cd5c2031d4015baa4f2f8e15d6dcb7 \
+    --hash=sha256:5041ef67eb68ce6bc8bb0b1f8ef3a5585ce523dae0c7eec109ab0627dd75aede \
+    --hash=sha256:82842c5a5f2acd93f4de10038c33ac179c8979defc39376f990348d6289e933b \
+    --hash=sha256:97bc80a224d48215d4e6e6376bf30d114f4c317b8145ff1b02afe785d4ba7bdd \
+    --hash=sha256:abb549225091f7b25df2dd3a0143ece6e208f7055d8bcb4700b41ee79b9ef1e1 \
+    --hash=sha256:c098bedcd5ac86ff93fa734d51d1dd86aed40fd5ed7d634c7af11380a0469969 \
+    --hash=sha256:e2b42e8e22202c251f8629306f9321233542e07a6e01611b5fe83489272143eb
     # via docling-core
 tree-sitter-javascript==0.25.0 \
     --hash=sha256:199d09985190852e0912da2b8d26c932159be314bc04952cf917ed0e4c633e6b \
@@ -6062,9 +6620,9 @@ trino==0.337.0 \
     --hash=sha256:3a0bd03a09b7ea5dccd41ca6e58abfb127c6303f3a48a258ff794d411dd83a3c \
     --hash=sha256:868f2b8137d4d1baa84c9bc341f2cdf29039462aa69d7c089a0b821b5a91f29c
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
 typer==0.12.5 \
     --hash=sha256:62fe4e471711b147e3365034133904df3e235698399bc4de2b36c8579298d52b \
@@ -6073,9 +6631,9 @@ typer==0.12.5 \
     #   docling
     #   docling-core
     #   fastapi-mcp
-types-cffi==2.0.0.20260402 \
-    --hash=sha256:47e1320c009f630c59c55c8e3d2b8c501e280babf52e92f6109cbfb0864ba367 \
-    --hash=sha256:f647a400fba0a31d603479169d82ee5359db79bd1136e41dc7e6489296e3a2b2
+types-cffi==2.0.0.20260518 \
+    --hash=sha256:5b68a215a95d0eac4203b58e766ff7fe40c2e091b1fa1a9e54111f04cc560084 \
+    --hash=sha256:f9707e66c13454789a58f8843d1ded4a66f1e9c8b10bd24d5eb5e0f25c0c5472
     # via types-pyopenssl
 types-protobuf==3.19.22 \
     --hash=sha256:d291388678af91bb045fafa864f142dc4ac22f5d4cdca097c7d8d8a32fa9b3ab \
@@ -6083,25 +6641,25 @@ types-protobuf==3.19.22 \
     # via
     #   feast (pyproject.toml)
     #   mypy-protobuf
-types-pymysql==1.1.0.20251220 \
-    --hash=sha256:ae1c3df32a777489431e2e9963880a0df48f6591e0aa2fd3a6fabd9dee6eca54 \
-    --hash=sha256:fa1082af7dea6c53b6caa5784241924b1296ea3a8d3bd060417352c5e10c0618
+types-pymysql==1.1.0.20260518 \
+    --hash=sha256:39a2448c4267dc4551e0824d2bfaecf7dfd171e89e6dbba90f4d4d45d55e4342 \
+    --hash=sha256:cf697ce4e44124fc859e8e8a7f047c1dc864745c3c628b85a51b3ee01502ef98
     # via feast (pyproject.toml)
 types-pyopenssl==24.1.0.20240722 \
     --hash=sha256:47913b4678a01d879f503a12044468221ed8576263c1540dcb0484ca21b08c39 \
     --hash=sha256:6a7a5d2ec042537934cfb4c9d4deb0e16c4c6250b09358df1f083682fe6fda54
     # via types-redis
-types-python-dateutil==2.9.0.20260402 \
-    --hash=sha256:7827e6a9c93587cc18e766944254d1351a2396262e4abe1510cbbd7601c5e01f \
-    --hash=sha256:a980142b9966713acb382c467e35c5cc4208a2f91b10b8d785a0ae6765df6c0b
+types-python-dateutil==2.9.0.20260518 \
+    --hash=sha256:51f02dc03b61c7f6a07df45797d4dfe8a1aa47f0b7db9ad89f6fd3a1a70e1b51 \
+    --hash=sha256:d6a9c5bd0de61460c8fdef8ab2b400f956a1a1075cce08d4e2b4434e478c50b8
     # via feast (pyproject.toml)
-types-pytz==2026.1.1.20260402 \
-    --hash=sha256:0d9a60ed1c6ad4fce7c6395b5bd2d9827db41d4b83de7c0322cf85869c2bfda3 \
-    --hash=sha256:79209aa51dc003a4a6a764234d92b14e5c09a1b7f24e0f00c493929fd33618e8
+types-pytz==2026.2.0.20260518 \
+    --hash=sha256:3a12eaa38f476bd650902a9c9bb442f03f3c7dee2be5c5848bce61bd708d205a \
+    --hash=sha256:e5d254329e9c4e91f0781b22c43a4bb2d10bb044d97b24c4b05d45567b0eae16
     # via feast (pyproject.toml)
-types-pyyaml==6.0.12.20250915 \
-    --hash=sha256:0f8b54a528c303f0e6f7165687dd33fafa81c807fcac23f632b63aa624ced1d3 \
-    --hash=sha256:e7d4d9e064e89a3b3cae120b4990cd370874d2bf12fa5f46c97018dd5d3c9ab6
+types-pyyaml==6.0.12.20260518 \
+    --hash=sha256:d2150f75a231c9fe9c7463bd29487d93e60bac90400287351384bc2284eba7cd \
+    --hash=sha256:d917f83fb38462550338c1297faedd860b3ec83912b96b1e3d73255f7473e466
     # via feast (pyproject.toml)
 types-redis==4.6.0.20241004 \
     --hash=sha256:5f17d2b3f9091ab75384153bfa276619ffa1cf6a38da60e10d5e6749cc5b902e \
@@ -6111,15 +6669,15 @@ types-requests==2.30.0.0 \
     --hash=sha256:c6cf08e120ca9f0dc4fa4e32c3f953c3fba222bcc1db6b97695bce8da1ba9864 \
     --hash=sha256:dec781054324a70ba64430ae9e62e7e9c8e4618c185a5cb3f87a6738251b5a31
     # via feast (pyproject.toml)
-types-setuptools==82.0.0.20260402 \
-    --hash=sha256:4b9a9f6c3c4c65107a3956ad6a6acbccec38e398ff6d5f78d5df7f103dadb8d6 \
-    --hash=sha256:63d2b10ba7958396ad79bbc24d2f6311484e452daad4637ffd40407983a27069
+types-setuptools==82.0.0.20260518 \
+    --hash=sha256:31c04a62b57a653a5021caf191be0f10f70df890f813b51f02bab3969d300f20 \
+    --hash=sha256:3b743cfe63d0981ea4c15b90710fc1ed41e3464a537d51e705be514e891c1d07
     # via
     #   feast (pyproject.toml)
     #   types-cffi
-types-tabulate==0.10.0.20260308 \
-    --hash=sha256:724dcb1330ffba5f46d3cf6e29f45089fccb8e85801e6e7ac9efb1195bf7bea1 \
-    --hash=sha256:94a9795965bc6290f844d61e8680a1270040664b88fd12014624090fd847e13c
+types-tabulate==0.10.0.20260508 \
+    --hash=sha256:8e51f159e8b24976849706ae2ed1dc9adba8ebbd080b17e494ebb66a8cc92c74 \
+    --hash=sha256:b1e1a2d0456fbd655a71690b09a7aaeffdf2978d32049184ea436492aa51d20a
     # via feast (pyproject.toml)
 types-urllib3==1.26.25.14 \
     --hash=sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f \
@@ -6130,6 +6688,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
     #   aiosignal
+    #   alembic
     #   anyio
     #   azure-core
     #   azure-identity
@@ -6138,6 +6697,7 @@ typing-extensions==4.15.0 \
     #   docling-core
     #   elasticsearch
     #   fastapi
+    #   graphene
     #   great-expectations
     #   huggingface-hub
     #   ibis-framework
@@ -6145,6 +6705,7 @@ typing-extensions==4.15.0 \
     #   jwcrypto
     #   mcp
     #   minio
+    #   mlflow-skinny
     #   mypy
     #   opentelemetry-api
     #   opentelemetry-sdk
@@ -6175,9 +6736,9 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via
     #   arrow
     #   ibis-framework
@@ -6188,93 +6749,91 @@ tzlocal==5.3.1 \
     # via
     #   great-expectations
     #   trino
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
+ujson==5.12.1 \
+    --hash=sha256:07f307780f85b49cba93f291718421b6f5f3b627a323b431fad937a18f6587cb \
+    --hash=sha256:080bc65ac7c0a6314d45d55b6171d3a48b1aeaf89895654d625b291cfe46309f \
+    --hash=sha256:0be2b4f2f547b9f0f3d902640e410e5a2fc851576cbe033c88445a23e3e7aef1 \
+    --hash=sha256:10f44bd08ae52ee23ca6e8b472692e5da1768af2d53ff1bad6f40b532e0bc7ee \
+    --hash=sha256:12e99e49c62322ed0394c914aff15403ba7ede0b74f05a0faa4ec12c7d17a139 \
+    --hash=sha256:191d2077fd53441599a2efd3dcc205b9cc5f3a4d685a76e9f73f4b6c19aee0c9 \
+    --hash=sha256:19ea07e29a45d199f926aadf93a9974128438c01b83141fba32477c0ee604b33 \
+    --hash=sha256:1a09636220f26c66f80c6c6283023cb53120e843825f890be92696cd1aa43f39 \
+    --hash=sha256:1c335caea51c31494e514b82d50763b9792d3960d2c7d9fdb6b6fb8ed50ebdd0 \
+    --hash=sha256:251ba8229e19b4b0b3efb5e7e3ddfa67c5c466aa492707bc3f6568bf714604dc \
+    --hash=sha256:26dcb43869057373048cbd2678293c5b0f962d5774cc76fc9488564a209bcbf2 \
+    --hash=sha256:289f13095764d03734adfa10107da9b530ceb64dc1b02a5f507588d978d5b7df \
+    --hash=sha256:29d1d64ed2c3c17666f4f0e15462800f3477255dc53667ad5d099277866c5666 \
+    --hash=sha256:2cfbd6b0c677d5d053964b8f98d8bb1af10c591c8c24454bcd40006ac8ba18db \
+    --hash=sha256:3a6efff7dc6515416366819de4a1bc449b77107c5b48508b101fd40f7f8bec08 \
+    --hash=sha256:3e30fa6bc7156ed709e13f8b52e917db08fbfd611ba61346b62630974ec0ba8e \
+    --hash=sha256:427893168d074e59214b0ee058337c57f5bb80175cdd5b4799a9c931aae22022 \
+    --hash=sha256:45022aae09ac3d45bda6fbfc631088d1aff9a0465542d40bd6d295ced378c430 \
+    --hash=sha256:46315b82505c99101dcab3bd979f15fecfde85c02df7efbb4e428fa357665290 \
+    --hash=sha256:485f0182a0c0b54c304061cdc826d8343ce595c4055f7a24e72772a8520e5f7b \
+    --hash=sha256:49dd9c378e1c8e676785ff2b62cb490074229f15ab54abf45b623713cb2c36b5 \
+    --hash=sha256:4e12ca368b397aed7fa1eec534ea1ba8d94977b376f9df3e93ae1acfd004ec40 \
+    --hash=sha256:4ea0c490c702c20495e97345acfcf0c2f3153e658ef537ff111929c48b89e10a \
+    --hash=sha256:4f39ba3b65cc637b59731532f7e7c807786bff1d0332ab2d5b96a04d2584d78f \
+    --hash=sha256:50d07e79ec70d32b4fbe18ab706ed0b172be08710d5901b9d067d7951bfaa164 \
+    --hash=sha256:558673c6c3a2309775683ca96d5f1e4cd99889f71b1ba5cb6be8aa37ae67f9e0 \
+    --hash=sha256:5b7e96406c301a1366534479a7352ec40ec68bb327c0c119091635acd5925e35 \
+    --hash=sha256:5dc91fa06ea35920b704fd9d70871897680145998071cfbf5ee3e19f2c9fc242 \
+    --hash=sha256:66005b49c753a1b9f2f8853919dc58e1e6bd66846ea341a33afa76c6d7602485 \
+    --hash=sha256:696224d4cfb8883fa5c0285dff31e5ce924704dd9ccd38e9ea8b5bf4a42b12fc \
+    --hash=sha256:6cc6ea753b7303fa5629fa9ac9257ea4b001c4d72583b2bb36ff1855a07db49f \
+    --hash=sha256:6d8827904358d7da59ccf2e1fd8de59e78248036d17fecc0462e62c6721f1102 \
+    --hash=sha256:6f19e9a407a24230df0cc1ec1c0f5999872ba526b14a780f80ad6479f5eed9bc \
+    --hash=sha256:71bdb5d10c6d7e710cfa78e743d9fb79a37c7c66fa916cd287bffbaa520f5abe \
+    --hash=sha256:727e983ef27892d86ee2d28fd517eeb02b2c1165aafcbe929dce988aeee81bfe \
+    --hash=sha256:757f2026bef09d231d63a2250a2c7ad21ea1c9cb1ded6480659d202c4e2ef09e \
+    --hash=sha256:758e5c8fbe4e6d483041e03b307b01fb5d2f2dd4452d4d4b927ab902e188939e \
+    --hash=sha256:7642a41520ac1b2bc25ea282b66b8da522cc43424442e6fb5e039be4d4f96530 \
+    --hash=sha256:77a71fe53427a0cf49d56eafd801d9f7e203b784b7f99cc717783fd6f6f7b732 \
+    --hash=sha256:7957b64583793042521f7f7c71c01626b3d32a17528eaab980eb8cdc3d4eec68 \
+    --hash=sha256:7bba5ab7965619db7d6f5503133b8e2d8bfce9bb6754224ca64d19261cc52f7c \
+    --hash=sha256:7dc5cf44ea42365cd1b66e6ed3fc6ca040c86587b024a6659b98e99d31cff2cd \
+    --hash=sha256:7e31afad20cd6837a5ac6965d95b44b0ff06e42a82b01a8d3dc606a07f0b7a2a \
+    --hash=sha256:80f58ae2be100da0f525330ee274accd8892d1c125fea75076f60539d9a5f9cd \
+    --hash=sha256:8416bb724db9accfa97bdb77245952494b1800c23e42defd46afb5c661c9af19 \
+    --hash=sha256:8aa731138d6dfca4ab84501b72384e6c544bfb48cb87a0dd4d304df3246cac25 \
+    --hash=sha256:8b657e870c77aaacdeea86cfad3e6d2ef9b52517e45988c9c367f7ee764fe4dd \
+    --hash=sha256:8df5d984ff4ac1ef292d70f30da03417038a7e1e0bc272d28ca9d34f02f41682 \
+    --hash=sha256:949cb4863a5d4847edeb47c5364b334e8cadf23a7cbdaa547d86098a4b093106 \
+    --hash=sha256:9523d67d45334f9a1d62e423bd72be62b58d2289a50420ffffa9363763eab73f \
+    --hash=sha256:963287e4b1bc463735c4056968a2dfa59bb831b6daba68bddd14f451191fe9e5 \
+    --hash=sha256:984b5a99d1e0a037c2046c3c4b34cec832565d62d5017be0a035bf3cbfab72dc \
+    --hash=sha256:a7a81724d5d90a2da7155d15d8b156ce57eaed7cdd622df813f36a8e612fd4c8 \
+    --hash=sha256:b21b4c680594c8686bcd4cdda0fd3ea2567b9d42bcf1d1e3d92d39bcdb02e8f1 \
+    --hash=sha256:b22aa0f644516d3d5b29464949e4b23fe784f84b4a1030ab9ac3cb42aaedabb1 \
+    --hash=sha256:b2c419bf42ae40963fc27f70c59e24e9a97f5cf168dbce2c572f3c0ce3595912 \
+    --hash=sha256:b5db0849c0e3da54822a5834f2dc51d7c51072d7f7d665014ee34600dc10889b \
+    --hash=sha256:b6afa86c117b66034004ee83c5149c6dccf7cb88941f9d3a1640c7076577f2d4 \
+    --hash=sha256:bca3f04b2f590a8211acdc3ca06649b65a7ed1e999437dccf095310be9d3ba4e \
+    --hash=sha256:bdc6b277dcd27663f7fb76b6a5088424c66e0407c23e9884f80cd733f7d71b19 \
+    --hash=sha256:c4bdc052a5d097f0a2e56d93aed97355f9f7a62ef9baa4f8517e43245434af9c \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba \
+    --hash=sha256:c8e626b6bc9bdd2e8f7393b7d99f3daa2ca4022e6203662e70de7bb3604b21b9 \
+    --hash=sha256:cec6b9b539539affc1f01a795c99574592a635ce22331b64f2b42e0af570659e \
+    --hash=sha256:d57d731ecf492d3d011e65369f8330654f0875b19f646be5270d478e843d3b81 \
+    --hash=sha256:d90d27953716ef206c42f166932b3dbb264dc638bbf32acae81b216ae35f566d \
+    --hash=sha256:dc26caebea90425662ef0b979f945f6ac832651881107d6ec9a3c4d4a4ba929c \
+    --hash=sha256:e08d9e096c416ddc34519241f97c201258b42639f2012d9547d8ae32921800dd \
+    --hash=sha256:e3c9c894971f4ada3ded16a804ed4640e1f2b3e5239beaeec7c48296f39f4232 \
+    --hash=sha256:e4b0c9f6a56aa94bb98b403e1f57a866f0b43abaa89757b24d4a4b3cd8643ced \
+    --hash=sha256:ea3bed53d2ea8e5642e814a9e41f3e29420a8067874ba03ace8c0462e160490c \
+    --hash=sha256:ee83fbac03a0896faf190177c938f94eb610b798d495a19d50997242c4eca685 \
+    --hash=sha256:f48ef8a16f1d85bd7982beac7adfd3fb704058631db84c1c61c8a1b7072b1508 \
+    --hash=sha256:f6074d3d3267ba1914c624b6e1fa3d8152648ff36b0ab77ddf83b92db488c30d \
+    --hash=sha256:f67c5f0d64eba0fbbd6d2d6a79b0c43c5bc06f27564378fd5d716e0d40360068 \
+    --hash=sha256:f75caed5b6d1fc271bb720a780c4199914267f7b865f9bf17826c4feccea582c
     # via pymilvus
 uri-template==1.3.0 \
     --hash=sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7 \
     --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
     # via jsonschema
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   feast (pyproject.toml)
     #   botocore
@@ -6296,6 +6855,7 @@ uvicorn[standard]==0.34.0 \
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
+    #   mlflow-skinny
     #   uvicorn-worker
 uvicorn-worker==0.3.0 \
     --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
@@ -6359,121 +6919,121 @@ virtualenv==20.23.0 \
     #   feast (pyproject.toml)
     #   pre-commit
     #   ray
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-wcwidth==0.6.0 \
-    --hash=sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad \
-    --hash=sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159
-    # via prompt-toolkit
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2 \
+    --hash=sha256:90e3a7ea092341c44b99562e75d09e4d5160fe7a3974c6fb842a101a95e7eed0
+    # via
+    #   prettytable
+    #   prompt-toolkit
 webcolors==25.10.0 \
     --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d \
     --hash=sha256:62abae86504f66d0f6364c2a8520de4a0c47b80c03fc3a5f1815fedbef7c19bf
@@ -6556,10 +7116,13 @@ websockets==16.0 \
 werkzeug==3.1.8 \
     --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50 \
     --hash=sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44
-    # via moto
-wheel==0.46.3 \
-    --hash=sha256:4b399d56c9d9338230118d705d9737a2a468ccca63d5e813e2a4fc7815d8bc4d \
-    --hash=sha256:e3e79874b07d776c40bd6033f8ddf76a7dad46a7b8aa1b2787a83083519a1803
+    # via
+    #   flask
+    #   flask-cors
+    #   moto
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
+    --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
     # via
     #   pip-tools
     #   singlestoredb
@@ -6651,6 +7214,7 @@ wrapt==1.17.3 \
     --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
     # via
     #   aiobotocore
+    #   deprecated
     #   smart-open
     #   testcontainers
 xlsxwriter==3.2.9 \
@@ -6661,147 +7225,194 @@ xmltodict==1.0.4 \
     --hash=sha256:6d94c9f834dd9e44514162799d344d815a3a4faec913717a9ecbfa5be1bb8e61 \
     --hash=sha256:a4a00d300b0e1c59fc2bfccb53d7b2e88c32f200df138a0dd2229f842497026a
     # via moto
-xxhash==3.6.0 \
-    --hash=sha256:01262da8798422d0685f7cef03b2bd3f4f46511b02830861df548d7def4402ad \
-    --hash=sha256:01362c4331775398e7bb34e3ab403bc9ee9f7c497bc7dee6272114055277dd3c \
-    --hash=sha256:016e9190af8f0a4e3741343777710e3d5717427f175adfdc3e72508f59e2a7f3 \
-    --hash=sha256:01be0c5b500c5362871fc9cfdf58c69b3e5c4f531a82229ddb9eb1eb14138004 \
-    --hash=sha256:0226aa89035b62b6a86d3c68df4d7c1f47a342b8683da2b60cedcddb46c4d95b \
-    --hash=sha256:02ea4cb627c76f48cd9fb37cf7ab22bd51e57e1b519807234b473faebe526796 \
-    --hash=sha256:0444e7967dac37569052d2409b00a8860c2135cff05502df4da80267d384849f \
-    --hash=sha256:08d45aef063a4531b785cd72de4887766d01dc8f362a515693df349fdb825e0c \
-    --hash=sha256:0d50101e57aad86f4344ca9b32d091a2135a9d0a4396f19133426c88025b09f1 \
-    --hash=sha256:0e4edbfc7d420925b0dd5e792478ed393d6e75ff8fc219a6546fb446b6a417b1 \
-    --hash=sha256:0f7b7e2ec26c1666ad5fc9dbfa426a6a3367ceaf79db5dd76264659d509d73b0 \
-    --hash=sha256:1244460adc3a9be84731d72b8e80625788e5815b68da3da8b83f78115a40a7ec \
-    --hash=sha256:15e0dac10eb9309508bfc41f7f9deaa7755c69e35af835db9cb10751adebc35d \
-    --hash=sha256:18b242455eccdfcd1fa4134c431a30737d2b4f045770f8fe84356b3469d4b919 \
-    --hash=sha256:1cf9dcc4ab9cff01dfbba78544297a3a01dafd60f3bde4e2bfd016cf7e4ddc67 \
-    --hash=sha256:1fc1ed882d1e8df932a66e2999429ba6cc4d5172914c904ab193381fba825360 \
-    --hash=sha256:2577b276e060b73b73a53042ea5bd5203d3e6347ce0d09f98500f418a9fcf799 \
-    --hash=sha256:25915e6000338999236f1eb68a02a32c3275ac338628a7eaa5a269c401995679 \
-    --hash=sha256:26734cdc2d4ffe449b41d186bbeac416f704a482ed835d375a5c0cb02bc63fef \
-    --hash=sha256:2762bfff264c4e73c0e507274b40634ff465e025f0eaf050897e88ec8367575d \
-    --hash=sha256:277175a73900ad43a8caeb8b99b9604f21fe8d7c842f2f9061a364a7e220ddb7 \
-    --hash=sha256:297b7fbf86c82c550e12e8fb71968b3f033d27b874276ba3624ea868c11165a8 \
-    --hash=sha256:2aa5ee3444c25b69813663c9f8067dcfaa2e126dc55e8dddf40f4d1c25d7effa \
-    --hash=sha256:2ab89a6b80f22214b43d98693c30da66af910c04f9858dd39c8e570749593d7e \
-    --hash=sha256:2b6821e94346f96db75abaa6e255706fb06ebd530899ed76d32cd99f20dc52fa \
-    --hash=sha256:2f171a900d59d51511209f7476933c34a0c2c711078d3c80e74e0fe4f38680ec \
-    --hash=sha256:339f518c3c7a850dd033ab416ea25a692759dc7478a71131fe8869010d2b75e4 \
-    --hash=sha256:39be8e4e142550ef69629c9cd71b88c90e9a5db703fecbcf265546d9536ca4ad \
-    --hash=sha256:3cd01fa2aa00d8b017c97eb46b9a794fbdca53fc14f845f5a328c71254b0abb7 \
-    --hash=sha256:3ed0df1b11a79856df5ffcab572cbd6b9627034c1c748c5566fa79df9048a7c5 \
-    --hash=sha256:40c391dd3cd041ebc3ffe6f2c862f402e306eb571422e0aa918d8070ba31da11 \
-    --hash=sha256:418daf3db71e1413cfe211c2f9a528456936645c17f46b5204705581a45390ae \
-    --hash=sha256:42c36dd7dbad2f5238950c377fcbf6811b1cdb1c444fab447960030cea60504d \
-    --hash=sha256:44e342e8cc11b4e79dae5c57f2fb6360c3c20cc57d32049af8f567f5b4bcb5f4 \
-    --hash=sha256:457b8f85dec5825eed7b69c11ae86834a018b8e3df5e77783c999663da2f96d6 \
-    --hash=sha256:45aae0c9df92e7fa46fbb738737324a563c727990755ec1965a6a339ea10a1df \
-    --hash=sha256:48e6f2ffb07a50b52465a1032c3cf1f4a5683f944acaca8a134a2f23674c2058 \
-    --hash=sha256:4903530e866b7a9c1eadfd3fa2fbe1b97d3aed4739a80abf506eb9318561c850 \
-    --hash=sha256:49e03e6fe2cac4a1bc64952dd250cf0dbc5ef4ebb7b8d96bce82e2de163c82a2 \
-    --hash=sha256:4a082ffff8c6ac07707fb6b671caf7c6e020c75226c561830b73d862060f281d \
-    --hash=sha256:4b54219177f6c6674d5378bd862c6aedf64725f70dd29c472eaae154df1a2e89 \
-    --hash=sha256:4ccbff013972390b51a18ef1255ef5ac125c92dc9143b2d1909f59abc765540e \
-    --hash=sha256:4da8168ae52c01ac64c511d6f4a709479da8b7a4a1d7621ed51652f93747dffa \
-    --hash=sha256:4f6f72232f849eb9d0141e2ebe2677ece15adfd0fa599bc058aad83c714bb2c6 \
-    --hash=sha256:50fc255f39428a27299c20e280d6193d8b63b8ef8028995323bf834a026b4fbb \
-    --hash=sha256:51312c768403d8540487dbbfb557454cfc55589bbde6424456951f7fcd4facb3 \
-    --hash=sha256:51a73fb7cb3a3ead9f7a8b583ffd9b8038e277cdb8cb87cf890e88b3456afa0b \
-    --hash=sha256:5576b002a56207f640636056b4160a378fe36a58db73ae5c27a7ec8db35f71d4 \
-    --hash=sha256:568a6d743219e717b07b4e03b0a828ce593833e498c3b64752e0f5df6bfe84db \
-    --hash=sha256:5851f033c3030dd95c086b4a36a2683c2ff4a799b23af60977188b057e467119 \
-    --hash=sha256:599e64ba7f67472481ceb6ee80fa3bd828fd61ba59fb11475572cc5ee52b89ec \
-    --hash=sha256:5c1343d49ac102799905e115aee590183c3921d475356cb24b4de29a4bc56518 \
-    --hash=sha256:5dc1e14d14fa0f5789ec29a7062004b5933964bb9b02aae6622b8f530dc40296 \
-    --hash=sha256:5f059d9faeacd49c0215d66f4056e1326c80503f51a1532ca336a385edadd033 \
-    --hash=sha256:6105ef7e62b5ac73a837778efc331a591d8442f8ef5c7e102376506cb4ae2729 \
-    --hash=sha256:627f0af069b0ea56f312fd5189001c24578868643203bca1abbc2c52d3a6f3ca \
-    --hash=sha256:63275a8aba7865e44b1813d2177e0f5ea7eadad3dd063a21f7cf9afdc7054063 \
-    --hash=sha256:653a91d7c2ab54a92c19ccf43508b6a555440b9be1bc8be553376778be7f20b5 \
-    --hash=sha256:6551880383f0e6971dc23e512c9ccc986147ce7bfa1cd2e4b520b876c53e9f3d \
-    --hash=sha256:6812c25fe0d6c36a46ccb002f40f27ac903bf18af9f6dd8f9669cb4d176ab18f \
-    --hash=sha256:6965e0e90f1f0e6cb78da568c13d4a348eeb7f40acfd6d43690a666a459458b8 \
-    --hash=sha256:6f2580ffab1a8b68ef2b901cde7e55fa8da5e4be0977c68f78fc80f3c143de42 \
-    --hash=sha256:6fb5f5476bef678f69db04f2bd1efbed3030d2aba305b0fc1773645f187d6a4e \
-    --hash=sha256:757320d45d2fbcce8f30c42a6b2f47862967aea7bf458b9625b4bbe7ee390392 \
-    --hash=sha256:780b90c313348f030b811efc37b0fa1431163cb8db8064cf88a7936b6ce5f222 \
-    --hash=sha256:78e7f2f4c521c30ad5e786fdd6bae89d47a32672a80195467b5de0480aa97b1f \
-    --hash=sha256:794fe9145fe60191c6532fa95063765529770edcdd67b3d537793e8004cabbfd \
-    --hash=sha256:7a0b169aafb98f4284f73635a8e93f0735f9cbde17bd5ec332480484241aaa77 \
-    --hash=sha256:7c35c4cdc65f2a29f34425c446f2f5cdcd0e3c34158931e1cc927ece925ab802 \
-    --hash=sha256:7d14a6cfaf03b1b6f5f9790f76880601ccc7896aff7ab9cd8978a939c1eb7e0d \
-    --hash=sha256:7d8b8aaa30fca4f16f0c84a5c8d7ddee0e25250ec2796c973775373257dde8f1 \
-    --hash=sha256:7dac94fad14a3d1c92affb661021e1d5cbcf3876be5f5b4d90730775ccb7ac41 \
-    --hash=sha256:843b52f6d88071f87eba1631b684fcb4b2068cd2180a0224122fe4ef011a9374 \
-    --hash=sha256:858dc935963a33bc33490128edc1c12b0c14d9c7ebaa4e387a7869ecc4f3e263 \
-    --hash=sha256:87ff03d7e35c61435976554477a7f4cd1704c3596a89a8300d5ce7fc83874a71 \
-    --hash=sha256:881b47fc47e051b37d94d13e7455131054b56749b91b508b0907eb07900d1c13 \
-    --hash=sha256:89952ea539566b9fed2bbd94e589672794b4286f342254fad28b149f9615fef8 \
-    --hash=sha256:8a8f1972e75ebdd161d7896743122834fe87378160c20e97f8b09166213bf8cc \
-    --hash=sha256:8b29ee68625ab37b04c0b40c3fafdf24d2f75ccd778333cfb698f65f6c463f62 \
-    --hash=sha256:8cb2f4f679b01513b7adbb9b1b2f0f9cdc31b70007eaf9d59d0878809f385b11 \
-    --hash=sha256:9085e798c163ce310d91f8aa6b325dda3c2944c93c6ce1edb314030d4167cc65 \
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+    --hash=sha256:8f4608a06e4d61b7a3425665a46d00e0579122e1a2fae97a0c52953a3aad9aa3 \
+    --hash=sha256:8ff00fcc3eb436617ed8556cf15daf76c2b501248361a065625a588af78a0a02 \
+    --hash=sha256:90b9d1a8bd37d768ffc92a1f651ec69afc532a96fa1ac2ea7abbed5d630b3237 \
+    --hash=sha256:9122ad6f867c4a0f5e655f5c3bdf89103852009dbb442a3d23e688b9e699e800 \
+    --hash=sha256:91c3b07cf3362086d8f126c6aecd8e5e9396ad8b2f2219ea7e49a8250c318acd \
+    --hash=sha256:921c14e93817842dd0dd9f372890a0f0c72e534650b6ab13c5be5cd0db11d47e \
+    --hash=sha256:970f9f8c50961d639cbd0d988c96f80ddf66006de93641719282c4fe7a87c5e6 \
+    --hash=sha256:9e6c0d843f1daf85ea23aeb053579135552bde575b7b98af20bfc667b6e4548d \
+    --hash=sha256:9f1563fdc8abfc389748e6932c7e4e99c89a53e4ec37d4563c24fc06f5e5644b \
+    --hash=sha256:9fd17f14ac0faa12126c2f9ca774a8cf342957265ec3c8669c144e5e6cdb478c \
+    --hash=sha256:a04a6cab47e2166435aaf5b9e5ee41d1532cc8300efdef87f2a4d0acb7db19ed \
+    --hash=sha256:a169a036bed0995e090d1493b283cc2cc8a6f5046821086b843abefff80643bc \
+    --hash=sha256:a2eae53197c6276d5b317f75a1be226bbf440c20b58bf525f36b5d0e1f657ca6 \
+    --hash=sha256:a3b19a42111c4057c1547a4a1396a53961dca576a0f6b82bfa88a2d1561764b2 \
+    --hash=sha256:a6545e6b409e3d5cbafc850fb84c55a1ca26ed15a6b11e3bf07a0e0cd84517c8 \
+    --hash=sha256:a6d73a830b17ef49bc04e00182bd839164c1b3c59c127cd7c54fcb10c7ed8ee8 \
+    --hash=sha256:a778b25874cb0f862eaab5986bff4ca49ffb0def7c0a34c237b948b3c6c775b2 \
+    --hash=sha256:a7f25baec4c5d851d40718d6fae52285b31683093d4ff5207e63ab306ccf14a5 \
+    --hash=sha256:a845a59664d5c531525a467470220f8edc37959e0a6f8e734ffb6654da5c4bee \
+    --hash=sha256:a999771ff97bec27d18341be4f3a36b163bb1ac41ec17bef6d2dabd84acd33c7 \
+    --hash=sha256:ab9dd2c83c4bbd63e422181a76f13502d049d3ddcac9a1bdc29196263d692bb8 \
+    --hash=sha256:abb65b4e947e958f7b3b0d71db3ce447d1bc5f37f5eab871ce7223bda8768a04 \
+    --hash=sha256:acbb48679ddf3852c45280c10ff10d52ca2cd1da2e552fb81db1ff786c75d0e4 \
+    --hash=sha256:ad37c7792479e49cf96c1ab25517d7003fe0d93687a772ba19a097d235bbe41e \
+    --hash=sha256:ad3aa71e12ee634f22b39a0ff439357583706e50765f17f05550f92dbf128a23 \
+    --hash=sha256:ae3a39a4d96bdb6f8d154fd7f490c4ad06f0532fcd2bb656052a9a7762cf5d31 \
+    --hash=sha256:b081119a6115d2db49e24ab6316b7dcd74651271e9630c7b979999bd0c11973d \
+    --hash=sha256:b4e6fe5c6f4e6ad67c1374a7c85c944ca1a8d9672f0a1628201ea5c58e0d4596 \
+    --hash=sha256:b59ee2ac81de57771a09ecad09191e840a1d2fae1ef684208320591055768f83 \
+    --hash=sha256:b5cd29840505631c6f7dbb8a5d34b742b5e6bbda38fe0b9f54e825f3ea6b61dc \
+    --hash=sha256:b7ffeaada9f8699be63d639536b0b60dff73b7d3325b7475c5bc8fdbf4eed47f \
+    --hash=sha256:bb16aa13ed175bc9be5c2491ba031b85a9b51c4ed90e0b3d4ebe63cf3fb54f8e \
+    --hash=sha256:bfe6f92e3522dcbe8c4281efd74fa7542a336cb00b0e3272c4ec0edabeaeaf67 \
+    --hash=sha256:c21625d710f971dd58ae92c5b0c2ca109d2ceba939becc937c5cff9268cd451b \
+    --hash=sha256:c3c0059e642b2e7e15c77341a8946f670a403fcd57feecc9e47d68555b9b1c08 \
+    --hash=sha256:c40a8ad7d42fe779ac429fe245ed44c54f30e2549173559d70b7167922431701 \
+    --hash=sha256:c4fd8acc6e32596350619896feb372033c0920975992d29837c32853bb1feacd \
+    --hash=sha256:c50269d0055ac1faecfd559886d2cbe4b730de236585aba0e873f9d9dadbe585 \
+    --hash=sha256:c72500a3b6d6c30ebfc135035bcace9eb5884f2dc220804efcaaba43e9f611dd \
+    --hash=sha256:c7741c7524961d8c0cb4d4c21b28957ff731a3fd5b5cd8b856dc80a40e9e5acc \
+    --hash=sha256:c9b31ab1f28b078a6a1ac1a54eb35e7d5390deddd56870d0be3a0a733d1c321c \
+    --hash=sha256:ca12a6d683957a651e3203c1458ff8ab4119aae7363e202e2e820cbfe02df244 \
+    --hash=sha256:cb5a888a968b2434abf9ecda357b5d43f10d7b5a6da6fdbbe036208473aff0e2 \
+    --hash=sha256:cce1e2782efaf0f595c17fe331cf295882a268c04d5887956e2fc0d262b0fb3a \
+    --hash=sha256:cd8ab85c916a58d5c8656ea15e3ce9df836fe2f120a74c296e01d69fab2614b4 \
+    --hash=sha256:cee88dfaa6b1b2bfadd3c031fa5f05584870e62fb05dc500942e9900c44fcfda \
+    --hash=sha256:cf7424a11a81f59b6f0abdccfbe27c87d552f059ef761471f98245b46b71b5c9 \
+    --hash=sha256:d006faf3b491957efcb433489be3c149efe4787b7063d5cddb8ddaefdc60e0c1 \
+    --hash=sha256:d1442628c84afa453a9a06a10d74d890d3c1b1e4da313b48b16e1001895fdac4 \
+    --hash=sha256:d33fcd60f5546e4b7538a8ae2b2027b51e9905b9a264c32df56de32202997155 \
+    --hash=sha256:d41fcda2fa8ca682ebca134a2f2dc02575ba549267585597e73061565795f475 \
+    --hash=sha256:d610aa62cdb7d4d497740741772a24a794903bf3e79eaa51d2e800082abe11e5 \
+    --hash=sha256:d798c1e291bffb8e37b5bbe0dda77fc767cd19e89cadaf66e6ed5d0ff88c9fe6 \
+    --hash=sha256:d7d9110d0c3fb02679972837a033251fd186c529aa62f19c132fc909c74052b8 \
+    --hash=sha256:da5b373b1dfce210b8620bdb5d9dae668fe549de67948465dcc39e833d4bbe28 \
+    --hash=sha256:dbcd969178d417c2bbd60076f8e407a0e2baf90976eed21c1b818ff8292b902f \
+    --hash=sha256:dc026e3b89d98e30a8288c95cb696e77d150b3f0fb7a51f73dcd49ee6b5577fa \
+    --hash=sha256:dea2fd4ae84b14aa883ac713faffbb5c26764ec623e00ed34737895be523d1fa \
+    --hash=sha256:e64a7c9d7dfca3e0fafcbc5e455519090706a3e36e95d655cec3e04e79f95aaa \
+    --hash=sha256:e8ff6ec73110f610425caef3ea875afbfc34caa542f01df3a80f45aadeb9f906 \
+    --hash=sha256:ea6daa712f4e094a30830cf01e9b47d03b24d05cc9dab8609f0d9a9db8454712 \
+    --hash=sha256:ea85a647fd33d5cf2840027c2e0b7da8868b220d3f05e3866efdda78c440d499 \
+    --hash=sha256:ec101643395d7f21405b640f728f6f627e6986557027d740f2f9b220955edafe \
+    --hash=sha256:ec68dbba21532c0173a9872298e65c89749f7c9d21538c3a78b5bb6105871568 \
+    --hash=sha256:ed4a6efe2dee1655adb73e7ad40c6aa955a6892422b1e3b95de6a34de56e3cbb \
+    --hash=sha256:f13319fb8e6ef636f71db3c254d01cbf1543786e10a945a3ff180144618e25b6 \
+    --hash=sha256:f14bb8b22a4a91325813e3d553b8963c10cf8c756cff65ee50c194431296c655 \
+    --hash=sha256:f1598916cb197681e03e601901e4ab96a9a963de398c59d0964f8a6f44a2b361 \
+    --hash=sha256:f1e65d52c2d526734abecb98372c256b7eacce8fdc42e0df8570417fb39e2772 \
+    --hash=sha256:f262b8f7599516567e070abf607b9af649052b2c4bd6f9be02b0cb41b7024805 \
+    --hash=sha256:f3e7b689c3bce16699efcf736066f5c6cc4472c3840fe4b22bd8279daf4abdac \
+    --hash=sha256:f420ad3d41e38194353a498bbc9561fd5a9973a27b536ce46d8583479cf44335 \
+    --hash=sha256:f749e52b539e2934171a3718cbf061dc12d74719eddde2d0f025c99637ddbe01 \
+    --hash=sha256:f99a15867cbf9fcf753ea72b82a1d6fe6552e6feea3b4842c86a951525685bbb \
+    --hash=sha256:f9fd595f1e5941b3d7863e4774e4b30caa6731fc34b9277da032295aa5656ee5 \
+    --hash=sha256:fa77e7ec1450d415d20129961814787c9abd9a07f98872f070b1fe96c5084611 \
+    --hash=sha256:fc84bf7aa7592f31ec63a3e7b11d624f468a3f19f5238cec7282a42e838ab1d7 \
+    --hash=sha256:fd880353cf1ffaf321bc18dd663e111976dbd0d3bbd8a66d58d2b470dfa7f396 \
+    --hash=sha256:fdc7d06929ae28dda98297a18eef7b0fd38991a3b405d8d7b55c9ef24c296958 \
+    --hash=sha256:fddbbb69a6fff4f421e7a0d1fa28f894b20112e9e3fab306af451e2dfd0e459b \
+    --hash=sha256:fe14c356f8b23ad811dc026077a6d4abccdaa7bce5ca98579605550657b6fcfb \
+    --hash=sha256:fe32736295ea38e43e7d9424053c8c47c9f64fecfc7c895fb3da9b30b131c9ee \
+    --hash=sha256:fe820f104473d1516ecd628993690bc1f79b0e699f32711d42a5a70b3d0f8170
     # via datasets
 yarl==1.23.0 \
     --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
@@ -6933,9 +7544,9 @@ yarl==1.23.0 \
     --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
     --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
     # via aiohttp
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 zstandard==0.25.0 \
     --hash=sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64 \
diff --git a/sdk/python/requirements/py3.11-minimal-requirements.txt b/sdk/python/requirements/py3.11-minimal-requirements.txt
index 741d147c860..7798a5eece1 100644
--- a/sdk/python/requirements/py3.11-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-requirements.txt
@@ -161,6 +161,41 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 async-timeout==5.0.1 \
     --hash=sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c \
     --hash=sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3
@@ -176,9 +211,9 @@ attrs==26.1.0 \
     #   aiohttp
     #   jsonschema
     #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
 boto3==1.38.27 \
     --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
@@ -194,9 +229,9 @@ botocore==1.38.46 \
     #   boto3
     #   s3transfer
     #   snowflake-connector-python
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via
     #   httpcore
     #   httpx
@@ -424,9 +459,9 @@ charset-normalizer==3.4.7 \
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -440,56 +475,56 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==48.0.0 \
+    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
+    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
+    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
+    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
+    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
+    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
+    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
+    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
+    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
+    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
+    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
+    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
+    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
+    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
+    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
+    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
+    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
+    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
+    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
+    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
+    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
+    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
+    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
+    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
+    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
+    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
+    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
+    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
+    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
+    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
+    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
+    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
+    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
+    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
+    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
+    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
+    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
+    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
+    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
+    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
+    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
+    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
+    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
+    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
+    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
+    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
+    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
+    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
+    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
     # via
     #   google-auth
     #   pyjwt
@@ -499,9 +534,9 @@ dask[dataframe]==2026.3.0 \
     --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
     --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.6.0 \
+    --hash=sha256:03f0ff5798fa5e407f07e84de2d619cbc363b8dcc40104825a85519793ffee8d \
+    --hash=sha256:4ba87b15cc972a7cc0aed2b7483e0823c7765eca88128453f52c88c5e0f4ae46
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -509,50 +544,50 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-duckdb==1.5.1 \
-    --hash=sha256:054ad424b051b334052afac58cb216f3b1ebb8579fc8c641e60f0182e8725ea9 \
-    --hash=sha256:05fc91767d0cfc4cf2fa68966ab5b479ac07561752e42dd0ae30327bd160f64a \
-    --hash=sha256:0a6acc2040bec1f05de62a2f3f68f4c12f3ec7d6012b4317d0ab1a195af26225 \
-    --hash=sha256:26e56b5f0c96189e3288d83cf7b476e23615987902f801e5788dee15ee9f24a9 \
-    --hash=sha256:36e8e32621a9e2a9abe75dc15a4b54a3997f2d8b1e53ad754bae48a083c91130 \
-    --hash=sha256:40c5220ec93790b18ec6278da9c6ac2608d997ee6d6f7cd44c5c3992764e8e71 \
-    --hash=sha256:446d500a2977c6ae2077f340c510a25956da5c77597175c316edfa87248ceda3 \
-    --hash=sha256:46f92ada9023e59f27edc048167b31ac9a03911978b1296c845a34462a27f096 \
-    --hash=sha256:482f8a13f2600f527e427f73c42b5aa75536f9892868068f0aaf573055a0135f \
-    --hash=sha256:553c273a6a8f140adaa6da6a6135c7f95bdc8c2e5f95252fcdf9832d758e2141 \
-    --hash=sha256:5ae7c0d744d64e2753149634787cc4ab60f05ef1e542b060eeab719f3cdb7723 \
-    --hash=sha256:5d4147422d91ccdc2d2abf6ed24196025e020259d1d267970ae20c13c2ce84b1 \
-    --hash=sha256:6af347debc8b721aa72e48671166282da979d5e5ae52dbc660ab417282b48e23 \
-    --hash=sha256:6ba302115f63f6482c000ccfd62efdb6c41d9d182a5bcd4a90e7ab8cd13856eb \
-    --hash=sha256:6f7361d66cc801d9eb4df734b139cd7b0e3c257a16f3573ebd550ddb255549e6 \
-    --hash=sha256:715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7 \
-    --hash=sha256:71dddcebbc5a70e946a06c30b59b5dd7999c9833d307168f90fb4e4b672ab63e \
-    --hash=sha256:8150c569b2aa4573b51ba8475e814aa41fd53a3d510c1ffb96f1139f46faf611 \
-    --hash=sha256:8843bd9594e1387f1e601439e19ad73abdf57356104fd1e53a708255bb95a13d \
-    --hash=sha256:8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea \
-    --hash=sha256:972d0dbf283508f9bc446ee09c3838cb7c7f114b5bdceee41753288c97fe2f7c \
-    --hash=sha256:a28531cee2a5a42d89f9ba4da53bfeb15681f12acc0263476c8705380dadce07 \
-    --hash=sha256:a3be2072315982e232bfe49c9d3db0a59ba67b2240a537ef42656cc772a887c7 \
-    --hash=sha256:ac2804043bd1bc10b5da18f8f4c706877197263a510c41be9b4c0062f5783dcc \
-    --hash=sha256:afab8b4b1f4469c3879bb049dd039f8fce402712050324e9524a43d7324c5e87 \
-    --hash=sha256:b370d1620a34a4538ef66524fcee9de8171fa263c701036a92bc0b4c1f2f9c6d \
-    --hash=sha256:b8b0808dba0c63b7633bdaefb34e08fe0612622224f9feb0e7518904b1615101 \
-    --hash=sha256:bc7ca6a1a40e7e4c933017e6c09ef18032add793df4e42624c6c0c87e0bebdad \
-    --hash=sha256:caa65e1f5bf007430bf657c37cab7ab81a4ddf8d337e3062bcc5085d17ef038b \
-    --hash=sha256:d68c5a01a283cb13b79eafe016fe5869aa11bff8c46e7141c70aa0aac808010f \
-    --hash=sha256:da137802688190835b4c863cafa77fd7e29dff662ee6d905a9ffc14f00299c91 \
-    --hash=sha256:e56a20ab6cdb90a95b0c99652e28de3504ce77129087319c03c9098266183ae5 \
-    --hash=sha256:e878ccb7d20872065e1597935fdb5e65efa43220c8edd0d9c4a1a7ff1f3eb277 \
-    --hash=sha256:eba81e0b3011c1f23df7ea47ef4ffaa8239817959ae291515b6efd068bde2161 \
-    --hash=sha256:ed6d23a3f806898e69c77430ebd8da0c79c219f97b9acbc9a29a653e09740c59
+duckdb==1.5.2 \
+    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
+    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
+    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
+    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
+    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
+    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
+    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
+    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
+    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
+    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
+    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
+    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
+    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
+    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
+    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
+    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
+    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
+    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
+    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
+    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
+    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
+    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
+    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
+    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
+    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
+    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
+    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
+    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
+    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
+    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
+    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
+    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
+    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
+    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
+    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -560,9 +595,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.25.2 \
-    --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
-    --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
+filelock==3.29.0 \
+    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
+    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
     # via snowflake-connector-python
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
@@ -704,9 +739,9 @@ fsspec==2024.9.0 \
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.2 \
-    --hash=sha256:9a8113e1a88bdc09a7ff629707f2214d98d61c7f6ceb0ea38c42a095d02dc0f9 \
-    --hash=sha256:a4c226766d6af2580577db1f1a51bf53cd262f722b49731ce7414c43068a9594
+google-api-core[grpc]==2.30.3 \
+    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
+    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -716,9 +751,9 @@ google-api-core[grpc]==2.30.2 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+google-auth==2.53.0 \
+    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
+    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -730,9 +765,9 @@ google-auth==2.49.1 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
@@ -742,17 +777,17 @@ google-cloud-bigquery[pandas]==3.41.0 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.38.0 \
+    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
+    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.38.0 \
+    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
+    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
@@ -804,15 +839,15 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.9.0 \
+    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
+    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -882,6 +917,7 @@ grpcio==1.62.3 \
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -901,9 +937,9 @@ grpcio-status==1.62.3 \
     --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
     --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -913,101 +949,112 @@ h11==0.16.0 \
     # via
     #   httpcore
     #   uvicorn
-hiredis==2.4.0 \
-    --hash=sha256:06815c3b9bf7225c4dcc9dd9dfb5a9fa91b4f680104443ef3fcd78410d7eb027 \
-    --hash=sha256:070a0198401bc567709b9edff7f01e94c136dcca69d0ded4747b116bb0b8b577 \
-    --hash=sha256:082ba6a3189d59f44bf75ca2c0467cdbc67c860eacd4bf564b9a927471888603 \
-    --hash=sha256:0a87a249124666db2b795a0eb77cea5b8af8b148566616a681304826b4405869 \
-    --hash=sha256:1537d13eefe4f48cb979362264851ee90d2bb7a221c8c350e9ceeda9f0392228 \
-    --hash=sha256:168de1672bd73f7f3cdf0097084b4a71651ac35f7d99d0229ea8f223358d3a79 \
-    --hash=sha256:1bfa50491d3222e3c2297b52c14e835ac52702ac8a91ec3fc1ff5201912623bb \
-    --hash=sha256:1c0e706e0c3d1ec54d8243410e0fd5974b1c7b69db5c54cd9ae6a3a4b64fae33 \
-    --hash=sha256:1d16f5023c1d9971f284231eb7036a25d4d123138a5adc4512c92a73d83b9a77 \
-    --hash=sha256:2a21e2740c33347740dceb106b64b8a384e91da49aac7e8b3f2a25a9b33714b9 \
-    --hash=sha256:2b76a5600047387c73c1b3d950e4ae3feffaefd442b20ba2f5fea773881d9bcd \
-    --hash=sha256:2b90d9861673b0ba04651ade62e0fe568df71bbff8468657406848e9abf3650a \
-    --hash=sha256:2d7715598c9034369cf739475ccc2db53a8ca895ff398fef6b9c597c30960ea8 \
-    --hash=sha256:339f29542be968153afd6c6495c1222681c4b66b9a5a5573c11512378b7167c9 \
-    --hash=sha256:38dd931f1124bd9781d3027a0cd6fb6f5a75b5c4ba4fe5540584105239b1f901 \
-    --hash=sha256:39e1c7212dea1bbed0b075574808bc7c3192b324f54ea5d9ee522f6c35014ce7 \
-    --hash=sha256:3abc0936c1efc59b510c7eab3799119a6ce8da94cea1f891854a6c3678d711f0 \
-    --hash=sha256:3ced14fbec28fbabda7cb9f9094f2578c154c14f1a820a91c30fc8ee0bea1a0d \
-    --hash=sha256:400a42b8d16206e45c8223cdaf5acc35839e10c35383b3fba3f43e7eb315c213 \
-    --hash=sha256:468efdcbad7349a44aace693aed8324a01de180fcd4ef5513199eedb9b4341c8 \
-    --hash=sha256:469c1a85017abf11d854fb16eca9a4093ebe1f2dacf777fed869d726f02b1389 \
-    --hash=sha256:48baae8fbebf3b11660db6e51a55ff51516ed32edcd44a57f51ea9b373aca330 \
-    --hash=sha256:4bf4b8513cea6e04ddee1b578ab306fb8bfa84b2f7e92ee3dbaf65652abb07d1 \
-    --hash=sha256:4da6d881033a1bcb31bba152ea0925344127f0a98f86a6cf2ceb01cf6ecd29e2 \
-    --hash=sha256:52d92df0eb5bba7f31f302a08174d628956d7216453da9d96498da9341179288 \
-    --hash=sha256:54409fbefebe26274170c1c54e1852d310d84b85e405258aea6a78bec03b3eba \
-    --hash=sha256:5598afad9e2f8e4fc9a456d281a9cc80315b0e18f5064437223dbfe67f49bded \
-    --hash=sha256:5b0b2463906cc4119187dfaad493c48a7b2e17120946feb3eb7c2328c8cb4bca \
-    --hash=sha256:5bdb223e7c3b9470f126bb77879ee2593fd79b28e1e8b11ad9edd3f866556109 \
-    --hash=sha256:5cc3c59dd0cd67d0aa0481a43392848a60f1a81d12b38ce8d56d6a5d6c190de8 \
-    --hash=sha256:5e45171fd046bbed2ce6ac485071cd0575d18ae98b5bbcf6533356e443ec47ea \
-    --hash=sha256:6033cc6caaf056969af9ce372282a6ef2838559f2eadffe7ddb73bf65dcb27d6 \
-    --hash=sha256:605fe35ebb482b7c8d5daadcf3d264dc5edd205a352d89ee3a983861ef73cda8 \
-    --hash=sha256:6494120d0a0f46a1d7dfc7def55782782856bdd5acb2f6039fb1eafecea2c2c0 \
-    --hash=sha256:668b02556d12046e7ce94ded5bfe0ad9989d26e6977ecc55941b9a1a4a49d7d5 \
-    --hash=sha256:68e39d2c0beed53e5361caacd0de98f864b3532344edb79e27e62efba2262de5 \
-    --hash=sha256:6c3f8e0c3a0744d843e3044ea76db8aa996a6cc7541693111acc2c9c30a05182 \
-    --hash=sha256:6ceaf7c6b593bf62e0567fd16547727f502ed704352392708a57c65bfd2feb73 \
-    --hash=sha256:6dac8a5be01d92707409feec61b98721b7b5c3e77fe7e9e5c7cfb9fdd28385af \
-    --hash=sha256:6e38f66dd7fd07a9306ed37d6d02bc584b67e5945f2ddc98e5c78420cc66dbac \
-    --hash=sha256:7236b26828e005435fb3013894eed6a40c6f9b1b11a48391a904eee693ded204 \
-    --hash=sha256:737585b122fca03273bbf1f4e98909254dba6f8cd85f1cb566d6c890d0389277 \
-    --hash=sha256:764032f2222d70a130445fd332cf45d46d8226f4b3a7bf8abc314aa93d5a8212 \
-    --hash=sha256:76503a0edaf3d1557518127511e69e5d9fa37b6ff15598b0d9d9c2db18b08a41 \
-    --hash=sha256:83538638a788b7b4a0b02de0eedcf0e71ae27474b031276e4c8ca88285281a2e \
-    --hash=sha256:8767cae1474f8102ec3d362976f80c8dd4eafd4109c6072adee0a15e37ba919c \
-    --hash=sha256:87a8ece3e893f45354395c6b9dc0479744c1c8c6ee4471b60945d96c9b5ce6c2 \
-    --hash=sha256:8b88390a5e31572e05e8eab476ed3176cc3d2f9622ccc059398ffdb02aaefec4 \
-    --hash=sha256:90d7af678056c7889d86821344d79fec3932a6a1480ebba3d644cb29a3135348 \
-    --hash=sha256:98148ecaa7836f76ed33429e84a23253ac00acbad90c62b8b4ad0f61de31da2b \
-    --hash=sha256:9aabc6098ef00e158598489db5a8b9e12d57a55ea5a4ec35ba3b527dfb88d16e \
-    --hash=sha256:9ae4b19cab270fae77d7f944d56bbb308c9886d9577891b347a8deea75563995 \
-    --hash=sha256:9b4039cd40335f66e55a8bee314b6a795f169fb02d70215d482023ec74613371 \
-    --hash=sha256:9fc1a6c78197eff8b4d125bb98410b661e732f3ec563c03264d2d7378cf9e613 \
-    --hash=sha256:a40f1d985047fe4654a1afb4702cbe0daeacde3868d52be9e4652615d387e05b \
-    --hash=sha256:a459b7ff3d802792254d6fc6a622e53ca9cf9f002ed79db7e4dee536b2e20e5d \
-    --hash=sha256:a4f733882b67407d4b667eafd61fce86e8e204b158258cc1d0cb0843f6bb4708 \
-    --hash=sha256:a56a35e2e0b7eda39957ccd33059b79bb2fc57f54c501a917d1092c895f56d08 \
-    --hash=sha256:a5c3a32af789b0ec413a606c99b55579abbcb6c86220610a5c5041da8688e7ca \
-    --hash=sha256:a5d2776c7cd6a338cd9338fb50f2a38a7ca3e16250b40ab2d0c41eb1697ebc12 \
-    --hash=sha256:a816f732f695261798a8a0fc1e0232a3638933b8ddfc574c00f9ef70d9f34cb8 \
-    --hash=sha256:a9d559775a95aee0ff06c0aaac638691619d6342b7cde85c62ad228804f82829 \
-    --hash=sha256:ac9d91b4d9c306e66a1abd224524fada07684a57f7da72a675e4b8bee9302b38 \
-    --hash=sha256:ae340c41024b9be566f600f364c8d286217f2975fd765fb3fb4dd6dfbdbec825 \
-    --hash=sha256:aeb60452d5b6150075974bc36e1cc74a46bd4b125cd5e72a86a04f4d6abf4e67 \
-    --hash=sha256:aee6c4e8f670ea685345ce4ca01c574a52e0a4318af2b8cdd563de9567731056 \
-    --hash=sha256:b027b53adb1df11923753d85587e3ab611fe70bc69596e9eb3269acab809c376 \
-    --hash=sha256:b0adbe8f33f57f2b6bfa8a2ea18f3e4ed91676503673f70f796bfbd06a1a2214 \
-    --hash=sha256:b30dcfbc5ab2fc932a723a39c2cb52d4f5c8b1705aa05a0bae23f28f70e06982 \
-    --hash=sha256:b385fc7fc7b0811c3fcac4b0a35e5606eca693efba0d1446623ef0158a078034 \
-    --hash=sha256:b4e5e9d1f84bbc01bf6a32a4704920c72e37d9090b3e0e29bd1574d06b3249f1 \
-    --hash=sha256:b50ad622d8a71c8b72582dc84a990f3f079775edc1bcf0f43ed59bb2277fca2f \
-    --hash=sha256:b544a1a78e0812134572cc13f5ee330bfb6bfe6dda58d2e26c20557bb0e0cec9 \
-    --hash=sha256:b8472151e6f7ae90d7fd231a1ac16d2e628b93ce20d0f8063da25bd8bfdeb9e5 \
-    --hash=sha256:b868b7fc24dd8ab4762b59a533bdbd096ebba7eabc853c7f78af8edce46d1390 \
-    --hash=sha256:b8eee5d25efee64e172ed0d60ebcf6bca92b0b26a7fd048bb946b32fb90dbdc0 \
-    --hash=sha256:bae7f07731c6c285b87111c7d5c5efa65f8b48016a98bcc57eebc24a3c7d854d \
-    --hash=sha256:beb0f7f8371d933072e9bdc00c6df7eb5fdf76b93f08bfe73094f60c3f011f57 \
-    --hash=sha256:c2676e2a934e046200faf0dc26ffa48c4989c3561c9bb97832e79969a41b2afe \
-    --hash=sha256:c77113fbdbd7ca5de72dd3b7d113856609a1b878f6164de09dd95d12e6a51de2 \
-    --hash=sha256:c85110f536e59fe19ea4b002d04228f57f55462add1630a0785cd6ec62e70415 \
-    --hash=sha256:c9f8827cd7a84f5344779754ebb633bca71c470e028f92ecc959e666ef5c5e3c \
-    --hash=sha256:cb62c82a2518b8446be1cc5eb4319e282776bf96fdb2964e81ff2c15d632248b \
-    --hash=sha256:d5c711c8ca8d5767ed8ecd5fb5602c12eaf8fb256a5f4308ae36f2dc79e6f853 \
-    --hash=sha256:d851b7ff732ebc9d823de3c7cc95a5ed4261a0226acd46861a18369ac9568f36 \
-    --hash=sha256:e2a917ab420cd88b040ec85b5abc1244ab82b34d56461e2ffff58e0c7d018bae \
-    --hash=sha256:e3215b43632a23b5b99165097949ce51dd093ab33d410bcf8aa901cdbc64d9cd \
-    --hash=sha256:e71386f89dc2db805b4c9518dee6d81abddb8e79e4d9313cecdb702c924b8187 \
-    --hash=sha256:f34b39057956305935c71f51a0860709b6124c92281dc03841587dd45a86322c \
-    --hash=sha256:f44715d6a3313d614ff7550e52ecff67a283776909d960f338701b57e6013542 \
-    --hash=sha256:f74bfa9f1b91718d6664d4708d092f7d44e2f0f825a5fab82819d43d41e0302d \
-    --hash=sha256:f76fcf2867d19259b53680c08314435b46f632d20a4d7b9f0ccbb5dd3e925e79 \
-    --hash=sha256:fa4842977924209ae653e856238a30b1c68e579ecde5cf1c16c4de471b35cec7 \
-    --hash=sha256:fc8d3edbc9f32da930da6ea33d43ce0c3239e6b2018a77907fbf4e9836bd6def
+hiredis==3.3.1 \
+    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
+    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
+    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
+    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
+    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
+    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
+    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
+    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
+    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
+    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
+    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
+    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
+    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
+    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
+    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
+    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
+    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
+    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
+    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
+    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
+    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
+    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
+    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
+    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
+    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
+    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
+    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
+    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
+    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
+    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
+    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
+    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
+    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
+    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
+    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
+    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
+    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
+    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
+    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
+    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
+    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
+    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
+    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
+    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
+    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
+    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
+    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
+    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
+    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
+    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
+    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
+    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
+    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
+    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
+    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
+    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
+    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
+    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
+    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
+    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
+    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
+    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
+    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
+    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
+    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
+    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
+    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
+    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
+    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
+    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
+    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
+    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
+    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
+    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
+    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
+    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
+    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
+    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
+    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
+    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
+    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
+    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
+    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
+    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
+    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
+    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
+    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
+    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
+    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
+    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
+    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
+    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
+    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
+    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
+    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
+    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
+    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
+    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
+    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
+    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
+    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
+    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
+    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
+    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
+    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
@@ -1072,9 +1119,9 @@ ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   httpx
@@ -1110,105 +1157,105 @@ kubernetes==35.0.0 \
     --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
     --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
     # via feast (pyproject.toml)
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1301,9 +1348,9 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+mcp==1.27.1 \
+    --hash=sha256:0f47e1820f8f8f941466b39749eb1d1839a04caddca2bc60e9d46e8a99914924 \
+    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -1577,129 +1624,129 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.0 \
-    --hash=sha256:002b613ae19f4ac7d18b7e168ffe1cb9013b37c57f7411984abbd3b817b0a214 \
-    --hash=sha256:00e047c74d3ec6e71a2eb88e9ea551a2edb90c21f993aefa9e0d2a898e0bb732 \
-    --hash=sha256:02cca0761c75b42a20a2757ae58713276605eb29a08dd8a6e092aa347c4115ca \
-    --hash=sha256:0ecd63f75fdd30327e4ad8b5704bd6d91fc6c1b2e029f8ee14705e1207212489 \
-    --hash=sha256:0f42dfaab7ec1baff3b383ad7af562ab0de573c5f6edb44b2dab016082b89948 \
-    --hash=sha256:1973868d2adbb4584a3835780b27436f06d1dc606af5be09f187aaa25be1070f \
-    --hash=sha256:26c8b52627b6552f47ff11adb4e1509605f094e29815323e487fc0053ebe93d1 \
-    --hash=sha256:2721f0ce49cb74a38f00c50da67cb7d36317b5eda38877a49614dc018e91c787 \
-    --hash=sha256:2fcedb16d456106e545b2bfd7ef9d24e70b38ec252d2a629823a4d07ebcdb69e \
-    --hash=sha256:31b5dbb55293c1bd27c0fc813a0d2bb5ceef9d65ac5afa2e58f829dab7921fd5 \
-    --hash=sha256:34506397dbf40c15dc567635d18a21d33827e9ab29014fb83d292a8f4f8953b6 \
-    --hash=sha256:367e5c993ba34d5054d11937d0485ad6dfc60ba760fa326c01090fc256adf15c \
-    --hash=sha256:379edf079ce44ac8d2805bcf9b3dd7340d4f97aad3a5e0ebabbf9d125b84b442 \
-    --hash=sha256:39362cdb4ba5f916e7976fccecaab1ba3a83e35f60fa68b64e9a70e221bb2436 \
-    --hash=sha256:4525e7010b1b38334516181c5b81e16180b8e149e6684cee5a727c78186b4e3b \
-    --hash=sha256:47781555a7aa5fedcc2d16bcd72e0dc83eb272c10dd657f9fb3f9cc08e2e6abb \
-    --hash=sha256:49d11c6f573a5a08f77fad13faff2139f6d0730ebed2cfa9b3d2702671dd7188 \
-    --hash=sha256:555493c44a4f5a1b58d611a43333e71a9981c6dbe26270377b6f8174126a0526 \
-    --hash=sha256:555658c611099455b2da507582ea20d2043dfdfe7f5ad0add472b1c6238b433f \
-    --hash=sha256:697f102c5c1d526bdd761a69f17c6070f9892eebcb94b1a5963d679288c09e78 \
-    --hash=sha256:76a70bf840495729be47510856b978f1b0ec7d08f257ca38c9d932720bf6b43e \
-    --hash=sha256:7d3243c406773185144527f83be0e0aefc7bf4601b0b2b956665608bf7c98a83 \
-    --hash=sha256:931a7630bba591593dcf6e97224a21ff80fb357e7982628d25e3c618e7f598ef \
-    --hash=sha256:9804c3ad27f78e54e58b32e7cb532d128b43dbfb9f3f9f06262b821a0f6bd3f5 \
-    --hash=sha256:a17c5d0bdcca61ce24a35beb828a2d0d323d3fcf387d7512206888c900193367 \
-    --hash=sha256:a6e0641147cbfa7e4e94efdb95c2dab1aff8cfc159ded13e07f308ddccc8c48e \
-    --hash=sha256:a79c1eba7ac4209f2d850f0edd0a2f8bba88cbfdfefe6fb76a19e9d4fe5e71a2 \
-    --hash=sha256:a9336b5e6712f4adaf5afc3203a99a40b379049104349d747eb3e5a3aa23ac2e \
-    --hash=sha256:b20c8b0fd5877abdf402e79a3af987053de07e6fb208c18df6659f708b535134 \
-    --hash=sha256:b3a49064504be59e59da664c5e149edc1f26c67c4f8e8456f6ba6aba55033018 \
-    --hash=sha256:b503ab55a836136b619b5fc21c8803d810c5b87551af8600b72eecafb0059cb0 \
-    --hash=sha256:bd0212976dc57a5bfeede7c219e7cd66568a32c05c9129686dd487c059c1b88a \
-    --hash=sha256:c70380fe5d64010f79fb863b9081c7004dd65225d2277333c219d93a10dad4dd \
-    --hash=sha256:d99f515f95fd03a90875fdb2cca12ff074aa04490db4d190905851bdf8a549a8 \
-    --hash=sha256:e80cf77847d0d3e6e3111b7b25db32a7f8762fd4b9a3a72ce53fe16a2863b281 \
-    --hash=sha256:eb96c84efcc33f0b5e0e04beacf00129dd963b67226b01c00b9dfc8affb464c3 \
-    --hash=sha256:ebea00201737ad4391142808ed16e875add5c17f676e0912b387739f84991e13 \
-    --hash=sha256:efe8d70949c3023698c3fca1e94527e7e790a361ab8116f90d11221421cd8726 \
-    --hash=sha256:f13b3e41bce9d257eded794c0f12878af3129d80aacd8a3ee0dee51f3a978651 \
-    --hash=sha256:f194db59657c58593a3c47c6dfd7bad4ef4ac12dbc94d01b3a95521f78177e33 \
-    --hash=sha256:f49590891d2c2f8a9de15614e32e459a794bcba84693c2394291a2038bbaaa69 \
-    --hash=sha256:f75ff57defcd0f1d6e006d721ccdec6c88d4f6a7816eb92f1c4890d979d9ee62 \
-    --hash=sha256:f799d9db89fc00446f03281f84a221e50018fc40113a3ba9864b132895619ebe \
-    --hash=sha256:f8426d4d75d68714abc17a4292d922f6ba2cfb984b72c2278c437f6dae797865
+mypy==2.1.0 \
+    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
+    --hash=sha256:0b1a5260c95aa443083f9ed3592662941951bca3d4ca224a5dc517c38b7cf666 \
+    --hash=sha256:11a6beb180257a805961aea9ec591bbd0bd17f1e18d35b8456d57aee5bedfedc \
+    --hash=sha256:1a293c534adb55271fef24a26da04b855540a8c13cc07bc5917b9fd2c394f2ca \
+    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
+    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
+    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
+    --hash=sha256:3712c20deed54e814eaaa825603bada8ea1c390670a397c95b98405347acc563 \
+    --hash=sha256:47cebf61abde7c088a4e27718a8b13a81655686b2e9c251f5c0915a802248166 \
+    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
+    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
+    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
+    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
+    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
+    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
+    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
+    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
+    --hash=sha256:7406f4d048e71e576f5356d317e5b0a9e666dfd966bd99f9d14ca06e1a341538 \
+    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
+    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
+    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
+    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
+    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
+    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
+    --hash=sha256:8ef78c1d306bbf9a8a12f526c44902c9c28dffd6c52c52bf6a72641ce18d3849 \
+    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
+    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
+    --hash=sha256:a683016b16fe2f572dc04c72be7ee0504ac1605a265d0200f5cea695fb788f41 \
+    --hash=sha256:aea7f7a8a55b459c34275fc468ada6ca7c173a5e43a68f5dbe588a563d8a06b8 \
+    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
+    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
+    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
+    --hash=sha256:c209a90853081ff01d01ee895cafe10f7db1474e0d95beaeef0f6c1db9119bbd \
+    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
+    --hash=sha256:c989640253f0d76843e9c6c1bbf4bd48c5e85ada61bde4beb37cb3eca035685e \
+    --hash=sha256:d57a90ae5e872138a425ec328edbc9b235d1934c4377881a33ec05b341acc9a8 \
+    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
+    --hash=sha256:e0210d626fc8b31ccc90233754c7bc90e1f43205e85d96387f7db1285b55c398 \
+    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
+    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
+    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
+    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
+    --hash=sha256:fcaa0e479066e31f7cceb6a3bea39cb22b2ff51a6b2f24f193d19179ba17c389 \
+    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -1711,9 +1758,9 @@ oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
@@ -1787,9 +1834,9 @@ pandas==2.3.3 \
     #   pandas-gbq
     #   pymilvus
     #   snowflake-connector-python
-pandas-gbq==0.34.1 \
-    --hash=sha256:6bea5b85937251b976cf9db38151ea59abbff98771179183488d4614694bff67 \
-    --hash=sha256:b74932c6ee35dfc81582f39c792e3a68c9ef9bee8c85f25667d9d05dfadd0daf
+pandas-gbq==0.35.0 \
+    --hash=sha256:258de481019566611031919997bf9c1ece4ca30a4dd02d3fc3664b251d446182 \
+    --hash=sha256:596c908487ef0649a161e86ef272c00c267e581b95dc5ee0dc3518545b33bcfc
     # via google-cloud-bigquery
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -1799,163 +1846,160 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-platformdirs==4.9.4 \
-    --hash=sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934 \
-    --hash=sha256:68a9a4619a666ea6439f2ff250c12a853cd1cbd5158d258bd824a7df6be2f868
+platformdirs==4.9.6 \
+    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
+    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
     # via snowflake-connector-python
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
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+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.0 \
+    --hash=sha256:38e5696342835b08fc116f30a25665b29531cda9d5d5643e9b81fc312385abd9 \
+    --hash=sha256:a630604310899e73c59ec302e5765c058d412b2f090b9c79c8822589f14955b8
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.34.1 \
+    --hash=sha256:34b84ce27680df7cca9f231043ada0daa55d0c44a2ddfaa58ec1d0d89d8bf60a \
+    --hash=sha256:403b093a6e28a960372b44e5eb081775c9b056e816a8029c61231743d63f881a \
+    --hash=sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b \
+    --hash=sha256:8ff40ce8cd688f7265326b38d5a1bed9bfdf5e6723d49961432f83e21d5713e4 \
+    --hash=sha256:9ce42245e704cc5027be797c1db1eb93184d44d1cdd71811fb2d9b25ad541280 \
+    --hash=sha256:bb3812cd53aefea2b028ef42bd780f5b96407247f20c6ef7c679807e9d188f11 \
+    --hash=sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7 \
+    --hash=sha256:e97b55646e6ce5cbb0954a8c28cd39a5869b59090dfaa7df4598a7fba869468c
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -2001,61 +2045,61 @@ psycopg[c, pool]==3.2.5 \
 psycopg-c==3.2.5 \
     --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==23.0.1 \
-    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
-    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
-    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
-    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
-    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
-    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
-    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
-    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
-    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
-    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
-    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
-    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
-    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
-    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
-    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
-    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
-    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
-    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
-    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
-    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
-    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
-    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
-    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
-    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
-    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
-    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
-    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
-    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
-    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
-    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
-    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
-    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
-    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
-    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
-    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
-    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
-    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
-    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
-    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
-    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
-    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
-    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
-    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
-    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
-    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
-    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
-    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
-    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
-    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
-    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
+pyarrow==24.0.0 \
+    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
+    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
+    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
+    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
+    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
+    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
+    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
+    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
+    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
+    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
+    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
+    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
+    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
+    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
+    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
+    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
+    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
+    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
+    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
+    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
+    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
+    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
+    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
+    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
+    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
+    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
+    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
+    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
+    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
+    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
+    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
+    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
+    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
+    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
+    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
+    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
+    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
+    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
+    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
+    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
+    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
+    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
+    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
+    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
+    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
+    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
+    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
+    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
+    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
+    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -2080,141 +2124,140 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
     #   pydantic-settings
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
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+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.14.1 \
+    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
+    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
     # via
     #   fastapi-mcp
     #   mcp
@@ -2239,13 +2282,13 @@ pymilvus==2.5.18 \
     --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
     --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
     # via feast (pyproject.toml)
-pymysql==1.1.2 \
-    --hash=sha256:4961d3e165614ae65014e361811a724e2044ad3ea3739de9903ae7c21f539f03 \
-    --hash=sha256:e6b1d89711dd51f8f74b1631fe08f039e7d76cf67a42a323d3178f0f25762ed9
+pymysql==1.1.3 \
+    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
+    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
     # via feast (pyproject.toml)
-pyopenssl==26.0.0 \
-    --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
-    --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -2264,13 +2307,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.29 \
+    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
+    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2353,9 +2396,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==4.6.0 \
-    --hash=sha256:585dc516b9eb042a619ef0a39c3d7d55fe81bdb4df09a52c9cdde0d07bf1aa7d \
-    --hash=sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c
+redis==7.4.0 \
+    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
+    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2363,9 +2406,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2381,9 +2424,9 @@ requests-oauthlib==2.0.0 \
     # via
     #   google-auth-oauthlib
     #   kubernetes
-rich==14.3.3 \
-    --hash=sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d \
-    --hash=sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
+    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
     # via
     #   fastapi-mcp
     #   ibis-framework
@@ -2529,109 +2572,109 @@ six==1.17.0 \
     # via
     #   kubernetes
     #   python-dateutil
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.5.0 \
+    --hash=sha256:0c92794e56faaafbdf6fedfa0473bd29f40ea89ad258b322c92b27b27f57bc35 \
+    --hash=sha256:16311dc9c4a0e2d6cd14ecd43f1f607e291ba5397832123a0b04a326897ef8b0 \
+    --hash=sha256:1897be7487587d9ce7feae132a288e714b3b07f3b3f3404e62b6dfcebde94bb9 \
+    --hash=sha256:206ea5e947ac346d121dd344048b7dd1b2ab4a0da03375ce3d90321a8ce598db \
+    --hash=sha256:2c04c2a7ee5a183be1204417077584c07569e66997e8d093403bb1604b5463bd \
+    --hash=sha256:34fbeb3f8ad26f34659c687cb27136d8eb9aea1ac65bc4b8b32091dc727f1f14 \
+    --hash=sha256:376eb9d956f6b9287df448e483ec862b94fb9ccb06cefc945b68ddac1c7d1c48 \
+    --hash=sha256:39c2b9d17da9a23475ad52a8e7b389001d7277bf400428c4c6af6bd1099bc62e \
+    --hash=sha256:4870858f2fa312343b0063fb4da57b3e893d80aa00e371bc637981f3eed9c254 \
+    --hash=sha256:56baa39a1fa9f0cdcdad3da022508396268d0bf6bb6df28087b02e4826e88bd1 \
+    --hash=sha256:583adc49b38316d3023dc80bef81a27a3027a2f8109a36e69a0083785b7f8662 \
+    --hash=sha256:5f73f1b0ed24e01d9dd627b088cc83e62e81ea5b19bee679946941f6d1947ef9 \
+    --hash=sha256:64ec9b5dddf19c7f4ce4355d1b8e16239a26d1d161d92219919953510664269c \
+    --hash=sha256:6bb323323c573c903500e1c654f71c0aad7b62149e2f719c611377fac9c05833 \
+    --hash=sha256:7badadc59d7e75550c7f35bdb9414895cae5898a4f9901b02231d0eaa694a4a0 \
+    --hash=sha256:81bfdbd865fceb5e9ac1969976c8f635e21185c06d97a31cac8ca3a4b4697b1d \
+    --hash=sha256:92d865b9b60a767a55787540dbf04b3074a7b1a728f24ddbec2bbcf257215625 \
+    --hash=sha256:93febe6d69c4dc46a64d16a0b6ed65b523d869f1691ead791eb22ebd8b6725ce \
+    --hash=sha256:9a17b5a8e43611bd7eae289de2b8f71679bb386b8d82036f0b36436827308f81 \
+    --hash=sha256:9c0cc17ceb915842dfdee7baaccbdcd5b5e3de06977231b8a31704c2ed8532d8 \
+    --hash=sha256:a1aa9128aa43d09771e845a1af1fc2a5d5a014ab0bea8bea4b72501662ba601f \
+    --hash=sha256:a28a9391b464f9060304d8468a24bff6a2d13bf5801c92fbf8c05907e5fb06f4 \
+    --hash=sha256:d7f5e2ea42521c033c4ac0e60685c50a47082715eb57cdaf92b438d9bb44d220 \
+    --hash=sha256:e4481849c65d4eeaef89efd589c7690bc51d7535524f278dde9b29012fdf5084 \
+    --hash=sha256:ee03a9b8f61192d72374e3785650460ed0c996c7153a8b38140be6e162ac4fb1
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
     # via feast (pyproject.toml)
-sqlglot==30.2.1 \
-    --hash=sha256:ef4a67cc6f66a8043085eb8ea95fa9541c1625dffa9145ad4e9815a7ba60a199 \
-    --hash=sha256:f23d9ee9427ef9d20df15f9b0ffa57d9eb45e52b012219a349d1e6b50ed926d1
+sqlglot==30.8.0 \
+    --hash=sha256:1c5f93fb742dd9aaa75eee6bb33a637794a858b9a86375fac23a2dc0f7bc127e \
+    --hash=sha256:af903378c331d5b72277a1b41118f07bc3e50cf4478e2d47eed12c96ee6a22a4
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.4 \
+    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2701,9 +2744,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2718,17 +2761,17 @@ tqdm==4.67.3 \
     # via
     #   feast (pyproject.toml)
     #   milvus-lite
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
-typer==0.24.1 \
-    --hash=sha256:112c1f0ce578bfb4cab9ffdabc68f031416ebcc216536611ba21f04e9aa84c9e \
-    --hash=sha256:e39b4732d65fbdcde189ae76cf7cd48aeae72919dea1fdfc16593be016256b45
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
-types-pymysql==1.1.0.20251220 \
-    --hash=sha256:ae1c3df32a777489431e2e9963880a0df48f6591e0aa2fd3a6fabd9dee6eca54 \
-    --hash=sha256:fa1082af7dea6c53b6caa5784241924b1296ea3a8d3bd060417352c5e10c0618
+types-pymysql==1.1.0.20260518 \
+    --hash=sha256:39a2448c4267dc4551e0824d2bfaecf7dfd171e89e6dbba90f4d4d45d55e4342 \
+    --hash=sha256:cf697ce4e44124fc859e8e8a7f047c1dc864745c3c628b85a51b3ee01502ef98
     # via feast (pyproject.toml)
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -2759,95 +2802,93 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
+ujson==5.12.1 \
+    --hash=sha256:07f307780f85b49cba93f291718421b6f5f3b627a323b431fad937a18f6587cb \
+    --hash=sha256:080bc65ac7c0a6314d45d55b6171d3a48b1aeaf89895654d625b291cfe46309f \
+    --hash=sha256:0be2b4f2f547b9f0f3d902640e410e5a2fc851576cbe033c88445a23e3e7aef1 \
+    --hash=sha256:10f44bd08ae52ee23ca6e8b472692e5da1768af2d53ff1bad6f40b532e0bc7ee \
+    --hash=sha256:12e99e49c62322ed0394c914aff15403ba7ede0b74f05a0faa4ec12c7d17a139 \
+    --hash=sha256:191d2077fd53441599a2efd3dcc205b9cc5f3a4d685a76e9f73f4b6c19aee0c9 \
+    --hash=sha256:19ea07e29a45d199f926aadf93a9974128438c01b83141fba32477c0ee604b33 \
+    --hash=sha256:1a09636220f26c66f80c6c6283023cb53120e843825f890be92696cd1aa43f39 \
+    --hash=sha256:1c335caea51c31494e514b82d50763b9792d3960d2c7d9fdb6b6fb8ed50ebdd0 \
+    --hash=sha256:251ba8229e19b4b0b3efb5e7e3ddfa67c5c466aa492707bc3f6568bf714604dc \
+    --hash=sha256:26dcb43869057373048cbd2678293c5b0f962d5774cc76fc9488564a209bcbf2 \
+    --hash=sha256:289f13095764d03734adfa10107da9b530ceb64dc1b02a5f507588d978d5b7df \
+    --hash=sha256:29d1d64ed2c3c17666f4f0e15462800f3477255dc53667ad5d099277866c5666 \
+    --hash=sha256:2cfbd6b0c677d5d053964b8f98d8bb1af10c591c8c24454bcd40006ac8ba18db \
+    --hash=sha256:3a6efff7dc6515416366819de4a1bc449b77107c5b48508b101fd40f7f8bec08 \
+    --hash=sha256:3e30fa6bc7156ed709e13f8b52e917db08fbfd611ba61346b62630974ec0ba8e \
+    --hash=sha256:427893168d074e59214b0ee058337c57f5bb80175cdd5b4799a9c931aae22022 \
+    --hash=sha256:45022aae09ac3d45bda6fbfc631088d1aff9a0465542d40bd6d295ced378c430 \
+    --hash=sha256:46315b82505c99101dcab3bd979f15fecfde85c02df7efbb4e428fa357665290 \
+    --hash=sha256:485f0182a0c0b54c304061cdc826d8343ce595c4055f7a24e72772a8520e5f7b \
+    --hash=sha256:49dd9c378e1c8e676785ff2b62cb490074229f15ab54abf45b623713cb2c36b5 \
+    --hash=sha256:4e12ca368b397aed7fa1eec534ea1ba8d94977b376f9df3e93ae1acfd004ec40 \
+    --hash=sha256:4ea0c490c702c20495e97345acfcf0c2f3153e658ef537ff111929c48b89e10a \
+    --hash=sha256:4f39ba3b65cc637b59731532f7e7c807786bff1d0332ab2d5b96a04d2584d78f \
+    --hash=sha256:50d07e79ec70d32b4fbe18ab706ed0b172be08710d5901b9d067d7951bfaa164 \
+    --hash=sha256:558673c6c3a2309775683ca96d5f1e4cd99889f71b1ba5cb6be8aa37ae67f9e0 \
+    --hash=sha256:5b7e96406c301a1366534479a7352ec40ec68bb327c0c119091635acd5925e35 \
+    --hash=sha256:5dc91fa06ea35920b704fd9d70871897680145998071cfbf5ee3e19f2c9fc242 \
+    --hash=sha256:66005b49c753a1b9f2f8853919dc58e1e6bd66846ea341a33afa76c6d7602485 \
+    --hash=sha256:696224d4cfb8883fa5c0285dff31e5ce924704dd9ccd38e9ea8b5bf4a42b12fc \
+    --hash=sha256:6cc6ea753b7303fa5629fa9ac9257ea4b001c4d72583b2bb36ff1855a07db49f \
+    --hash=sha256:6d8827904358d7da59ccf2e1fd8de59e78248036d17fecc0462e62c6721f1102 \
+    --hash=sha256:6f19e9a407a24230df0cc1ec1c0f5999872ba526b14a780f80ad6479f5eed9bc \
+    --hash=sha256:71bdb5d10c6d7e710cfa78e743d9fb79a37c7c66fa916cd287bffbaa520f5abe \
+    --hash=sha256:727e983ef27892d86ee2d28fd517eeb02b2c1165aafcbe929dce988aeee81bfe \
+    --hash=sha256:757f2026bef09d231d63a2250a2c7ad21ea1c9cb1ded6480659d202c4e2ef09e \
+    --hash=sha256:758e5c8fbe4e6d483041e03b307b01fb5d2f2dd4452d4d4b927ab902e188939e \
+    --hash=sha256:7642a41520ac1b2bc25ea282b66b8da522cc43424442e6fb5e039be4d4f96530 \
+    --hash=sha256:77a71fe53427a0cf49d56eafd801d9f7e203b784b7f99cc717783fd6f6f7b732 \
+    --hash=sha256:7957b64583793042521f7f7c71c01626b3d32a17528eaab980eb8cdc3d4eec68 \
+    --hash=sha256:7bba5ab7965619db7d6f5503133b8e2d8bfce9bb6754224ca64d19261cc52f7c \
+    --hash=sha256:7dc5cf44ea42365cd1b66e6ed3fc6ca040c86587b024a6659b98e99d31cff2cd \
+    --hash=sha256:7e31afad20cd6837a5ac6965d95b44b0ff06e42a82b01a8d3dc606a07f0b7a2a \
+    --hash=sha256:80f58ae2be100da0f525330ee274accd8892d1c125fea75076f60539d9a5f9cd \
+    --hash=sha256:8416bb724db9accfa97bdb77245952494b1800c23e42defd46afb5c661c9af19 \
+    --hash=sha256:8aa731138d6dfca4ab84501b72384e6c544bfb48cb87a0dd4d304df3246cac25 \
+    --hash=sha256:8b657e870c77aaacdeea86cfad3e6d2ef9b52517e45988c9c367f7ee764fe4dd \
+    --hash=sha256:8df5d984ff4ac1ef292d70f30da03417038a7e1e0bc272d28ca9d34f02f41682 \
+    --hash=sha256:949cb4863a5d4847edeb47c5364b334e8cadf23a7cbdaa547d86098a4b093106 \
+    --hash=sha256:9523d67d45334f9a1d62e423bd72be62b58d2289a50420ffffa9363763eab73f \
+    --hash=sha256:963287e4b1bc463735c4056968a2dfa59bb831b6daba68bddd14f451191fe9e5 \
+    --hash=sha256:984b5a99d1e0a037c2046c3c4b34cec832565d62d5017be0a035bf3cbfab72dc \
+    --hash=sha256:a7a81724d5d90a2da7155d15d8b156ce57eaed7cdd622df813f36a8e612fd4c8 \
+    --hash=sha256:b21b4c680594c8686bcd4cdda0fd3ea2567b9d42bcf1d1e3d92d39bcdb02e8f1 \
+    --hash=sha256:b22aa0f644516d3d5b29464949e4b23fe784f84b4a1030ab9ac3cb42aaedabb1 \
+    --hash=sha256:b2c419bf42ae40963fc27f70c59e24e9a97f5cf168dbce2c572f3c0ce3595912 \
+    --hash=sha256:b5db0849c0e3da54822a5834f2dc51d7c51072d7f7d665014ee34600dc10889b \
+    --hash=sha256:b6afa86c117b66034004ee83c5149c6dccf7cb88941f9d3a1640c7076577f2d4 \
+    --hash=sha256:bca3f04b2f590a8211acdc3ca06649b65a7ed1e999437dccf095310be9d3ba4e \
+    --hash=sha256:bdc6b277dcd27663f7fb76b6a5088424c66e0407c23e9884f80cd733f7d71b19 \
+    --hash=sha256:c4bdc052a5d097f0a2e56d93aed97355f9f7a62ef9baa4f8517e43245434af9c \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba \
+    --hash=sha256:c8e626b6bc9bdd2e8f7393b7d99f3daa2ca4022e6203662e70de7bb3604b21b9 \
+    --hash=sha256:cec6b9b539539affc1f01a795c99574592a635ce22331b64f2b42e0af570659e \
+    --hash=sha256:d57d731ecf492d3d011e65369f8330654f0875b19f646be5270d478e843d3b81 \
+    --hash=sha256:d90d27953716ef206c42f166932b3dbb264dc638bbf32acae81b216ae35f566d \
+    --hash=sha256:dc26caebea90425662ef0b979f945f6ac832651881107d6ec9a3c4d4a4ba929c \
+    --hash=sha256:e08d9e096c416ddc34519241f97c201258b42639f2012d9547d8ae32921800dd \
+    --hash=sha256:e3c9c894971f4ada3ded16a804ed4640e1f2b3e5239beaeec7c48296f39f4232 \
+    --hash=sha256:e4b0c9f6a56aa94bb98b403e1f57a866f0b43abaa89757b24d4a4b3cd8643ced \
+    --hash=sha256:ea3bed53d2ea8e5642e814a9e41f3e29420a8067874ba03ace8c0462e160490c \
+    --hash=sha256:ee83fbac03a0896faf190177c938f94eb610b798d495a19d50997242c4eca685 \
+    --hash=sha256:f48ef8a16f1d85bd7982beac7adfd3fb704058631db84c1c61c8a1b7072b1508 \
+    --hash=sha256:f6074d3d3267ba1914c624b6e1fa3d8152648ff36b0ab77ddf83b92db488c30d \
+    --hash=sha256:f67c5f0d64eba0fbbd6d2d6a79b0c43c5bc06f27564378fd5d716e0d40360068 \
+    --hash=sha256:f75caed5b6d1fc271bb720a780c4199914267f7b865f9bf17826c4feccea582c
     # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
@@ -2915,116 +2956,114 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
@@ -3306,7 +3345,7 @@ yarl==1.23.0 \
     --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
     --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
     # via aiohttp
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
diff --git a/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt b/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
index f1eaaa0c05a..280bb1f4f7e 100644
--- a/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
@@ -4,6 +4,41 @@
 #
 #    pybuild-deps compile --generate-hashes --output-file=sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
 #
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
@@ -214,9 +249,9 @@ cython==3.2.4 \
     # via
     #   pyarrow
     #   uvloop
-dunamai==1.26.0 \
-    --hash=sha256:5396ac43aa20ed059040034e9f9798c7464cf4334c6fc3da3732e29273a2f97d \
-    --hash=sha256:f584edf0fda0d308cce0961f807bc90a8fe3d9ff4d62f94e72eca7b43f0ed5f6
+dunamai==1.26.1 \
+    --hash=sha256:2727d939c5b4257cb01ea404372803b477f5176e5a347c43beaf89cd5072e853 \
+    --hash=sha256:3b46007bd65b00b4824ead0a1aee365fd22d0ec2b9c219497d4fd48f52860c8b
     # via uv-dynamic-versioning
 expandvars==1.1.2 \
     --hash=sha256:6c5822b7b756a99a356b915dd1267f52ab8a4efaa135963bd7f4bd5d368f71d7 \
@@ -257,9 +292,9 @@ gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
     # via gitpython
-gitpython==3.1.46 \
-    --hash=sha256:400124c7d0ef4ea03f7310ac2fbf7151e09ff97f2a3288d64a440c584a29c37f \
-    --hash=sha256:79812ed143d9d25b6d176a10bb511de0f9c67b1fa641d82097b0ab90398a2058
+gitpython==3.1.50 \
+    --hash=sha256:80da2d12504d52e1f998772dc5baf6e553f8d2fcfe1fcc226c9d9a2ee3372dcc \
+    --hash=sha256:d352abe2908d07355014abdd21ddf798c2a961469239afec4962e9da884858f9
     # via pymilvus
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
@@ -314,6 +349,7 @@ hatchling==1.29.0 \
     #   pydantic-settings
     #   pygments
     #   python-multipart
+    #   redis
     #   referencing
     #   scikit-build-core
     #   starlette
@@ -326,97 +362,164 @@ jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
     # via uv-dynamic-versioning
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+libcst==1.8.6 \
+    --hash=sha256:04030ea4d39d69a65873b1d4d877def1c3951a7ada1824242539e399b8763d30 \
+    --hash=sha256:06fc56335a45d61b7c1b856bfab4587b84cfe31e9d6368f60bb3c9129d900f58 \
+    --hash=sha256:089c58e75cb142ec33738a1a4ea7760a28b40c078ab2fd26b270dac7d2633a4d \
+    --hash=sha256:08bd63a8ce674be431260649e70fca1d43f1554f1591eac657f403ff8ef82c7a \
+    --hash=sha256:0c13d5bd3d8414a129e9dccaf0e5785108a4441e9b266e1e5e9d1f82d1b943c9 \
+    --hash=sha256:0cbe17067055829607c5ba4afa46bfa4d0dd554c0b5a583546e690b7367a29b6 \
+    --hash=sha256:16cfe0cfca5fd840e1fb2c30afb628b023d3085b30c3484a79b61eae9d6fe7ba \
+    --hash=sha256:1a3a5e4ee870907aa85a4076c914ae69066715a2741b821d9bf16f9579de1105 \
+    --hash=sha256:1dc3b897c8b0f7323412da3f4ad12b16b909150efc42238e19cbf19b561cc330 \
+    --hash=sha256:203ec2a83f259baf686b9526268cd23d048d38be5589594ef143aee50a4faf7e \
+    --hash=sha256:207481197afd328aa91d02670c15b48d0256e676ce1ad4bafb6dc2b593cc58f1 \
+    --hash=sha256:25eaeae6567091443b5374b4c7d33a33636a2d58f5eda02135e96fc6c8807786 \
+    --hash=sha256:25fc7a1303cad7639ad45ec38c06789b4540b7258e9a108924aaa2c132af4aca \
+    --hash=sha256:2f04d3672bde1704f383a19e8f8331521abdbc1ed13abb349325a02ac56e5012 \
+    --hash=sha256:351ab879c2fd20d9cb2844ed1ea3e617ed72854d3d1e2b0880ede9c3eea43ba8 \
+    --hash=sha256:36473e47cb199b7e6531d653ee6ffed057de1d179301e6c67f651f3af0b499d6 \
+    --hash=sha256:3649a813660fbffd7bc24d3f810b1f75ac98bd40d9d6f56d1f0ee38579021073 \
+    --hash=sha256:375965f34cc6f09f5f809244d3ff9bd4f6cb6699f571121cebce53622e7e0b86 \
+    --hash=sha256:3a926a4b42015ee24ddfc8ae940c97bd99483d286b315b3ce82f3bafd9f53474 \
+    --hash=sha256:3f4fbb7f569e69fd9e89d9d9caa57ca42c577c28ed05062f96a8c207594e75b8 \
+    --hash=sha256:42a4f68121e2e9c29f49c97f6154e8527cd31021809cc4a941c7270aa64f41aa \
+    --hash=sha256:44f38139fa95e488db0f8976f9c7ca39a64d6bc09f2eceef260aa1f6da6a2e42 \
+    --hash=sha256:455f49a93aea4070132c30ebb6c07c2dea0ba6c1fde5ffde59fc45dbb9cfbe4b \
+    --hash=sha256:4d7bbdd35f3abdfb5ac5d1a674923572dab892b126a58da81ff2726102d6ec2e \
+    --hash=sha256:4fc3fef8a2c983e7abf5d633e1884c5dd6fa0dcb8f6e32035abd3d3803a3a196 \
+    --hash=sha256:536567441182a62fb706e7aa954aca034827b19746832205953b2c725d254a93 \
+    --hash=sha256:5432e785322aba3170352f6e72b32bea58d28abd141ac37cc9b0bf6b7c778f58 \
+    --hash=sha256:55ec021a296960c92e5a33b8d93e8ad4182b0eab657021f45262510a58223de1 \
+    --hash=sha256:59a7e388c57d21d63722018978a8ddba7b176e3a99bd34b9b84a576ed53f2978 \
+    --hash=sha256:5dcaaebc835dfe5755bc85f9b186fb7e2895dda78e805e577fef1011d51d5a5c \
+    --hash=sha256:6366ab2107425bf934b0c83311177f2a371bfc757ee8c6ad4a602d7cbcc2f363 \
+    --hash=sha256:6421a930b028c5ef4a943b32a5a78b7f1bf15138214525a2088f11acbb7d3d64 \
+    --hash=sha256:6609291c41f7ad0bac570bfca5af8fea1f4a27987d30a1fa8b67fe5e67e6c78d \
+    --hash=sha256:6a65f844d813ab4ef351443badffa0ae358f98821561d19e18b3190f59e71996 \
+    --hash=sha256:6aa11df6c58812f731172b593fcb485d7ba09ccc3b52fea6c7f26a43377dc748 \
+    --hash=sha256:6b23d14a7fc0addd9795795763af26b185deb7c456b1e7cc4d5228e69dab5ce8 \
+    --hash=sha256:6cad63e3a26556b020b634d25a8703b605c0e0b491426b3e6b9e12ed20f09100 \
+    --hash=sha256:6d8b67874f2188399a71a71731e1ba2d1a2c3173b7565d1cc7ffb32e8fbaba5b \
+    --hash=sha256:72cca15800ffc00ba25788e4626189fe0bc5fe2a0c1cb4294bce2e4df21cc073 \
+    --hash=sha256:7445479ebe7d1aff0ee094ab5a1c7718e1ad78d33e3241e1a1ec65dcdbc22ffb \
+    --hash=sha256:7f04febcd70e1e67917be7de513c8d4749d2e09206798558d7fe632134426ea4 \
+    --hash=sha256:8066f1b70f21a2961e96bedf48649f27dfd5ea68be5cd1bed3742b047f14acde \
+    --hash=sha256:819c8081e2948635cab60c603e1bbdceccdfe19104a242530ad38a36222cb88f \
+    --hash=sha256:85b7025795b796dea5284d290ff69de5089fc8e989b25d6f6f15b6800be7167f \
+    --hash=sha256:87e74f7d7dfcba9efa91127081e22331d7c42515f0a0ac6e81d4cf2c3ed14661 \
+    --hash=sha256:8a434c521fadaf9680788b50d5c21f4048fa85ed19d7d70bd40549fbaeeecab1 \
+    --hash=sha256:98fa1ca321c81fb1f02e5c43f956ca543968cc1a30b264fd8e0a2e1b0b0bf106 \
+    --hash=sha256:a20c5182af04332cc94d8520792befda06d73daf2865e6dddc5161c72ea92cb9 \
+    --hash=sha256:b0d8c364c44ae343937f474b2e492c1040df96d94530377c2f9263fb77096e4f \
+    --hash=sha256:b188e626ce61de5ad1f95161b8557beb39253de4ec74fc9b1f25593324a0279c \
+    --hash=sha256:b6c1248cc62952a3a005792b10cdef2a4e130847be9c74f33a7d617486f7e532 \
+    --hash=sha256:ba9ab2b012fbd53b36cafd8f4440a6b60e7e487cd8b87428e57336b7f38409a4 \
+    --hash=sha256:bb9b4077bdf8857b2483879cbbf70f1073bc255b057ec5aac8a70d901bb838e9 \
+    --hash=sha256:bdb14bc4d4d83a57062fed2c5da93ecb426ff65b0dc02ddf3481040f5f074a82 \
+    --hash=sha256:bff00e1c766658adbd09a175267f8b2f7616e5ee70ce45db3d7c4ce6d9f6bec7 \
+    --hash=sha256:c0a0cc80aebd8aa15609dd4d330611cbc05e9b4216bcaeabba7189f99ef07c28 \
+    --hash=sha256:c188d06b583900e662cd791a3f962a8c96d3dfc9b36ea315be39e0a4c4792ebf \
+    --hash=sha256:c41c76e034a1094afed7057023b1d8967f968782433f7299cd170eaa01ec033e \
+    --hash=sha256:c9d7aeafb1b07d25a964b148c0dda9451efb47bbbf67756e16eeae65004b0eb5 \
+    --hash=sha256:cb2679ef532f9fa5be5c5a283b6357cb6e9888a8dd889c4bb2b01845a29d8c0b \
+    --hash=sha256:da95b38693b989eaa8d32e452e8261cfa77fe5babfef1d8d2ac25af8c4aa7e6d \
+    --hash=sha256:e00e275d4ba95d4963431ea3e409aa407566a74ee2bf309a402f84fc744abe47 \
+    --hash=sha256:f1472eeafd67cdb22544e59cf3bfc25d23dc94058a68cf41f6654ff4fcb92e09 \
+    --hash=sha256:f729c37c9317126da9475bdd06a7208eb52fcbd180a6341648b45a56b4ba708b \
+    --hash=sha256:fea5c7fa26556eedf277d4f72779c5ede45ac3018650721edd77fd37ccd4a2d4
+    # via pyarrow
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -509,22 +612,23 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-maturin==1.12.6 \
-    --hash=sha256:06fc8d089f98623ce924c669b70911dfed30f9a29956c362945f727f9abc546b \
-    --hash=sha256:2cb41139295eed6411d3cdafc7430738094c2721f34b7eeb44f33cac516115dc \
-    --hash=sha256:351f3af1488a7cbdcff3b6d8482c17164273ac981378a13a4a9937a49aec7d71 \
-    --hash=sha256:3f32e0a3720b81423c9d35c14e728cb1f954678124749776dc72d533ea1115e8 \
-    --hash=sha256:6892b4176992fcc143f9d1c1c874a816e9a041248eef46433db87b0f0aff4278 \
-    --hash=sha256:6dbddfe4dc7ddee60bbac854870bd7cfec660acb54d015d24597d59a1c828f61 \
-    --hash=sha256:75133e56274d43b9227fd49dca9a86e32f1fd56a7b55544910c4ce978c2bb5aa \
-    --hash=sha256:8fdb0f63e77ee3df0f027a120e9af78dbc31edf0eb0f263d55783c250c33b728 \
-    --hash=sha256:977290159d252db946054a0555263c59b3d0c7957135c69e690f4b1558ee9983 \
-    --hash=sha256:bae91976cdc8148038e13c881e1e844e5c63e58e026e8b9945aa2d19b3b4ae89 \
-    --hash=sha256:c0c742beeeef7fb93b6a81bd53e75507887e396fd1003c45117658d063812dad \
-    --hash=sha256:d37be3a811a7f2ee28a0fa0964187efa50e90f21da0c6135c27787fa0b6a89db \
-    --hash=sha256:e90dc12bc6a38e9495692a36c9e231c4d7e0c9bfde60719468ab7d8673db3c45 \
-    --hash=sha256:fa84b7493a2e80759cacc2e668fa5b444d55b9994e90707c42904f55d6322c1e
+maturin==1.13.3 \
+    --hash=sha256:0ef257e692cc756c87af5bea95ddfe7d3ac49d3376a7a87f728d63f06e7b6f8b \
+    --hash=sha256:1cc0a110b224ca90406b668a3e3c1f5a515062e59e26292f6dbaf5fd4909c6f3 \
+    --hash=sha256:2389fe92d017cea9d94e521fa0175314a4c52f79a1057b901fbc9f8686ef7d0b \
+    --hash=sha256:3cc13929ca82aefa4adbf0f2c35419369796213c6fb0eb24e914945f50ef5d8c \
+    --hash=sha256:3db93337ed97e60ffc878aa8b493cd7ae44d3a5e1a37256db3a4491f57565018 \
+    --hash=sha256:4667ef609ab446c1b5e0bfe4f9fb99699ab6d8548433f8d1a684256e0b67217f \
+    --hash=sha256:49fd6ab08da28098ccf37afca24cdba72376ba9c1eedf9dd25ff82ed771961ff \
+    --hash=sha256:4cd478e6e4c56251e48ed079b8efd55b30bc5c09cf695a1bdafaeb582ee735a0 \
+    --hash=sha256:53b08bd075649ce96513ad9abf241a43cb685ed6e9e7790f8dbc2d66e95d8323 \
+    --hash=sha256:771e1e9e71a278e56db01552e0d1acfd1464259f9575b6e72842f893cd299079 \
+    --hash=sha256:a2675e25f313034ae6f57388cf14818f87d8961c4a96795287f3e155f59beb11 \
+    --hash=sha256:b6741d7bf4af97da937528fd1e523c6ab54f53d9a21870fa735d6e67fd88e273 \
+    --hash=sha256:c00ea6428dea17bf616fe93770837634454b28c2de1a876e42ef8036c616079a \
+    --hash=sha256:def4a435ea9d2ee93b18ba579dc8c9cf898889a66f312cd379b5e374ec3e3ad6
     # via
+    #   ast-serialize
     #   cryptography
     #   pydantic-core
     #   rpds-py
@@ -547,85 +651,85 @@ mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   pandas
     #   pyarrow
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   hatchling
     #   meson-python
@@ -635,9 +739,9 @@ packaging==26.0 \
     #   setuptools-scm
     #   vcs-versioning
     #   wheel
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
@@ -657,22 +761,22 @@ pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via hatchling
-poetry-core==2.3.2 \
-    --hash=sha256:20cb71be27b774628da9f384effd9183dfceb53bcef84063248a8672aa47031f \
-    --hash=sha256:23df641b64f87fbb4ce1873c1915a4d4bb1b7d808c596e4307edc073e68d7234
+poetry-core==2.4.0 \
+    --hash=sha256:4305848477da00272bebd3f615bbec87f64bd117cdb858ab660b626a06a9d96c \
+    --hash=sha256:4e8c7496cf797998ffc493f2e23eba4b038c894c08eadacdcdf688945de6b43a
     # via
     #   aiohappyeyeballs
     #   dunamai
     #   pkgconfig
     #   rich
     #   tomlkit
-pybind11-global==3.0.3 \
-    --hash=sha256:141adb150fdb84f6eba3e27241da886f4582574a3d1c30568bf33c1ed3ec8b82 \
-    --hash=sha256:7a75ee81e903ea15bdf05db1342c37400751a72316b6620c800b66d70be45632
+pybind11-global==3.0.4 \
+    --hash=sha256:95b693c3d646c6b7217a97156a36b6d40305505d4a5a728082da6fe75ada29f5 \
+    --hash=sha256:a73e2ebd29f4ee5d7c754b495d555cd703f2cd26c84abe360ee56411dcd7834d
     # via pybind11
-pybind11==3.0.3 \
-    --hash=sha256:00471cdb816882c484708bc5dde80815c8c11cea540ab2cc6410f5ddea434755 \
-    --hash=sha256:fb5f8e4a64946b4dcc0451c83a8c384f803bc0a62dd1ba02f199e97dbc9aad4c
+pybind11==3.0.4 \
+    --hash=sha256:3286b59c8a774b9ee650169302dd5a4eedc30a8617905a0560dd8ee44775130c \
+    --hash=sha256:961720ee652da51d531b7b2451a6bd2bc042b0106e6d9baa48ecb7d58034ce63
     # via duckdb
 pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
@@ -682,26 +786,104 @@ pyproject-metadata==0.11.0 \
     --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
     --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
     # via meson-python
+pyyaml==6.0.3 \
+    --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
+    --hash=sha256:0150219816b6a1fa26fb4699fb7daa9caf09eb1999f3b70fb6e786805e80375a \
+    --hash=sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3 \
+    --hash=sha256:02ea2dfa234451bbb8772601d7b8e426c2bfa197136796224e50e35a78777956 \
+    --hash=sha256:0f29edc409a6392443abf94b9cf89ce99889a1dd5376d94316ae5145dfedd5d6 \
+    --hash=sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c \
+    --hash=sha256:16249ee61e95f858e83976573de0f5b2893b3677ba71c9dd36b9cf8be9ac6d65 \
+    --hash=sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a \
+    --hash=sha256:1ebe39cb5fc479422b83de611d14e2c0d3bb2a18bbcb01f229ab3cfbd8fee7a0 \
+    --hash=sha256:214ed4befebe12df36bcc8bc2b64b396ca31be9304b8f59e25c11cf94a4c033b \
+    --hash=sha256:2283a07e2c21a2aa78d9c4442724ec1eb15f5e42a723b99cb3d822d48f5f7ad1 \
+    --hash=sha256:22ba7cfcad58ef3ecddc7ed1db3409af68d023b7f940da23c6c2a1890976eda6 \
+    --hash=sha256:27c0abcb4a5dac13684a37f76e701e054692a9b2d3064b70f5e4eb54810553d7 \
+    --hash=sha256:28c8d926f98f432f88adc23edf2e6d4921ac26fb084b028c733d01868d19007e \
+    --hash=sha256:2e71d11abed7344e42a8849600193d15b6def118602c4c176f748e4583246007 \
+    --hash=sha256:34d5fcd24b8445fadc33f9cf348c1047101756fd760b4dacb5c3e99755703310 \
+    --hash=sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4 \
+    --hash=sha256:3c5677e12444c15717b902a5798264fa7909e41153cdf9ef7ad571b704a63dd9 \
+    --hash=sha256:3ff07ec89bae51176c0549bc4c63aa6202991da2d9a6129d7aef7f1407d3f295 \
+    --hash=sha256:41715c910c881bc081f1e8872880d3c650acf13dfa8214bad49ed4cede7c34ea \
+    --hash=sha256:418cf3f2111bc80e0933b2cd8cd04f286338bb88bdc7bc8e6dd775ebde60b5e0 \
+    --hash=sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e \
+    --hash=sha256:4a2e8cebe2ff6ab7d1050ecd59c25d4c8bd7e6f400f5f82b96557ac0abafd0ac \
+    --hash=sha256:4ad1906908f2f5ae4e5a8ddfce73c320c2a1429ec52eafd27138b7f1cbe341c9 \
+    --hash=sha256:501a031947e3a9025ed4405a168e6ef5ae3126c59f90ce0cd6f2bfc477be31b7 \
+    --hash=sha256:5190d403f121660ce8d1d2c1bb2ef1bd05b5f68533fc5c2ea899bd15f4399b35 \
+    --hash=sha256:5498cd1645aa724a7c71c8f378eb29ebe23da2fc0d7a08071d89469bf1d2defb \
+    --hash=sha256:5cf4e27da7e3fbed4d6c3d8e797387aaad68102272f8f9752883bc32d61cb87b \
+    --hash=sha256:5e0b74767e5f8c593e8c9b5912019159ed0533c70051e9cce3e8b6aa699fcd69 \
+    --hash=sha256:5ed875a24292240029e4483f9d4a4b8a1ae08843b9c54f43fcc11e404532a8a5 \
+    --hash=sha256:5fcd34e47f6e0b794d17de1b4ff496c00986e1c83f7ab2fb8fcfe9616ff7477b \
+    --hash=sha256:5fdec68f91a0c6739b380c83b951e2c72ac0197ace422360e6d5a959d8d97b2c \
+    --hash=sha256:6344df0d5755a2c9a276d4473ae6b90647e216ab4757f8426893b5dd2ac3f369 \
+    --hash=sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd \
+    --hash=sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824 \
+    --hash=sha256:66291b10affd76d76f54fad28e22e51719ef9ba22b29e1d7d03d6777a9174198 \
+    --hash=sha256:66e1674c3ef6f541c35191caae2d429b967b99e02040f5ba928632d9a7f0f065 \
+    --hash=sha256:6adc77889b628398debc7b65c073bcb99c4a0237b248cacaf3fe8a557563ef6c \
+    --hash=sha256:79005a0d97d5ddabfeeea4cf676af11e647e41d81c9a7722a193022accdb6b7c \
+    --hash=sha256:7c6610def4f163542a622a73fb39f534f8c101d690126992300bf3207eab9764 \
+    --hash=sha256:7f047e29dcae44602496db43be01ad42fc6f1cc0d8cd6c83d342306c32270196 \
+    --hash=sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b \
+    --hash=sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00 \
+    --hash=sha256:8d1fab6bb153a416f9aeb4b8763bc0f22a5586065f86f7664fc23339fc1c1fac \
+    --hash=sha256:8da9669d359f02c0b91ccc01cac4a67f16afec0dac22c2ad09f46bee0697eba8 \
+    --hash=sha256:8dc52c23056b9ddd46818a57b78404882310fb473d63f17b07d5c40421e47f8e \
+    --hash=sha256:9149cad251584d5fb4981be1ecde53a1ca46c891a79788c0df828d2f166bda28 \
+    --hash=sha256:93dda82c9c22deb0a405ea4dc5f2d0cda384168e466364dec6255b293923b2f3 \
+    --hash=sha256:96b533f0e99f6579b3d4d4995707cf36df9100d67e0c8303a0c55b27b5f99bc5 \
+    --hash=sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4 \
+    --hash=sha256:9c7708761fccb9397fe64bbc0395abcae8c4bf7b0eac081e12b809bf47700d0b \
+    --hash=sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf \
+    --hash=sha256:a33284e20b78bd4a18c8c2282d549d10bc8408a2a7ff57653c0cf0b9be0afce5 \
+    --hash=sha256:a80cb027f6b349846a3bf6d73b5e95e782175e52f22108cfa17876aaeff93702 \
+    --hash=sha256:b30236e45cf30d2b8e7b3e85881719e98507abed1011bf463a8fa23e9c3e98a8 \
+    --hash=sha256:b3bc83488de33889877a0f2543ade9f70c67d66d9ebb4ac959502e12de895788 \
+    --hash=sha256:b865addae83924361678b652338317d1bd7e79b1f4596f96b96c77a5a34b34da \
+    --hash=sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d \
+    --hash=sha256:ba1cc08a7ccde2d2ec775841541641e4548226580ab850948cbfda66a1befcdc \
+    --hash=sha256:bdb2c67c6c1390b63c6ff89f210c8fd09d9a1217a465701eac7316313c915e4c \
+    --hash=sha256:c1ff362665ae507275af2853520967820d9124984e0f7466736aea23d8611fba \
+    --hash=sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f \
+    --hash=sha256:c3355370a2c156cffb25e876646f149d5d68f5e0a3ce86a5084dd0b64a994917 \
+    --hash=sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5 \
+    --hash=sha256:d0eae10f8159e8fdad514efdc92d74fd8d682c933a6dd088030f3834bc8e6b26 \
+    --hash=sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f \
+    --hash=sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b \
+    --hash=sha256:eda16858a3cab07b80edaf74336ece1f986ba330fdb8ee0d6c0d68fe82bc96be \
+    --hash=sha256:ee2922902c45ae8ccada2c5b501ab86c36525b883eff4255313a253a3160861c \
+    --hash=sha256:efd7b85f94a6f21e4932043973a7ba2613b059c4a000551892ac9f1d11f5baf3 \
+    --hash=sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6 \
+    --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
+    --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
+    # via libcst
 scikit-build-core==0.12.2 \
     --hash=sha256:562e0bbc9de1a354c87825ccf732080268d6582a0200f648e8c4a2dcb1e3736d \
     --hash=sha256:6ea4730da400f9a998ec3287bd3ebc1d751fe45ad0a93451bead8618adbc02b1
     # via
     #   duckdb
     #   patchelf
+    #   pyarrow
     #   pybind11
     #   pybind11-global
 semantic-version==2.10.0 \
     --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
     --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
     # via setuptools-rust
-setuptools-git-versioning==3.0.1 \
-    --hash=sha256:737c4d17e848edd46e28764a19dc424d8537fcb2257022e5f4f5c0c8e9b64c80 \
-    --hash=sha256:c8a599bacf163b5d215552b5701faf5480ffc4d65426a5711a010b802e1590eb
+setuptools-git-versioning==3.1.0 \
+    --hash=sha256:3a68f3fd58a2a5e86b0792435cfa9d8e569ab60ee5e4c29228c09da9b637bf18 \
+    --hash=sha256:612dfcf184addac9e1c2216f4f229724b2390e5bf613fb925ae80b84f2529172
     # via toolz
 setuptools-rust==1.12.1 \
     --hash=sha256:85ae70989d96c9cfeb5ef79cf3bac2d5200bc5564f720a06edceedbdf6664640 \
     --hash=sha256:b7ebd6a182e7aefa97a072e880530c9b0ec8fcca8617e0bb8ff299c1a064f693
-    # via maturin
+    # via
+    #   libcst
+    #   maturin
 setuptools-scm==10.0.5 \
     --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
     --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
@@ -712,6 +894,7 @@ setuptools-scm==10.0.5 \
     #   hatch-vcs
     #   httpx-sse
     #   importlib-metadata
+    #   libcst
     #   pluggy
     #   pyarrow
     #   pybindgen
@@ -723,17 +906,12 @@ setuptools-scm==10.0.5 \
     #   tqdm
     #   typeguard
     #   ujson
+    #   urllib3
     #   zipp
 setuptools-scm==7.1.0 \
     --hash=sha256:6c508345a771aad7d56ebff0e70628bf2b0ec7573762be9960214730de278f27 \
     --hash=sha256:73988b6d848709e2af142aa48c986ea29592bbcfca5375678064708205253d8e
     # via python-dateutil
-setuptools-scm==9.2.2 \
-    --hash=sha256:1c674ab4665686a0887d7e24c03ab25f24201c213e82ea689d2f3e169ef7ef57 \
-    --hash=sha256:30e8f84d2ab1ba7cb0e653429b179395d0c33775d54807fc5f1dd6671801aef7
-    # via
-    #   hatch-vcs
-    #   urllib3
 smmap==5.0.3 \
     --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
     --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
@@ -787,21 +965,21 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via uv-dynamic-versioning
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.5.7.17 \
+    --hash=sha256:5ec0800de5e2ddbd7c663cb4c0c15328f132dc168813897c18866c5c7b93db33 \
+    --hash=sha256:a04a48f8f0a787cb996514d3969ac7608aa3c60cb15d073c1e02801e60533e80
     # via hatchling
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via mypy
-types-setuptools==82.0.0.20260402 \
-    --hash=sha256:4b9a9f6c3c4c65107a3956ad6a6acbccec38e398ff6d5f78d5df7f103dadb8d6 \
-    --hash=sha256:63d2b10ba7958396ad79bbc24d2f6311484e452daad4637ffd40407983a27069
+types-setuptools==82.0.0.20260518 \
+    --hash=sha256:31c04a62b57a653a5021caf191be0f10f70df890f813b51f02bab3969d300f20 \
+    --hash=sha256:3b743cfe63d0981ea4c15b90710fc1ed41e3464a537d51e705be514e891c1d07
     # via mypy
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -823,13 +1001,14 @@ versioneer==0.29 \
     # via
     #   pandas
     #   partd
-wheel==0.46.3 \
-    --hash=sha256:4b399d56c9d9338230118d705d9737a2a468ccca63d5e813e2a4fc7815d8bc4d \
-    --hash=sha256:e3e79874b07d776c40bd6033f8ddf76a7dad46a7b8aa1b2787a83083519a1803
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
+    --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
     # via
     #   async-timeout
     #   google-crc32c
     #   httpx-sse
+    #   libcst
     #   meson
     #   mmh3
     #   pandas
@@ -873,6 +1052,7 @@ setuptools==80.10.2 \
     #   gunicorn
     #   httpx-sse
     #   importlib-metadata
+    #   libcst
     #   librt
     #   markupsafe
     #   maturin
@@ -885,13 +1065,11 @@ setuptools==80.10.2 \
     #   pathspec
     #   pluggy
     #   prometheus-client
-    #   propcache
     #   proto-plus
     #   psutil
     #   psycopg
     #   psycopg-c
     #   psycopg-pool
-    #   pyarrow
     #   pyasn1
     #   pyasn1-modules
     #   pycparser
@@ -915,7 +1093,6 @@ setuptools==80.10.2 \
     #   tqdm
     #   trove-classifiers
     #   typeguard
-    #   types-pymysql
     #   tzdata
     #   ujson
     #   uvloop
@@ -933,5 +1110,7 @@ setuptools==82.0.1 \
     --hash=sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9 \
     --hash=sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb
     # via
+    #   propcache
     #   python-dateutil
+    #   types-pymysql
     #   types-setuptools
diff --git a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
index 34cda10c5fb..50a8d8eb80f 100644
--- a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
@@ -165,6 +165,41 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 async-timeout==5.0.1 \
     --hash=sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c \
     --hash=sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3
@@ -184,9 +219,9 @@ babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
     # via sphinx
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
 boto3==1.38.27 \
     --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
@@ -206,9 +241,9 @@ calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via feast (pyproject.toml)
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via
     #   httpcore
     #   httpx
@@ -436,9 +471,9 @@ charset-normalizer==3.4.7 \
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -452,56 +487,56 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==48.0.0 \
+    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
+    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
+    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
+    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
+    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
+    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
+    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
+    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
+    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
+    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
+    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
+    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
+    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
+    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
+    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
+    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
+    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
+    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
+    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
+    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
+    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
+    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
+    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
+    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
+    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
+    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
+    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
+    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
+    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
+    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
+    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
+    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
+    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
+    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
+    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
+    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
+    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
+    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
+    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
+    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
+    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
+    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
+    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
+    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
+    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
+    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
+    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
+    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
+    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
     # via
     #   google-auth
     #   pyjwt
@@ -577,9 +612,9 @@ dask[dataframe]==2026.3.0 \
     --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
     --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.6.0 \
+    --hash=sha256:03f0ff5798fa5e407f07e84de2d619cbc363b8dcc40104825a85519793ffee8d \
+    --hash=sha256:4ba87b15cc972a7cc0aed2b7483e0823c7765eca88128453f52c88c5e0f4ae46
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -591,50 +626,50 @@ docutils==0.22.4 \
     --hash=sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968 \
     --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
     # via sphinx
-duckdb==1.5.1 \
-    --hash=sha256:054ad424b051b334052afac58cb216f3b1ebb8579fc8c641e60f0182e8725ea9 \
-    --hash=sha256:05fc91767d0cfc4cf2fa68966ab5b479ac07561752e42dd0ae30327bd160f64a \
-    --hash=sha256:0a6acc2040bec1f05de62a2f3f68f4c12f3ec7d6012b4317d0ab1a195af26225 \
-    --hash=sha256:26e56b5f0c96189e3288d83cf7b476e23615987902f801e5788dee15ee9f24a9 \
-    --hash=sha256:36e8e32621a9e2a9abe75dc15a4b54a3997f2d8b1e53ad754bae48a083c91130 \
-    --hash=sha256:40c5220ec93790b18ec6278da9c6ac2608d997ee6d6f7cd44c5c3992764e8e71 \
-    --hash=sha256:446d500a2977c6ae2077f340c510a25956da5c77597175c316edfa87248ceda3 \
-    --hash=sha256:46f92ada9023e59f27edc048167b31ac9a03911978b1296c845a34462a27f096 \
-    --hash=sha256:482f8a13f2600f527e427f73c42b5aa75536f9892868068f0aaf573055a0135f \
-    --hash=sha256:553c273a6a8f140adaa6da6a6135c7f95bdc8c2e5f95252fcdf9832d758e2141 \
-    --hash=sha256:5ae7c0d744d64e2753149634787cc4ab60f05ef1e542b060eeab719f3cdb7723 \
-    --hash=sha256:5d4147422d91ccdc2d2abf6ed24196025e020259d1d267970ae20c13c2ce84b1 \
-    --hash=sha256:6af347debc8b721aa72e48671166282da979d5e5ae52dbc660ab417282b48e23 \
-    --hash=sha256:6ba302115f63f6482c000ccfd62efdb6c41d9d182a5bcd4a90e7ab8cd13856eb \
-    --hash=sha256:6f7361d66cc801d9eb4df734b139cd7b0e3c257a16f3573ebd550ddb255549e6 \
-    --hash=sha256:715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7 \
-    --hash=sha256:71dddcebbc5a70e946a06c30b59b5dd7999c9833d307168f90fb4e4b672ab63e \
-    --hash=sha256:8150c569b2aa4573b51ba8475e814aa41fd53a3d510c1ffb96f1139f46faf611 \
-    --hash=sha256:8843bd9594e1387f1e601439e19ad73abdf57356104fd1e53a708255bb95a13d \
-    --hash=sha256:8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea \
-    --hash=sha256:972d0dbf283508f9bc446ee09c3838cb7c7f114b5bdceee41753288c97fe2f7c \
-    --hash=sha256:a28531cee2a5a42d89f9ba4da53bfeb15681f12acc0263476c8705380dadce07 \
-    --hash=sha256:a3be2072315982e232bfe49c9d3db0a59ba67b2240a537ef42656cc772a887c7 \
-    --hash=sha256:ac2804043bd1bc10b5da18f8f4c706877197263a510c41be9b4c0062f5783dcc \
-    --hash=sha256:afab8b4b1f4469c3879bb049dd039f8fce402712050324e9524a43d7324c5e87 \
-    --hash=sha256:b370d1620a34a4538ef66524fcee9de8171fa263c701036a92bc0b4c1f2f9c6d \
-    --hash=sha256:b8b0808dba0c63b7633bdaefb34e08fe0612622224f9feb0e7518904b1615101 \
-    --hash=sha256:bc7ca6a1a40e7e4c933017e6c09ef18032add793df4e42624c6c0c87e0bebdad \
-    --hash=sha256:caa65e1f5bf007430bf657c37cab7ab81a4ddf8d337e3062bcc5085d17ef038b \
-    --hash=sha256:d68c5a01a283cb13b79eafe016fe5869aa11bff8c46e7141c70aa0aac808010f \
-    --hash=sha256:da137802688190835b4c863cafa77fd7e29dff662ee6d905a9ffc14f00299c91 \
-    --hash=sha256:e56a20ab6cdb90a95b0c99652e28de3504ce77129087319c03c9098266183ae5 \
-    --hash=sha256:e878ccb7d20872065e1597935fdb5e65efa43220c8edd0d9c4a1a7ff1f3eb277 \
-    --hash=sha256:eba81e0b3011c1f23df7ea47ef4ffaa8239817959ae291515b6efd068bde2161 \
-    --hash=sha256:ed6d23a3f806898e69c77430ebd8da0c79c219f97b9acbc9a29a653e09740c59
+duckdb==1.5.2 \
+    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
+    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
+    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
+    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
+    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
+    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
+    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
+    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
+    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
+    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
+    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
+    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
+    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
+    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
+    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
+    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
+    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
+    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
+    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
+    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
+    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
+    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
+    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
+    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
+    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
+    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
+    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
+    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
+    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
+    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
+    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
+    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
+    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
+    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
+    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -642,9 +677,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.25.2 \
-    --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
-    --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
+filelock==3.29.0 \
+    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
+    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
     # via snowflake-connector-python
 flit-core==3.12.0 \
     --hash=sha256:18f63100d6f94385c6ed57a72073443e1a71a4acb4339491615d0f16d6ff01b2 \
@@ -790,9 +825,9 @@ fsspec==2024.9.0 \
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.2 \
-    --hash=sha256:9a8113e1a88bdc09a7ff629707f2214d98d61c7f6ceb0ea38c42a095d02dc0f9 \
-    --hash=sha256:a4c226766d6af2580577db1f1a51bf53cd262f722b49731ce7414c43068a9594
+google-api-core[grpc]==2.30.3 \
+    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
+    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -802,9 +837,9 @@ google-api-core[grpc]==2.30.2 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+google-auth==2.53.0 \
+    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
+    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -816,9 +851,9 @@ google-auth==2.49.1 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
@@ -828,17 +863,17 @@ google-cloud-bigquery[pandas]==3.41.0 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.38.0 \
+    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
+    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.38.0 \
+    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
+    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
@@ -890,74 +925,80 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.9.0 \
+    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
+    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.3.2 \
-    --hash=sha256:02b0a8682aecd4d3c6c18edf52bc8e51eacdd75c8eac52a790a210b06aa295fd \
-    --hash=sha256:18cb1b7337bca281915b3c5d5ae19f4e76d35e1df80f4ad3c1a7be91fadf1082 \
-    --hash=sha256:1a9172f5bf6bd88e6ba5a84e0a68afeac9dc7b6b412b245dd64f52d83c81e55b \
-    --hash=sha256:1e692b2dae4cc7077cbb11b47d258533b48c8fde69a33d0d8a82e2fe8d8531d5 \
-    --hash=sha256:1ebd458fa8285960f382841da585e02201b53a5ec2bac6b156fc623b5ce4499f \
-    --hash=sha256:1fb39a11ee2e4d94be9a76671482be9398560955c9e568550de0224e41104727 \
-    --hash=sha256:20154044d9085151bc309e7689d6f7ba10027f8f5a8c0676ad398b951913d89e \
-    --hash=sha256:2eaf067fc6d886931c7962e8c6bede15d2f01965560f3359b27c80bde2d151f2 \
-    --hash=sha256:34308836d8370bddadb41f5a7ce96879b72e2fdfb4e87729330c6ab52376409f \
-    --hash=sha256:394ead29063ee3515b4e775216cb756b2e3b4a7e55ae8fd884f17fa579e6b327 \
-    --hash=sha256:3ceec72030dae6ac0c8ed7591b96b70410a8be370b6a477b1dbc072856ad02bd \
-    --hash=sha256:4375a58e49522698d3e70cc0b801c19433021b5c37686f7ce9c65b0d5c8677d2 \
-    --hash=sha256:43e99d1749147ac21dde49b99c9abffcbc1e2d55c67501465ef0930d6e78e070 \
-    --hash=sha256:442b6057453c8cb29b4fb36a2ac689382fc71112273726e2423f7f17dc73bf99 \
-    --hash=sha256:45abe8eb6339518180d5a7fa47fa01945414d7cca5ecb745346fc6a87d2750be \
-    --hash=sha256:4c956a19350e2c37f2c48b336a3afb4bff120b36076d9d7fb68cb44e05d95b79 \
-    --hash=sha256:508c7f01f1791fbc8e011bd508f6794cb95397fdb198a46cb6635eb5b78d85a7 \
-    --hash=sha256:527fec58dc9f90efd594b9b700662ed3fb2493c2122067ac9c740d98080a620e \
-    --hash=sha256:59b3e2c40f6706b05a9cd299c836c6aa2378cabe25d021acd80f13abf81181cf \
-    --hash=sha256:5d0e35379f93a6d0222de929a25ab47b5eb35b5ef4721c2b9cbcc4036129ff1f \
-    --hash=sha256:63d10328839d1973e5ba35e98cccbca71b232b14051fd957b6f8b6e8e80d0506 \
-    --hash=sha256:64970c33a50551c7c50491671265d8954046cb6e8e2999aacdd60e439b70418a \
-    --hash=sha256:6c6f8ba97d17a1e7d664151284cb3315fc5f8353e75221ed4324f84eb162b395 \
-    --hash=sha256:8b466dff7a4ffda6ca975979bab80bdadde979e29fc947ac3be4451428d8b0e4 \
-    --hash=sha256:8c1fdd7d1b309ff0da81d60a9688a8bd044ac4e18b250320a96fc68d31c209ca \
-    --hash=sha256:8c4dd0f3997cf2512f7601563cc90dfb8957c0cff1e3a1b23991d4ea1776c492 \
-    --hash=sha256:8d1658d7291f9859beed69a776c10822a0a799bc4bfe1bd4272bb60e62507dab \
-    --hash=sha256:8e2cd90d413acbf5e77ae41e5d3c9b3ac1d011a756d7284d7f3f2b806bbd6358 \
-    --hash=sha256:8e4ab3cfb02993c8cc248ea73d7dae6cec0253e9afa311c9b37e603ca9fad2ce \
-    --hash=sha256:94ad81f0fd3c0c0681a018a976e5c2bd2ca2d9d94895f23e7bb1af4e8af4e2d5 \
-    --hash=sha256:97245cc10e5515dbc8c3104b2928f7f02b6813002770cfaffaf9a6e0fc2b94ef \
-    --hash=sha256:9bc885b89709d901859cf95179ec9f6bb67a3d2bb1f0e88456461bd4b7f8fd0d \
-    --hash=sha256:a2a5be83a45ce6188c045bcc44b0ee037d6a518978de9a5d97438548b953a1ac \
-    --hash=sha256:a443358b33c4ec7b05b79a7c8b466f5d275025e750298be7340f8fc63dff2a55 \
-    --hash=sha256:a7945dd0eab63ded0a48e4dcade82939783c172290a7903ebde9e184333ca124 \
-    --hash=sha256:aa6ac98bdfd716a749b84d4034486863fd81c3abde9aa3cf8eff9127981a4ae4 \
-    --hash=sha256:ab0c7e7901a00bc0a7284907273dc165b32e0d109a6713babd04471327ff7986 \
-    --hash=sha256:ac8d61d4343b799d1e526db579833d72f23759c71e07181c2d2944e429eb09cd \
-    --hash=sha256:ad0c8917dd42a819fe77e6bdfcb84e3379c0de956469301d9fd36427a1ca501f \
-    --hash=sha256:ae9e21c84035c490506c17002f5c8ab25f980205c3e61ddb3a2a2a2e6c411fcb \
-    --hash=sha256:b26b0f4428b871a751968285a1ac9648944cea09807177ac639b030bddebcea4 \
-    --hash=sha256:b568183cf65b94919be4438dc28416b234b678c608cafac8874dfeeb2a9bbe13 \
-    --hash=sha256:b6997d360a4e6a4e936c0f9625b1c20416b8a0ea18a8e19cabbefc712e7397ab \
-    --hash=sha256:b8bddc5b73c9720bea487b3bffdb1840fe4e3656fba3bd40aa1489e9f37877ff \
-    --hash=sha256:c04c5e06ec3e022cbfe2cd4a846e1d4e50087444f875ff6d2c2ad8445495cf1a \
-    --hash=sha256:c2e47408e8ce1c6f1ceea0dffcdf6ebb85cc09e55c7af407c99f1112016e45e9 \
-    --hash=sha256:c56692189a7d1c7606cb794be0a8381470d95c57ce5be03fb3d0ef57c7853b86 \
-    --hash=sha256:ccd21bb86944ca9be6d967cf7691e658e43417782bce90b5d2faeda0ff78a7dd \
-    --hash=sha256:cd6f9e2bbd46321ba3bbb4c8a15794d32960e3b0ae2cc4d49a1a53d314805d71 \
-    --hash=sha256:d248d8c23c67d2291ffd47af766e2a3aa9fa1c6703155c099feb11f526c63a92 \
-    --hash=sha256:d3a62fa76a32b462a97198e4c9e99afb9ab375115e74e9a83ce180e7a496f643 \
-    --hash=sha256:e26e72bec7ab387ac80caa7496e0f908ff954f31065b0ffc1f8ecb1338b11b54 \
-    --hash=sha256:e3cb43ce200f59483eb82949bf1835a99cf43d7571e900d7c8d5c62cdf25d2f9
+greenlet==3.5.0 \
+    --hash=sha256:0ecec963079cd58cbd14723582384f11f166fd58883c15dcbfb342e0bc9b5846 \
+    --hash=sha256:0ed006e4b86c59de7467eb2601cd1b77b5a7d657d1ee55e30fe30d76451edba4 \
+    --hash=sha256:0ff251e9a0279522e62f6176412869395a64ddf2b5c5f782ff609a8216a4e662 \
+    --hash=sha256:1aa4ce8debcd4ea7fb2e150f3036588c41493d1d52c43538924ae1819003f4ce \
+    --hash=sha256:1bae92a1dd94c5f9d9493c3a212dd874c202442047cf96446412c862feca83a2 \
+    --hash=sha256:1eb67d5adefb5bd2e182d42678a328979a209e4e82eb93575708185d31d1f588 \
+    --hash=sha256:2094acd54b272cb6eae8c03dd87b3fa1820a4cef18d6889c378d503500a1dc13 \
+    --hash=sha256:2628d6c86f6cb0cb45e0c3c54058bbec559f57eaae699447748cb3928150577e \
+    --hash=sha256:29ea813b2e1f45fa9649a17853b2b5465c4072fbcb072e5af6cd3a288216574a \
+    --hash=sha256:362624e6a8e5bca3b8233e45eef33903a100e9539a2b995c364d595dbc4018b3 \
+    --hash=sha256:3a717fbc46d8a354fa675f7c1e813485b6ba3885f9bef0cd56e5ba27d758ff5b \
+    --hash=sha256:3bc59be3945ae9750b9e7d45067d01ae3fe90ea5f9ade99239dabdd6e28a5033 \
+    --hash=sha256:3ec9ea74e7268ace7f9aab1b1a4e730193fc661b39a993cd91c606c32d4a3628 \
+    --hash=sha256:41353ec2ecedf7aa8f682753a41919f8718031a6edac46b8d3dc7ed9e1ceb136 \
+    --hash=sha256:47422135b1d308c14b2c6e758beedb1acd33bb91679f5670edf77bf46244722b \
+    --hash=sha256:4964101b8585c144cbda5532b1aa644255126c08a265dae90c16e7a0e63aaa9d \
+    --hash=sha256:4a448128607be0de65342dc9b31be7f948ef4cc0bc8832069350abefd310a8f2 \
+    --hash=sha256:4b28037cb07768933c54d81bfe47a85f9f402f57d7d69743b991a713b63954eb \
+    --hash=sha256:4d0eadc7e4d9ffb2af4247b606cae307be8e448911e5a0d0b16d72fc3d224cfd \
+    --hash=sha256:54d243512da35485fc7a6bf3c178fdda6327a9d6506fcdd62b1abd1e41b2927b \
+    --hash=sha256:55fa7ea52771be44af0de27d8b80c02cd18c2c3cddde6c847ecebdf72418b6a1 \
+    --hash=sha256:57a43c6079a89713522bc4bcb9f75070ecf5d3dbad7792bfe42239362cbf2a16 \
+    --hash=sha256:58c1c374fe2b3d852f9b6b11a7dff4c85404e51b9a596fd9e89cf904eb09866d \
+    --hash=sha256:5a5ed18de6a0f6cc7087f1563f6bd93fc7df1c19165ca01e9bde5a5dc281d106 \
+    --hash=sha256:5e05ba267789ea87b5a155cf0e810b1ab88bf18e9e8740813945ceb8ee4350ba \
+    --hash=sha256:5ecd83806b0f4c2f53b1018e0005cd82269ea01d42befc0368730028d850ed1c \
+    --hash=sha256:64d6ac45f7271f48e45f67c95b54ef73534c52ec041fcda8edf520c6d811f4bc \
+    --hash=sha256:680bd0e7ad5e8daa8a4aa89f68fd6adc834b8a8036dc256533f7e08f4a4b01f7 \
+    --hash=sha256:6c18dfb59c70f5a94acd271c72e90128c3c776e41e5f07767908c8c1b74ad339 \
+    --hash=sha256:6d874e79afd41a96e11ff4c5d0bc90a80973e476fda1c2c64985667397df432b \
+    --hash=sha256:7022615368890680e67b9965d33f5773aade330d5343bbe25560135aaa849eae \
+    --hash=sha256:703cb211b820dbffbbc55a16bfc6e4583a6e6e990f33a119d2cc8b83211119c8 \
+    --hash=sha256:728a73687e39ae9ca34e4694cbf2f049d3fbc7174639468d0f67200a97d8f9e2 \
+    --hash=sha256:728d9667d8f2f586644b748dbd9bb67e50d6a9381767d1357714ea6825bb3bf5 \
+    --hash=sha256:762612baf1161ccb8437c0161c668a688223cba28e1bf038f4eb47b13e39ccdf \
+    --hash=sha256:7fc391b1566f2907d17aaebe78f8855dc45675159a775fcf9e61f8ee0078e87f \
+    --hash=sha256:804a70b328e706b785c6ef16187051c394a63dd1a906d89be24b6ad77759f13f \
+    --hash=sha256:83ed9f27f1680b50e89f40f6df348a290ea234b249a4003d366663a12eab94f2 \
+    --hash=sha256:884f649de075b84739713d41dd4dfd41e2b910bfb769c4a3ea02ec1da52cd9bb \
+    --hash=sha256:8f1cc966c126639cd152fdaa52624d2655f492faa79e013fea161de3e6dda082 \
+    --hash=sha256:8f52a464e4ed91780bdfbbdd2b97197f3accaa629b98c200f4dffada759f3ae7 \
+    --hash=sha256:9c615f869163e14bb1ced20322d8038fb680b08236521ac3f30cd4c1288785a0 \
+    --hash=sha256:9d280a7f5c331622c69f97eb167f33577ff2d1df282c41cd15907fc0a3ca198c \
+    --hash=sha256:a10a732421ab4fec934783ce3e54763470d0181db6e3468f9103a275c3ed1853 \
+    --hash=sha256:a96fcee45e03fe30a62669fd16ab5c9d3c172660d3085605cb1e2d1280d3c988 \
+    --hash=sha256:a97e4821aa710603f94de0da25f25096454d78ffdace5dc77f3a006bc01abba3 \
+    --hash=sha256:ba8f0bdc2fae6ce915dfd0c16d2d00bca7e4247c1eae4416e06430e522137858 \
+    --hash=sha256:bf2d8a80bec89ab46221ae45c5373d5ba0bd36c19aa8508e85c6cd7e5106cd37 \
+    --hash=sha256:cda05425526240807408156b6960a17a79a0c760b813573b67027823be760977 \
+    --hash=sha256:d419647372241bc68e957bf38d5c1f98852155e4146bd1e4121adea81f4f01e4 \
+    --hash=sha256:d4d9f0624c775f2dfc56ba54d515a8c771044346852a918b405914f6b19d7fd8 \
+    --hash=sha256:d60097128cb0a1cab9ea541186ea13cd7b847b8449a7787c2e2350da0cb82d86 \
+    --hash=sha256:db2910d3c809444e0a20147361f343fe2798e106af8d9d8506f5305302655a9f \
+    --hash=sha256:ddb36c7d6c9c0a65f18c7258634e0c416c6ab59caac8c987b96f80c2ebda0112 \
+    --hash=sha256:ddc090c5c1792b10246a78e8c2163ebbe04cf877f9d785c230a7b27b39ad038e \
+    --hash=sha256:e5ddf316ced87539144621453c3aef229575825fe60c604e62bedc4003f372b2 \
+    --hash=sha256:f35807464c4c58c55f0d31dfa83c541a5615d825c2fe3d2b95360cf7c4e3c0a8 \
+    --hash=sha256:f8c30c2225f40dd76c50790f0eb3b5c7c18431efb299e2782083e1981feed243 \
+    --hash=sha256:fa94cb2288681e3a11645958f1871d48ee9211bd2f66628fdace505927d6e564
     # via feast (pyproject.toml)
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
@@ -1023,6 +1064,7 @@ grpcio==1.62.3 \
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -1042,9 +1084,9 @@ grpcio-status==1.62.3 \
     --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
     --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -1069,101 +1111,112 @@ hatchling==1.29.0 \
     #   feast (pyproject.toml)
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
-hiredis==2.4.0 \
-    --hash=sha256:06815c3b9bf7225c4dcc9dd9dfb5a9fa91b4f680104443ef3fcd78410d7eb027 \
-    --hash=sha256:070a0198401bc567709b9edff7f01e94c136dcca69d0ded4747b116bb0b8b577 \
-    --hash=sha256:082ba6a3189d59f44bf75ca2c0467cdbc67c860eacd4bf564b9a927471888603 \
-    --hash=sha256:0a87a249124666db2b795a0eb77cea5b8af8b148566616a681304826b4405869 \
-    --hash=sha256:1537d13eefe4f48cb979362264851ee90d2bb7a221c8c350e9ceeda9f0392228 \
-    --hash=sha256:168de1672bd73f7f3cdf0097084b4a71651ac35f7d99d0229ea8f223358d3a79 \
-    --hash=sha256:1bfa50491d3222e3c2297b52c14e835ac52702ac8a91ec3fc1ff5201912623bb \
-    --hash=sha256:1c0e706e0c3d1ec54d8243410e0fd5974b1c7b69db5c54cd9ae6a3a4b64fae33 \
-    --hash=sha256:1d16f5023c1d9971f284231eb7036a25d4d123138a5adc4512c92a73d83b9a77 \
-    --hash=sha256:2a21e2740c33347740dceb106b64b8a384e91da49aac7e8b3f2a25a9b33714b9 \
-    --hash=sha256:2b76a5600047387c73c1b3d950e4ae3feffaefd442b20ba2f5fea773881d9bcd \
-    --hash=sha256:2b90d9861673b0ba04651ade62e0fe568df71bbff8468657406848e9abf3650a \
-    --hash=sha256:2d7715598c9034369cf739475ccc2db53a8ca895ff398fef6b9c597c30960ea8 \
-    --hash=sha256:339f29542be968153afd6c6495c1222681c4b66b9a5a5573c11512378b7167c9 \
-    --hash=sha256:38dd931f1124bd9781d3027a0cd6fb6f5a75b5c4ba4fe5540584105239b1f901 \
-    --hash=sha256:39e1c7212dea1bbed0b075574808bc7c3192b324f54ea5d9ee522f6c35014ce7 \
-    --hash=sha256:3abc0936c1efc59b510c7eab3799119a6ce8da94cea1f891854a6c3678d711f0 \
-    --hash=sha256:3ced14fbec28fbabda7cb9f9094f2578c154c14f1a820a91c30fc8ee0bea1a0d \
-    --hash=sha256:400a42b8d16206e45c8223cdaf5acc35839e10c35383b3fba3f43e7eb315c213 \
-    --hash=sha256:468efdcbad7349a44aace693aed8324a01de180fcd4ef5513199eedb9b4341c8 \
-    --hash=sha256:469c1a85017abf11d854fb16eca9a4093ebe1f2dacf777fed869d726f02b1389 \
-    --hash=sha256:48baae8fbebf3b11660db6e51a55ff51516ed32edcd44a57f51ea9b373aca330 \
-    --hash=sha256:4bf4b8513cea6e04ddee1b578ab306fb8bfa84b2f7e92ee3dbaf65652abb07d1 \
-    --hash=sha256:4da6d881033a1bcb31bba152ea0925344127f0a98f86a6cf2ceb01cf6ecd29e2 \
-    --hash=sha256:52d92df0eb5bba7f31f302a08174d628956d7216453da9d96498da9341179288 \
-    --hash=sha256:54409fbefebe26274170c1c54e1852d310d84b85e405258aea6a78bec03b3eba \
-    --hash=sha256:5598afad9e2f8e4fc9a456d281a9cc80315b0e18f5064437223dbfe67f49bded \
-    --hash=sha256:5b0b2463906cc4119187dfaad493c48a7b2e17120946feb3eb7c2328c8cb4bca \
-    --hash=sha256:5bdb223e7c3b9470f126bb77879ee2593fd79b28e1e8b11ad9edd3f866556109 \
-    --hash=sha256:5cc3c59dd0cd67d0aa0481a43392848a60f1a81d12b38ce8d56d6a5d6c190de8 \
-    --hash=sha256:5e45171fd046bbed2ce6ac485071cd0575d18ae98b5bbcf6533356e443ec47ea \
-    --hash=sha256:6033cc6caaf056969af9ce372282a6ef2838559f2eadffe7ddb73bf65dcb27d6 \
-    --hash=sha256:605fe35ebb482b7c8d5daadcf3d264dc5edd205a352d89ee3a983861ef73cda8 \
-    --hash=sha256:6494120d0a0f46a1d7dfc7def55782782856bdd5acb2f6039fb1eafecea2c2c0 \
-    --hash=sha256:668b02556d12046e7ce94ded5bfe0ad9989d26e6977ecc55941b9a1a4a49d7d5 \
-    --hash=sha256:68e39d2c0beed53e5361caacd0de98f864b3532344edb79e27e62efba2262de5 \
-    --hash=sha256:6c3f8e0c3a0744d843e3044ea76db8aa996a6cc7541693111acc2c9c30a05182 \
-    --hash=sha256:6ceaf7c6b593bf62e0567fd16547727f502ed704352392708a57c65bfd2feb73 \
-    --hash=sha256:6dac8a5be01d92707409feec61b98721b7b5c3e77fe7e9e5c7cfb9fdd28385af \
-    --hash=sha256:6e38f66dd7fd07a9306ed37d6d02bc584b67e5945f2ddc98e5c78420cc66dbac \
-    --hash=sha256:7236b26828e005435fb3013894eed6a40c6f9b1b11a48391a904eee693ded204 \
-    --hash=sha256:737585b122fca03273bbf1f4e98909254dba6f8cd85f1cb566d6c890d0389277 \
-    --hash=sha256:764032f2222d70a130445fd332cf45d46d8226f4b3a7bf8abc314aa93d5a8212 \
-    --hash=sha256:76503a0edaf3d1557518127511e69e5d9fa37b6ff15598b0d9d9c2db18b08a41 \
-    --hash=sha256:83538638a788b7b4a0b02de0eedcf0e71ae27474b031276e4c8ca88285281a2e \
-    --hash=sha256:8767cae1474f8102ec3d362976f80c8dd4eafd4109c6072adee0a15e37ba919c \
-    --hash=sha256:87a8ece3e893f45354395c6b9dc0479744c1c8c6ee4471b60945d96c9b5ce6c2 \
-    --hash=sha256:8b88390a5e31572e05e8eab476ed3176cc3d2f9622ccc059398ffdb02aaefec4 \
-    --hash=sha256:90d7af678056c7889d86821344d79fec3932a6a1480ebba3d644cb29a3135348 \
-    --hash=sha256:98148ecaa7836f76ed33429e84a23253ac00acbad90c62b8b4ad0f61de31da2b \
-    --hash=sha256:9aabc6098ef00e158598489db5a8b9e12d57a55ea5a4ec35ba3b527dfb88d16e \
-    --hash=sha256:9ae4b19cab270fae77d7f944d56bbb308c9886d9577891b347a8deea75563995 \
-    --hash=sha256:9b4039cd40335f66e55a8bee314b6a795f169fb02d70215d482023ec74613371 \
-    --hash=sha256:9fc1a6c78197eff8b4d125bb98410b661e732f3ec563c03264d2d7378cf9e613 \
-    --hash=sha256:a40f1d985047fe4654a1afb4702cbe0daeacde3868d52be9e4652615d387e05b \
-    --hash=sha256:a459b7ff3d802792254d6fc6a622e53ca9cf9f002ed79db7e4dee536b2e20e5d \
-    --hash=sha256:a4f733882b67407d4b667eafd61fce86e8e204b158258cc1d0cb0843f6bb4708 \
-    --hash=sha256:a56a35e2e0b7eda39957ccd33059b79bb2fc57f54c501a917d1092c895f56d08 \
-    --hash=sha256:a5c3a32af789b0ec413a606c99b55579abbcb6c86220610a5c5041da8688e7ca \
-    --hash=sha256:a5d2776c7cd6a338cd9338fb50f2a38a7ca3e16250b40ab2d0c41eb1697ebc12 \
-    --hash=sha256:a816f732f695261798a8a0fc1e0232a3638933b8ddfc574c00f9ef70d9f34cb8 \
-    --hash=sha256:a9d559775a95aee0ff06c0aaac638691619d6342b7cde85c62ad228804f82829 \
-    --hash=sha256:ac9d91b4d9c306e66a1abd224524fada07684a57f7da72a675e4b8bee9302b38 \
-    --hash=sha256:ae340c41024b9be566f600f364c8d286217f2975fd765fb3fb4dd6dfbdbec825 \
-    --hash=sha256:aeb60452d5b6150075974bc36e1cc74a46bd4b125cd5e72a86a04f4d6abf4e67 \
-    --hash=sha256:aee6c4e8f670ea685345ce4ca01c574a52e0a4318af2b8cdd563de9567731056 \
-    --hash=sha256:b027b53adb1df11923753d85587e3ab611fe70bc69596e9eb3269acab809c376 \
-    --hash=sha256:b0adbe8f33f57f2b6bfa8a2ea18f3e4ed91676503673f70f796bfbd06a1a2214 \
-    --hash=sha256:b30dcfbc5ab2fc932a723a39c2cb52d4f5c8b1705aa05a0bae23f28f70e06982 \
-    --hash=sha256:b385fc7fc7b0811c3fcac4b0a35e5606eca693efba0d1446623ef0158a078034 \
-    --hash=sha256:b4e5e9d1f84bbc01bf6a32a4704920c72e37d9090b3e0e29bd1574d06b3249f1 \
-    --hash=sha256:b50ad622d8a71c8b72582dc84a990f3f079775edc1bcf0f43ed59bb2277fca2f \
-    --hash=sha256:b544a1a78e0812134572cc13f5ee330bfb6bfe6dda58d2e26c20557bb0e0cec9 \
-    --hash=sha256:b8472151e6f7ae90d7fd231a1ac16d2e628b93ce20d0f8063da25bd8bfdeb9e5 \
-    --hash=sha256:b868b7fc24dd8ab4762b59a533bdbd096ebba7eabc853c7f78af8edce46d1390 \
-    --hash=sha256:b8eee5d25efee64e172ed0d60ebcf6bca92b0b26a7fd048bb946b32fb90dbdc0 \
-    --hash=sha256:bae7f07731c6c285b87111c7d5c5efa65f8b48016a98bcc57eebc24a3c7d854d \
-    --hash=sha256:beb0f7f8371d933072e9bdc00c6df7eb5fdf76b93f08bfe73094f60c3f011f57 \
-    --hash=sha256:c2676e2a934e046200faf0dc26ffa48c4989c3561c9bb97832e79969a41b2afe \
-    --hash=sha256:c77113fbdbd7ca5de72dd3b7d113856609a1b878f6164de09dd95d12e6a51de2 \
-    --hash=sha256:c85110f536e59fe19ea4b002d04228f57f55462add1630a0785cd6ec62e70415 \
-    --hash=sha256:c9f8827cd7a84f5344779754ebb633bca71c470e028f92ecc959e666ef5c5e3c \
-    --hash=sha256:cb62c82a2518b8446be1cc5eb4319e282776bf96fdb2964e81ff2c15d632248b \
-    --hash=sha256:d5c711c8ca8d5767ed8ecd5fb5602c12eaf8fb256a5f4308ae36f2dc79e6f853 \
-    --hash=sha256:d851b7ff732ebc9d823de3c7cc95a5ed4261a0226acd46861a18369ac9568f36 \
-    --hash=sha256:e2a917ab420cd88b040ec85b5abc1244ab82b34d56461e2ffff58e0c7d018bae \
-    --hash=sha256:e3215b43632a23b5b99165097949ce51dd093ab33d410bcf8aa901cdbc64d9cd \
-    --hash=sha256:e71386f89dc2db805b4c9518dee6d81abddb8e79e4d9313cecdb702c924b8187 \
-    --hash=sha256:f34b39057956305935c71f51a0860709b6124c92281dc03841587dd45a86322c \
-    --hash=sha256:f44715d6a3313d614ff7550e52ecff67a283776909d960f338701b57e6013542 \
-    --hash=sha256:f74bfa9f1b91718d6664d4708d092f7d44e2f0f825a5fab82819d43d41e0302d \
-    --hash=sha256:f76fcf2867d19259b53680c08314435b46f632d20a4d7b9f0ccbb5dd3e925e79 \
-    --hash=sha256:fa4842977924209ae653e856238a30b1c68e579ecde5cf1c16c4de471b35cec7 \
-    --hash=sha256:fc8d3edbc9f32da930da6ea33d43ce0c3239e6b2018a77907fbf4e9836bd6def
+hiredis==3.3.1 \
+    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
+    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
+    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
+    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
+    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
+    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
+    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
+    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
+    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
+    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
+    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
+    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
+    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
+    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
+    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
+    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
+    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
+    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
+    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
+    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
+    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
+    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
+    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
+    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
+    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
+    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
+    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
+    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
+    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
+    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
+    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
+    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
+    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
+    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
+    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
+    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
+    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
+    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
+    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
+    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
+    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
+    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
+    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
+    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
+    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
+    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
+    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
+    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
+    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
+    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
+    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
+    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
+    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
+    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
+    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
+    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
+    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
+    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
+    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
+    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
+    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
+    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
+    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
+    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
+    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
+    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
+    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
+    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
+    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
+    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
+    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
+    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
+    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
+    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
+    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
+    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
+    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
+    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
+    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
+    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
+    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
+    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
+    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
+    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
+    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
+    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
+    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
+    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
+    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
+    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
+    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
+    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
+    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
+    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
+    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
+    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
+    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
+    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
+    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
+    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
+    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
+    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
+    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
+    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
+    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
@@ -1228,9 +1281,9 @@ ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   httpx
@@ -1272,105 +1325,105 @@ kubernetes==35.0.0 \
     --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
     --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
     # via feast (pyproject.toml)
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1463,9 +1516,9 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+mcp==1.27.1 \
+    --hash=sha256:0f47e1820f8f8f941466b39749eb1d1839a04caddca2bc60e9d46e8a99914924 \
+    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -1741,129 +1794,129 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.0 \
-    --hash=sha256:002b613ae19f4ac7d18b7e168ffe1cb9013b37c57f7411984abbd3b817b0a214 \
-    --hash=sha256:00e047c74d3ec6e71a2eb88e9ea551a2edb90c21f993aefa9e0d2a898e0bb732 \
-    --hash=sha256:02cca0761c75b42a20a2757ae58713276605eb29a08dd8a6e092aa347c4115ca \
-    --hash=sha256:0ecd63f75fdd30327e4ad8b5704bd6d91fc6c1b2e029f8ee14705e1207212489 \
-    --hash=sha256:0f42dfaab7ec1baff3b383ad7af562ab0de573c5f6edb44b2dab016082b89948 \
-    --hash=sha256:1973868d2adbb4584a3835780b27436f06d1dc606af5be09f187aaa25be1070f \
-    --hash=sha256:26c8b52627b6552f47ff11adb4e1509605f094e29815323e487fc0053ebe93d1 \
-    --hash=sha256:2721f0ce49cb74a38f00c50da67cb7d36317b5eda38877a49614dc018e91c787 \
-    --hash=sha256:2fcedb16d456106e545b2bfd7ef9d24e70b38ec252d2a629823a4d07ebcdb69e \
-    --hash=sha256:31b5dbb55293c1bd27c0fc813a0d2bb5ceef9d65ac5afa2e58f829dab7921fd5 \
-    --hash=sha256:34506397dbf40c15dc567635d18a21d33827e9ab29014fb83d292a8f4f8953b6 \
-    --hash=sha256:367e5c993ba34d5054d11937d0485ad6dfc60ba760fa326c01090fc256adf15c \
-    --hash=sha256:379edf079ce44ac8d2805bcf9b3dd7340d4f97aad3a5e0ebabbf9d125b84b442 \
-    --hash=sha256:39362cdb4ba5f916e7976fccecaab1ba3a83e35f60fa68b64e9a70e221bb2436 \
-    --hash=sha256:4525e7010b1b38334516181c5b81e16180b8e149e6684cee5a727c78186b4e3b \
-    --hash=sha256:47781555a7aa5fedcc2d16bcd72e0dc83eb272c10dd657f9fb3f9cc08e2e6abb \
-    --hash=sha256:49d11c6f573a5a08f77fad13faff2139f6d0730ebed2cfa9b3d2702671dd7188 \
-    --hash=sha256:555493c44a4f5a1b58d611a43333e71a9981c6dbe26270377b6f8174126a0526 \
-    --hash=sha256:555658c611099455b2da507582ea20d2043dfdfe7f5ad0add472b1c6238b433f \
-    --hash=sha256:697f102c5c1d526bdd761a69f17c6070f9892eebcb94b1a5963d679288c09e78 \
-    --hash=sha256:76a70bf840495729be47510856b978f1b0ec7d08f257ca38c9d932720bf6b43e \
-    --hash=sha256:7d3243c406773185144527f83be0e0aefc7bf4601b0b2b956665608bf7c98a83 \
-    --hash=sha256:931a7630bba591593dcf6e97224a21ff80fb357e7982628d25e3c618e7f598ef \
-    --hash=sha256:9804c3ad27f78e54e58b32e7cb532d128b43dbfb9f3f9f06262b821a0f6bd3f5 \
-    --hash=sha256:a17c5d0bdcca61ce24a35beb828a2d0d323d3fcf387d7512206888c900193367 \
-    --hash=sha256:a6e0641147cbfa7e4e94efdb95c2dab1aff8cfc159ded13e07f308ddccc8c48e \
-    --hash=sha256:a79c1eba7ac4209f2d850f0edd0a2f8bba88cbfdfefe6fb76a19e9d4fe5e71a2 \
-    --hash=sha256:a9336b5e6712f4adaf5afc3203a99a40b379049104349d747eb3e5a3aa23ac2e \
-    --hash=sha256:b20c8b0fd5877abdf402e79a3af987053de07e6fb208c18df6659f708b535134 \
-    --hash=sha256:b3a49064504be59e59da664c5e149edc1f26c67c4f8e8456f6ba6aba55033018 \
-    --hash=sha256:b503ab55a836136b619b5fc21c8803d810c5b87551af8600b72eecafb0059cb0 \
-    --hash=sha256:bd0212976dc57a5bfeede7c219e7cd66568a32c05c9129686dd487c059c1b88a \
-    --hash=sha256:c70380fe5d64010f79fb863b9081c7004dd65225d2277333c219d93a10dad4dd \
-    --hash=sha256:d99f515f95fd03a90875fdb2cca12ff074aa04490db4d190905851bdf8a549a8 \
-    --hash=sha256:e80cf77847d0d3e6e3111b7b25db32a7f8762fd4b9a3a72ce53fe16a2863b281 \
-    --hash=sha256:eb96c84efcc33f0b5e0e04beacf00129dd963b67226b01c00b9dfc8affb464c3 \
-    --hash=sha256:ebea00201737ad4391142808ed16e875add5c17f676e0912b387739f84991e13 \
-    --hash=sha256:efe8d70949c3023698c3fca1e94527e7e790a361ab8116f90d11221421cd8726 \
-    --hash=sha256:f13b3e41bce9d257eded794c0f12878af3129d80aacd8a3ee0dee51f3a978651 \
-    --hash=sha256:f194db59657c58593a3c47c6dfd7bad4ef4ac12dbc94d01b3a95521f78177e33 \
-    --hash=sha256:f49590891d2c2f8a9de15614e32e459a794bcba84693c2394291a2038bbaaa69 \
-    --hash=sha256:f75ff57defcd0f1d6e006d721ccdec6c88d4f6a7816eb92f1c4890d979d9ee62 \
-    --hash=sha256:f799d9db89fc00446f03281f84a221e50018fc40113a3ba9864b132895619ebe \
-    --hash=sha256:f8426d4d75d68714abc17a4292d922f6ba2cfb984b72c2278c437f6dae797865
+mypy==2.1.0 \
+    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
+    --hash=sha256:0b1a5260c95aa443083f9ed3592662941951bca3d4ca224a5dc517c38b7cf666 \
+    --hash=sha256:11a6beb180257a805961aea9ec591bbd0bd17f1e18d35b8456d57aee5bedfedc \
+    --hash=sha256:1a293c534adb55271fef24a26da04b855540a8c13cc07bc5917b9fd2c394f2ca \
+    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
+    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
+    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
+    --hash=sha256:3712c20deed54e814eaaa825603bada8ea1c390670a397c95b98405347acc563 \
+    --hash=sha256:47cebf61abde7c088a4e27718a8b13a81655686b2e9c251f5c0915a802248166 \
+    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
+    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
+    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
+    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
+    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
+    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
+    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
+    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
+    --hash=sha256:7406f4d048e71e576f5356d317e5b0a9e666dfd966bd99f9d14ca06e1a341538 \
+    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
+    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
+    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
+    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
+    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
+    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
+    --hash=sha256:8ef78c1d306bbf9a8a12f526c44902c9c28dffd6c52c52bf6a72641ce18d3849 \
+    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
+    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
+    --hash=sha256:a683016b16fe2f572dc04c72be7ee0504ac1605a265d0200f5cea695fb788f41 \
+    --hash=sha256:aea7f7a8a55b459c34275fc468ada6ca7c173a5e43a68f5dbe588a563d8a06b8 \
+    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
+    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
+    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
+    --hash=sha256:c209a90853081ff01d01ee895cafe10f7db1474e0d95beaeef0f6c1db9119bbd \
+    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
+    --hash=sha256:c989640253f0d76843e9c6c1bbf4bd48c5e85ada61bde4beb37cb3eca035685e \
+    --hash=sha256:d57a90ae5e872138a425ec328edbc9b235d1934c4377881a33ec05b341acc9a8 \
+    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
+    --hash=sha256:e0210d626fc8b31ccc90233754c7bc90e1f43205e85d96387f7db1285b55c398 \
+    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
+    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
+    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
+    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
+    --hash=sha256:fcaa0e479066e31f7cceb6a3bea39cb22b2ff51a6b2f24f193d19179ba17c389 \
+    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -1875,9 +1928,9 @@ oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
@@ -1957,9 +2010,9 @@ pandas==2.3.3 \
     #   pandas-gbq
     #   pymilvus
     #   snowflake-connector-python
-pandas-gbq==0.34.1 \
-    --hash=sha256:6bea5b85937251b976cf9db38151ea59abbff98771179183488d4614694bff67 \
-    --hash=sha256:b74932c6ee35dfc81582f39c792e3a68c9ef9bee8c85f25667d9d05dfadd0daf
+pandas-gbq==0.35.0 \
+    --hash=sha256:258de481019566611031919997bf9c1ece4ca30a4dd02d3fc3664b251d446182 \
+    --hash=sha256:596c908487ef0649a161e86ef272c00c267e581b95dc5ee0dc3518545b33bcfc
     # via google-cloud-bigquery
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -1980,16 +2033,16 @@ patchelf==0.17.2.4 \
     --hash=sha256:d842b51f0401460f3b1f3a3a67d2c266a8f515a5adfbfa6e7b656cb3ac2ed8bc \
     --hash=sha256:d9b35ebfada70c02679ad036407d9724ffe1255122ba4ac5e4be5868618a5689
     # via feast (pyproject.toml)
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
     #   scikit-build-core
-platformdirs==4.9.4 \
-    --hash=sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934 \
-    --hash=sha256:68a9a4619a666ea6439f2ff250c12a853cd1cbd5158d258bd824a7df6be2f868
+platformdirs==4.9.6 \
+    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
+    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
     # via snowflake-connector-python
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
@@ -1999,151 +2052,148 @@ prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
-    --hash=sha256:948dab269721ae9a87fd16c514a0a2c2a1bdb23a9a61b969b0f9d9ee2968546f \
-    --hash=sha256:981333cb2f4c1896a12f4ab92a9cc8f09ea664e9b7dbdc4eff74627af3a11c0f \
-    --hash=sha256:990f6b3e2a27d683cb7602ed6c86f15ee6b43b1194736f9baaeb93d0016633b1 \
-    --hash=sha256:99d43339c83aaf4d32bda60928231848eee470c6bda8d02599cc4cebe872d183 \
-    --hash=sha256:9a0bd56e5b100aef69bd8562b74b46254e7c8812918d3baa700c8a8009b0af66 \
-    --hash=sha256:9a52009f2adffe195d0b605c25ec929d26b36ef986ba85244891dee3b294df21 \
-    --hash=sha256:9d2b6caef873b4f09e26ea7e33d65f42b944837563a47a94719cc3544319a0db \
-    --hash=sha256:9f302f4783709a78240ebc311b793f123328716a60911d667e0c036bc5dcbded \
-    --hash=sha256:a0ee98db9c5f80785b266eb805016e36058ac72c51a064040f2bc43b61101cdb \
-    --hash=sha256:a129e76735bc792794d5177069691c3217898b9f5cee2b2661471e52ffe13f19 \
-    --hash=sha256:a78372c932c90ee474559c5ddfffd718238e8673c340dc21fe45c5b8b54559a0 \
-    --hash=sha256:a9695397f85973bb40427dedddf70d8dc4a44b22f1650dd4af9eedf443d45165 \
-    --hash=sha256:ab08df6c9a035bee56e31af99be621526bd237bea9f32def431c656b29e41778 \
-    --hash=sha256:ab2943be7c652f09638800905ee1bab2c544e537edb57d527997a24c13dc1455 \
-    --hash=sha256:ab4c29b49d560fe48b696cdcb127dd36e0bc2472548f3bf56cc5cb3da2b2984f \
-    --hash=sha256:af223b406d6d000830c6f65f1e6431783fc3f713ba3e6cc8c024d5ee96170a4b \
-    --hash=sha256:af2a6052aeb6cf17d3e46ee169099044fd8224cbaf75c76a2ef596e8163e2237 \
-    --hash=sha256:bcc9aaa5d80322bc2fb24bb7accb4a30f81e90ab8d6ba187aec0744bc302ad81 \
-    --hash=sha256:c07fda85708bc48578467e85099645167a955ba093be0a2dcba962195676e859 \
-    --hash=sha256:c0d4b719b7da33599dfe3b22d3db1ef789210a0597bc650b7cee9c77c2be8c5c \
-    --hash=sha256:c0ef0aaafc66fbd87842a3fe3902fd889825646bc21149eafe47be6072725835 \
-    --hash=sha256:c2b5e7db5328427c57c8e8831abda175421b709672f6cfc3d630c3b7e2146393 \
-    --hash=sha256:c30b53e7e6bda1d547cabb47c825f3843a0a1a42b0496087bb58d8fedf9f41b5 \
-    --hash=sha256:c80ee5802e3fb9ea37938e7eecc307fb984837091d5fd262bb37238b1ae97641 \
-    --hash=sha256:c9b822a577f560fbd9554812526831712c1436d2c046cedee4c3796d3543b144 \
-    --hash=sha256:cae65ad55793da34db5f54e4029b89d3b9b9490d8abe1b4c7ab5d4b8ec7ebf74 \
-    --hash=sha256:cb2d222e72399fcf5890d1d5cc1060857b9b236adff2792ff48ca2dfd46c81db \
-    --hash=sha256:cbc3b6dfc728105b2a57c06791eb07a94229202ea75c59db644d7d496b698cac \
-    --hash=sha256:cd547953428f7abb73c5ad82cbb32109566204260d98e41e5dfdc682eb7f8403 \
-    --hash=sha256:cfc27c945f422e8b5071b6e93169679e4eb5bf73bbcbf1ba3ae3a83d2f78ebd9 \
-    --hash=sha256:d472aeb4fbf9865e0c6d622d7f4d54a4e101a89715d8904282bb5f9a2f476c3f \
-    --hash=sha256:d62cdfcfd89ccb8de04e0eda998535c406bf5e060ffd56be6c586cbcc05b3311 \
-    --hash=sha256:d82ad62b19645419fe79dd63b3f9253e15b30e955c0170e5cebc350c1844e581 \
-    --hash=sha256:d8f353eb14ee3441ee844ade4277d560cdd68288838673273b978e3d6d2c8f36 \
-    --hash=sha256:daede9cd44e0f8bdd9e6cc9a607fc81feb80fae7a5fc6cecaff0e0bb32e42d00 \
-    --hash=sha256:db65d2af507bbfbdcedb254a11149f894169d90488dd3e7190f7cdcb2d6cd57a \
-    --hash=sha256:dee69d7015dc235f526fe80a9c90d65eb0039103fe565776250881731f06349f \
-    --hash=sha256:e153e9cd40cc8945138822807139367f256f89c6810c2634a4f6902b52d3b4e2 \
-    --hash=sha256:e35b88984e7fa64aacecea39236cee32dd9bd8c55f57ba8a75cf2399553f9bd7 \
-    --hash=sha256:e53f3a38d3510c11953f3e6a33f205c6d1b001129f972805ca9b42fc308bc239 \
-    --hash=sha256:e9b0d8d0845bbc4cfcdcbcdbf5086886bc8157aa963c31c777ceff7846c77757 \
-    --hash=sha256:ec17c65562a827bba85e3872ead335f95405ea1674860d96483a02f5c698fa72 \
-    --hash=sha256:ecef2343af4cc68e05131e45024ba34f6095821988a9d0a02aa7c73fcc448aa9 \
-    --hash=sha256:ed5a841e8bb29a55fb8159ed526b26adc5bdd7e8bd7bf793ce647cb08656cdf4 \
-    --hash=sha256:ee17f18d2498f2673e432faaa71698032b0127ebf23ae5974eeaf806c279df24 \
-    --hash=sha256:f048da1b4f243fc44f205dfd320933a951b8d89e0afd4c7cacc762a8b9165207 \
-    --hash=sha256:f10207adf04d08bec185bae14d9606a1444715bc99180f9331c9c02093e1959e \
-    --hash=sha256:f1d2f90aeec838a52f1c1a32fe9a619fefd5e411721a9117fbf82aea638fe8a1 \
-    --hash=sha256:f48107a8c637e80362555f37ecf49abe20370e557cc4ab374f04ec4423c97c3d \
-    --hash=sha256:f7ee0e597f495cf415bcbd3da3caa3bd7e816b74d0d52b8145954c5e6fd3ff37 \
-    --hash=sha256:f93243fdc5657247533273ac4f86ae106cc6445a0efacb9a1bfe982fcfefd90c \
-    --hash=sha256:f95393b4d66bfae908c3ca8d169d5f79cd65636ae15b5e7a4f6e67af675adb0e \
-    --hash=sha256:fc38cba02d1acba4e2869eef1a57a43dfbd3d49a59bf90dda7444ec2be6a5570 \
-    --hash=sha256:fd0858c20f078a32cf55f7e81473d96dcf3b93fd2ccdb3d40fdf54b8573df3af \
-    --hash=sha256:fd138803047fb4c062b1c1dd95462f5209456bfab55c734458f15d11da288f8f \
-    --hash=sha256:fd2dbc472da1f772a4dae4fa24be938a6c544671a912e30529984dd80400cd88 \
-    --hash=sha256:fd6f30fdcf9ae2a70abd34da54f18da086160e4d7d9251f81f3da0ff84fc5a48 \
-    --hash=sha256:fe49d0a85038f36ba9e3ffafa1103e61170b28e95b16622e11be0a0ea07c6781
+propcache==0.5.2 \
+    --hash=sha256:01c4fc7480cd0598bb4b57022df55b9ca296da7fc5a8760bd8451a7e63a7d427 \
+    --hash=sha256:04dc2390d9edbbaef7461f33322555976ffddf0b650a038649d026358714e6c5 \
+    --hash=sha256:06187263ddad280d05b4d8a8b3bb7d164cbebd469236544a42e6d9b28ac6a4fa \
+    --hash=sha256:0958834041a0166d343b8d2cedcd8bcbaeb4fdbe0cf08320c5379f143c3be6e7 \
+    --hash=sha256:099aaf4b4d1a02265b92a977edf00b5c4f63b3b17ac6de39b0d637c9cac0188a \
+    --hash=sha256:0d2c9bf8528f135dbb805ce027567e09164f7efa51a2be07458a2c0420f292d0 \
+    --hash=sha256:0fd59b5af35f74da48d905dcbad55449ba13be91823cb05a9bd590bbf5b61660 \
+    --hash=sha256:10734b5484ea113152ee25a91dccedf81631791805d2c9ccb054958e51842c94 \
+    --hash=sha256:13fef48778b5a2a756523fdb781326b028ca75e32858b04f2cdd19f394564917 \
+    --hash=sha256:178b4a2cdaac1818e2bf1c5a99b94383fa73ea5382e032a48dec07dc5668dc42 \
+    --hash=sha256:196913dea116aeb5a2ba95af4ddcb7ea85559ae07d8eee8751688310d09168c3 \
+    --hash=sha256:1b31822f4474c4036bae62de9402710051d431a606d6a0f907fec79935a071aa \
+    --hash=sha256:1ca071adabaab6e9219924bbe00af821f1ee7de113a9eca1cdc292de3d120f4d \
+    --hash=sha256:1d1ad32d9d4355e2be65574fd0bfd3677e7066b009cd5b9b2dee8aa6a6393b33 \
+    --hash=sha256:1dbcf7675229b35d31abb6547d8ebc8c27a830ac3f9a794edff6254873ec7c0a \
+    --hash=sha256:2293949b855ce597f2826452d17c2d545fb5622379c4ea6fdf525e9b8e8a2511 \
+    --hash=sha256:26a4dca084132874e639895c3135dfad5eb20bae209f62d1aeb31b03e601c3c0 \
+    --hash=sha256:2800a4a8ead6b28cccd1ec54b59346f0def7922ee1c7598e8499c733cfbb7c84 \
+    --hash=sha256:29cbaac5ea0212663e6845e04b5e188d5a6ae6dd919810ac835bf1d3b42c3f4c \
+    --hash=sha256:29f9309a2e42b0d273be006fdb4be2d6c39a47f6f57d8fb1cf9f81481df81b66 \
+    --hash=sha256:2d7aa89ebca5acc98cba9d1472d976e394782f587bad6661003602a619fd1821 \
+    --hash=sha256:2f22cbbac9e26a8e864c0985ff1268d5d939d53d9d9411a9824279097e03a2cb \
+    --hash=sha256:2f8ea531c794b9d6274acd4e8d2c2ebcac590a4361d27482edd3010b79f1325e \
+    --hash=sha256:3115559b8effafd63b142ea5ed53d63a16ea6469cbc63dce4ee194b42db5d853 \
+    --hash=sha256:32775082acd2d807ee3db715c7770d38767b817870acfa08c29e057f3c4d5b56 \
+    --hash=sha256:3430bb2bfe1331885c427745a751e774ee679fd4344f80b97bf879815fe8fa55 \
+    --hash=sha256:3b199b9b2b3d6a7edf3183ba8a9a137a22b97f7df525feb5ae1eccf026d2a9c6 \
+    --hash=sha256:40314bca9ac559716fe374094fc81c11dcc34b64fd6c585360f5775690505704 \
+    --hash=sha256:44e488ef40dbb452700b2b1f8188934121f6648f52c295055662d2191959ff82 \
+    --hash=sha256:452b5065457eb9991ec5eb38ff41d6cd4c991c9ac7c531c4d5849ae473a9a13f \
+    --hash=sha256:45f11346f884bc47444f6e6647131055844134c3175b629f84952e2b5cd62b64 \
+    --hash=sha256:46088abff4cba581dea21ae0467a480526cb25aa5f3c269e909f800328bc3999 \
+    --hash=sha256:4621064bbf28fa77ff64dd5d94367c04684c67d3a5bf1dff25f0cd0d98a38f3b \
+    --hash=sha256:4bc8ff1feffc6a61c7002ffe84634c41b822e104990ae009f44a0834430070bb \
+    --hash=sha256:4db0ba63d693afd40d249bd93f842b5f144f8fcbb83de05660373bcf30517b1d \
+    --hash=sha256:51f96d685ab16e88cab128cd37a52c5da540809c8b879fa047731bfcb4ad35a4 \
+    --hash=sha256:54adaa85a22078d1e306304a40984dc5be99d599bf3dc0a24dc98f7daeab89ab \
+    --hash=sha256:552ffadf6ad409844bc5919c42a0a83d88314cedddaea0e41e80a8b8fffe881f \
+    --hash=sha256:5538d2c13d93e4698af7e092b57bc7298fd35d1d58e656ae18f23ee0d0378e03 \
+    --hash=sha256:5570dbcc97571c15f68068e529c92715a12f8d54030e272d264b377e22bd17a5 \
+    --hash=sha256:5671d09a36b06d0fd4a3da0fccbcae360e9b1570924171a15e9e0997f0249fba \
+    --hash=sha256:583c19759d9eec1e5b69e2fbef36a7d9c326041be9746cb822d335c8cedc2979 \
+    --hash=sha256:5aaa2b923c1944ac8febd6609cb373540a5563e7cbcb0fd770f75dace2eb817b \
+    --hash=sha256:5dbc581d2814337da56222fab8dc5f161cd798a434e49bac27930aaef798e144 \
+    --hash=sha256:5fcb98e7598b1ee0addab320d90f65b530297a867dbfe9de52ea838077e16e3d \
+    --hash=sha256:6041d31504dc1779d700e1edcfb08eea334b357620b06681a4eabb57a74e574e \
+    --hash=sha256:66ea454f095ddf5b6b14f56c064c0941c4788be11e18d2464cf643bf7203ff67 \
+    --hash=sha256:68ce1c44c7a813a7f71ea04315a8c7b330b63db99d059a797a4651bb6f69f117 \
+    --hash=sha256:6a997d0489e9668a384fcfd5061b857aa5361de73191cac204d04b889cfbbafa \
+    --hash=sha256:6bf3be92233808fcd338eba0fb4d0b59ec5772af4f4ecfcec450d1bfc0f8b5eb \
+    --hash=sha256:6de8bd93ddde9b992cf2b2e0d796d501a19026b5b9fd87356d7d0779531a8d96 \
+    --hash=sha256:6e7b8719005dd1175be4ab1cd25e9b98659a5e0347331506ec6760d2773a7fb5 \
+    --hash=sha256:6f328175a2cde1f0ff2c4ed8ce968b9dcfb55f3a7153f39e2957ed994da13476 \
+    --hash=sha256:72d61e16dd78228b58c5d47be830ff3da7e5f139abdf0aef9d86cde1c5cf2191 \
+    --hash=sha256:74b70780220e2dd89175ca24b81b68b67c83db499ae611e7f2313cb329801c78 \
+    --hash=sha256:79aa3ff0a9b566633b642fa9caf7e21ed1c13d6feca718187873f199e1514078 \
+    --hash=sha256:7afa37062e6650640e932e4cc9297d81f9f42d9944029cc386b8247dea4da837 \
+    --hash=sha256:80168e2ebe4d3ec6599d10ad8f520304ae1cad9b6c5a95372aef1b66b7bfb53a \
+    --hash=sha256:806719138ecd720339a12410fb9614ac9b2b2d3a5fdf8235d56981c36f4039ba \
+    --hash=sha256:8114f28879e0904748e831c3a7774261bd9e75f49be089f389a76f959dcd13fe \
+    --hash=sha256:81e3a30b0bb60caa22033dd0f8a3618d1d67356212514f62c57db75cb0ef410c \
+    --hash=sha256:823581fd5cb08b12a48bfa11fe962a7916766b6170c17b028fbdf762b85eb9bf \
+    --hash=sha256:85341b12b9d55bad0bded24cac341bb34289469e03a11f3f583ea1cc1db0326c \
+    --hash=sha256:857187f381f88c8e2fa2fe56ab94879d011b883d5a2ee5a1b60a8cd2a06846d9 \
+    --hash=sha256:8a90efd5777e996e42d568db9ac740b944d691e565cbfd31b2f7832f9184b2b8 \
+    --hash=sha256:8b73ab70f1a3351fbc71f663b3e645af6dd0329100c353081cf69c37433fc6fe \
+    --hash=sha256:8c7972d8f193740d9175f0998ab38717e6cd322d5935c5b0fef8c0d323fd9031 \
+    --hash=sha256:8e778ebd44ef4f66ed60a0416b06b489687db264a9c0b3620362f26489492913 \
+    --hash=sha256:9282fb1a3bccd038da9f768b927b24a0c753e466c086b7c4f3c6982851eefb2d \
+    --hash=sha256:949c91d1a990cf3b2e8188dfcfb25005e0b834a06c63fa4ef9f360878ce21ecf \
+    --hash=sha256:95f1e3f4760d404b13c9976c0229b2b49a3c8e2c62a9ce92efdd2b11ada75e3f \
+    --hash=sha256:97797ebb098e670a2f92dd66f32897e30d7615b14e7f59711de23e30a9072539 \
+    --hash=sha256:a0e399a2eccb91ed18721f86aa85757727400b6865c89e88934781deb9c8498b \
+    --hash=sha256:a473b3440261e0c60706e732b2ed2f517857344fc21bf48fdfe211e2d98eb285 \
+    --hash=sha256:a4840ab0ae0216d952f4b53dc6d0b992bfc2bedbfe360bdd9b548bc184c08959 \
+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.0 \
+    --hash=sha256:38e5696342835b08fc116f30a25665b29531cda9d5d5643e9b81fc312385abd9 \
+    --hash=sha256:a630604310899e73c59ec302e5765c058d412b2f090b9c79c8822589f14955b8
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.34.1 \
+    --hash=sha256:34b84ce27680df7cca9f231043ada0daa55d0c44a2ddfaa58ec1d0d89d8bf60a \
+    --hash=sha256:403b093a6e28a960372b44e5eb081775c9b056e816a8029c61231743d63f881a \
+    --hash=sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b \
+    --hash=sha256:8ff40ce8cd688f7265326b38d5a1bed9bfdf5e6723d49961432f83e21d5713e4 \
+    --hash=sha256:9ce42245e704cc5027be797c1db1eb93184d44d1cdd71811fb2d9b25ad541280 \
+    --hash=sha256:bb3812cd53aefea2b028ef42bd780f5b96407247f20c6ef7c679807e9d188f11 \
+    --hash=sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7 \
+    --hash=sha256:e97b55646e6ce5cbb0954a8c28cd39a5869b59090dfaa7df4598a7fba869468c
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -2189,61 +2239,61 @@ psycopg[c, pool]==3.2.5 \
 psycopg-c==3.2.5 \
     --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==23.0.1 \
-    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
-    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
-    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
-    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
-    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
-    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
-    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
-    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
-    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
-    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
-    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
-    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
-    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
-    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
-    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
-    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
-    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
-    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
-    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
-    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
-    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
-    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
-    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
-    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
-    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
-    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
-    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
-    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
-    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
-    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
-    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
-    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
-    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
-    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
-    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
-    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
-    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
-    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
-    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
-    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
-    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
-    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
-    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
-    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
-    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
-    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
-    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
-    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
-    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
-    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
+pyarrow==24.0.0 \
+    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
+    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
+    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
+    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
+    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
+    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
+    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
+    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
+    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
+    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
+    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
+    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
+    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
+    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
+    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
+    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
+    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
+    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
+    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
+    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
+    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
+    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
+    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
+    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
+    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
+    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
+    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
+    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
+    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
+    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
+    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
+    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
+    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
+    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
+    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
+    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
+    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
+    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
+    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
+    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
+    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
+    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
+    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
+    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
+    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
+    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
+    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
+    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
+    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
+    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -2272,141 +2322,140 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
     #   pydantic-settings
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
-    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
-    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
-    --hash=sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963 \
-    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
-    --hash=sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808 \
-    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
-    --hash=sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1 \
-    --hash=sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2 \
-    --hash=sha256:299e0a22e7ae2b85c1a57f104538b2656e8ab1873511fd718a1c1c6f149b77b5 \
-    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
-    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
-    --hash=sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b \
-    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
-    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
-    --hash=sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093 \
-    --hash=sha256:346285d28e4c8017da95144c7f3acd42740d637ff41946af5ce6e5e420502dd5 \
-    --hash=sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594 \
-    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
-    --hash=sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a \
-    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
-    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
-    --hash=sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284 \
-    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
-    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
-    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
-    --hash=sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f \
-    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
-    --hash=sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51 \
-    --hash=sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc \
-    --hash=sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97 \
-    --hash=sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a \
-    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
-    --hash=sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9 \
-    --hash=sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c \
-    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
-    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
-    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
-    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
-    --hash=sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e \
-    --hash=sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941 \
-    --hash=sha256:707625ef0983fcfb461acfaf14de2067c5942c6bb0f3b4c99158bed6fedd3cf3 \
-    --hash=sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612 \
-    --hash=sha256:753e230374206729bf0a807954bcc6c150d3743928a73faffee51ac6557a03c3 \
-    --hash=sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b \
-    --hash=sha256:76ee27c6e9c7f16f47db7a94157112a2f3a00e958bc626e2f4ee8bec5c328fbe \
-    --hash=sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146 \
-    --hash=sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11 \
-    --hash=sha256:7b93a4d08587e2b7e7882de461e82b6ed76d9026ce91ca7915e740ecc7855f60 \
-    --hash=sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd \
-    --hash=sha256:7f3bf998340c6d4b0c9a2f02d6a400e51f123b59565d74dc60d252ce888c260b \
-    --hash=sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c \
-    --hash=sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a \
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+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.14.1 \
+    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
+    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
     # via
     #   fastapi-mcp
     #   mcp
@@ -2432,13 +2481,13 @@ pymilvus==2.5.18 \
     --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
     --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
     # via feast (pyproject.toml)
-pymysql==1.1.2 \
-    --hash=sha256:4961d3e165614ae65014e361811a724e2044ad3ea3739de9903ae7c21f539f03 \
-    --hash=sha256:e6b1d89711dd51f8f74b1631fe08f039e7d76cf67a42a323d3178f0f25762ed9
+pymysql==1.1.3 \
+    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
+    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
     # via feast (pyproject.toml)
-pyopenssl==26.0.0 \
-    --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
-    --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 pyproject-metadata==0.11.0 \
     --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
@@ -2461,13 +2510,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.29 \
+    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
+    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2550,9 +2599,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==4.6.0 \
-    --hash=sha256:585dc516b9eb042a619ef0a39c3d7d55fe81bdb4df09a52c9cdde0d07bf1aa7d \
-    --hash=sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c
+redis==7.4.0 \
+    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
+    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2560,9 +2609,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2579,9 +2628,9 @@ requests-oauthlib==2.0.0 \
     # via
     #   google-auth-oauthlib
     #   kubernetes
-rich==14.3.3 \
-    --hash=sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d \
-    --hash=sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
+    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
     # via
     #   fastapi-mcp
     #   ibis-framework
@@ -2744,32 +2793,32 @@ snowballstemmer==3.0.1 \
     --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
     --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.5.0 \
+    --hash=sha256:0c92794e56faaafbdf6fedfa0473bd29f40ea89ad258b322c92b27b27f57bc35 \
+    --hash=sha256:16311dc9c4a0e2d6cd14ecd43f1f607e291ba5397832123a0b04a326897ef8b0 \
+    --hash=sha256:1897be7487587d9ce7feae132a288e714b3b07f3b3f3404e62b6dfcebde94bb9 \
+    --hash=sha256:206ea5e947ac346d121dd344048b7dd1b2ab4a0da03375ce3d90321a8ce598db \
+    --hash=sha256:2c04c2a7ee5a183be1204417077584c07569e66997e8d093403bb1604b5463bd \
+    --hash=sha256:34fbeb3f8ad26f34659c687cb27136d8eb9aea1ac65bc4b8b32091dc727f1f14 \
+    --hash=sha256:376eb9d956f6b9287df448e483ec862b94fb9ccb06cefc945b68ddac1c7d1c48 \
+    --hash=sha256:39c2b9d17da9a23475ad52a8e7b389001d7277bf400428c4c6af6bd1099bc62e \
+    --hash=sha256:4870858f2fa312343b0063fb4da57b3e893d80aa00e371bc637981f3eed9c254 \
+    --hash=sha256:56baa39a1fa9f0cdcdad3da022508396268d0bf6bb6df28087b02e4826e88bd1 \
+    --hash=sha256:583adc49b38316d3023dc80bef81a27a3027a2f8109a36e69a0083785b7f8662 \
+    --hash=sha256:5f73f1b0ed24e01d9dd627b088cc83e62e81ea5b19bee679946941f6d1947ef9 \
+    --hash=sha256:64ec9b5dddf19c7f4ce4355d1b8e16239a26d1d161d92219919953510664269c \
+    --hash=sha256:6bb323323c573c903500e1c654f71c0aad7b62149e2f719c611377fac9c05833 \
+    --hash=sha256:7badadc59d7e75550c7f35bdb9414895cae5898a4f9901b02231d0eaa694a4a0 \
+    --hash=sha256:81bfdbd865fceb5e9ac1969976c8f635e21185c06d97a31cac8ca3a4b4697b1d \
+    --hash=sha256:92d865b9b60a767a55787540dbf04b3074a7b1a728f24ddbec2bbcf257215625 \
+    --hash=sha256:93febe6d69c4dc46a64d16a0b6ed65b523d869f1691ead791eb22ebd8b6725ce \
+    --hash=sha256:9a17b5a8e43611bd7eae289de2b8f71679bb386b8d82036f0b36436827308f81 \
+    --hash=sha256:9c0cc17ceb915842dfdee7baaccbdcd5b5e3de06977231b8a31704c2ed8532d8 \
+    --hash=sha256:a1aa9128aa43d09771e845a1af1fc2a5d5a014ab0bea8bea4b72501662ba601f \
+    --hash=sha256:a28a9391b464f9060304d8468a24bff6a2d13bf5801c92fbf8c05907e5fb06f4 \
+    --hash=sha256:d7f5e2ea42521c033c4ac0e60685c50a47082715eb57cdaf92b438d9bb44d220 \
+    --hash=sha256:e4481849c65d4eeaef89efd589c7690bc51d7535524f278dde9b29012fdf5084 \
+    --hash=sha256:ee03a9b8f61192d72374e3785650460ed0c996c7153a8b38140be6e162ac4fb1
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
@@ -2803,78 +2852,78 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
     # via feast (pyproject.toml)
-sqlglot==30.2.1 \
-    --hash=sha256:ef4a67cc6f66a8043085eb8ea95fa9541c1625dffa9145ad4e9815a7ba60a199 \
-    --hash=sha256:f23d9ee9427ef9d20df15f9b0ffa57d9eb45e52b012219a349d1e6b50ed926d1
+sqlglot==30.8.0 \
+    --hash=sha256:1c5f93fb742dd9aaa75eee6bb33a637794a858b9a86375fac23a2dc0f7bc127e \
+    --hash=sha256:af903378c331d5b72277a1b41118f07bc3e50cf4478e2d47eed12c96ee6a22a4
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.4 \
+    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2944,9 +2993,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2961,25 +3010,25 @@ tqdm==4.67.3 \
     # via
     #   feast (pyproject.toml)
     #   milvus-lite
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.5.7.17 \
+    --hash=sha256:5ec0800de5e2ddbd7c663cb4c0c15328f132dc168813897c18866c5c7b93db33 \
+    --hash=sha256:a04a48f8f0a787cb996514d3969ac7608aa3c60cb15d073c1e02801e60533e80
     # via hatchling
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
-typer==0.24.1 \
-    --hash=sha256:112c1f0ce578bfb4cab9ffdabc68f031416ebcc216536611ba21f04e9aa84c9e \
-    --hash=sha256:e39b4732d65fbdcde189ae76cf7cd48aeae72919dea1fdfc16593be016256b45
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via feast (pyproject.toml)
-types-pymysql==1.1.0.20251220 \
-    --hash=sha256:ae1c3df32a777489431e2e9963880a0df48f6591e0aa2fd3a6fabd9dee6eca54 \
-    --hash=sha256:fa1082af7dea6c53b6caa5784241924b1296ea3a8d3bd060417352c5e10c0618
+types-pymysql==1.1.0.20260518 \
+    --hash=sha256:39a2448c4267dc4551e0824d2bfaecf7dfd171e89e6dbba90f4d4d45d55e4342 \
+    --hash=sha256:cf697ce4e44124fc859e8e8a7f047c1dc864745c3c628b85a51b3ee01502ef98
     # via feast (pyproject.toml)
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -3010,95 +3059,93 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
+ujson==5.12.1 \
+    --hash=sha256:07f307780f85b49cba93f291718421b6f5f3b627a323b431fad937a18f6587cb \
+    --hash=sha256:080bc65ac7c0a6314d45d55b6171d3a48b1aeaf89895654d625b291cfe46309f \
+    --hash=sha256:0be2b4f2f547b9f0f3d902640e410e5a2fc851576cbe033c88445a23e3e7aef1 \
+    --hash=sha256:10f44bd08ae52ee23ca6e8b472692e5da1768af2d53ff1bad6f40b532e0bc7ee \
+    --hash=sha256:12e99e49c62322ed0394c914aff15403ba7ede0b74f05a0faa4ec12c7d17a139 \
+    --hash=sha256:191d2077fd53441599a2efd3dcc205b9cc5f3a4d685a76e9f73f4b6c19aee0c9 \
+    --hash=sha256:19ea07e29a45d199f926aadf93a9974128438c01b83141fba32477c0ee604b33 \
+    --hash=sha256:1a09636220f26c66f80c6c6283023cb53120e843825f890be92696cd1aa43f39 \
+    --hash=sha256:1c335caea51c31494e514b82d50763b9792d3960d2c7d9fdb6b6fb8ed50ebdd0 \
+    --hash=sha256:251ba8229e19b4b0b3efb5e7e3ddfa67c5c466aa492707bc3f6568bf714604dc \
+    --hash=sha256:26dcb43869057373048cbd2678293c5b0f962d5774cc76fc9488564a209bcbf2 \
+    --hash=sha256:289f13095764d03734adfa10107da9b530ceb64dc1b02a5f507588d978d5b7df \
+    --hash=sha256:29d1d64ed2c3c17666f4f0e15462800f3477255dc53667ad5d099277866c5666 \
+    --hash=sha256:2cfbd6b0c677d5d053964b8f98d8bb1af10c591c8c24454bcd40006ac8ba18db \
+    --hash=sha256:3a6efff7dc6515416366819de4a1bc449b77107c5b48508b101fd40f7f8bec08 \
+    --hash=sha256:3e30fa6bc7156ed709e13f8b52e917db08fbfd611ba61346b62630974ec0ba8e \
+    --hash=sha256:427893168d074e59214b0ee058337c57f5bb80175cdd5b4799a9c931aae22022 \
+    --hash=sha256:45022aae09ac3d45bda6fbfc631088d1aff9a0465542d40bd6d295ced378c430 \
+    --hash=sha256:46315b82505c99101dcab3bd979f15fecfde85c02df7efbb4e428fa357665290 \
+    --hash=sha256:485f0182a0c0b54c304061cdc826d8343ce595c4055f7a24e72772a8520e5f7b \
+    --hash=sha256:49dd9c378e1c8e676785ff2b62cb490074229f15ab54abf45b623713cb2c36b5 \
+    --hash=sha256:4e12ca368b397aed7fa1eec534ea1ba8d94977b376f9df3e93ae1acfd004ec40 \
+    --hash=sha256:4ea0c490c702c20495e97345acfcf0c2f3153e658ef537ff111929c48b89e10a \
+    --hash=sha256:4f39ba3b65cc637b59731532f7e7c807786bff1d0332ab2d5b96a04d2584d78f \
+    --hash=sha256:50d07e79ec70d32b4fbe18ab706ed0b172be08710d5901b9d067d7951bfaa164 \
+    --hash=sha256:558673c6c3a2309775683ca96d5f1e4cd99889f71b1ba5cb6be8aa37ae67f9e0 \
+    --hash=sha256:5b7e96406c301a1366534479a7352ec40ec68bb327c0c119091635acd5925e35 \
+    --hash=sha256:5dc91fa06ea35920b704fd9d70871897680145998071cfbf5ee3e19f2c9fc242 \
+    --hash=sha256:66005b49c753a1b9f2f8853919dc58e1e6bd66846ea341a33afa76c6d7602485 \
+    --hash=sha256:696224d4cfb8883fa5c0285dff31e5ce924704dd9ccd38e9ea8b5bf4a42b12fc \
+    --hash=sha256:6cc6ea753b7303fa5629fa9ac9257ea4b001c4d72583b2bb36ff1855a07db49f \
+    --hash=sha256:6d8827904358d7da59ccf2e1fd8de59e78248036d17fecc0462e62c6721f1102 \
+    --hash=sha256:6f19e9a407a24230df0cc1ec1c0f5999872ba526b14a780f80ad6479f5eed9bc \
+    --hash=sha256:71bdb5d10c6d7e710cfa78e743d9fb79a37c7c66fa916cd287bffbaa520f5abe \
+    --hash=sha256:727e983ef27892d86ee2d28fd517eeb02b2c1165aafcbe929dce988aeee81bfe \
+    --hash=sha256:757f2026bef09d231d63a2250a2c7ad21ea1c9cb1ded6480659d202c4e2ef09e \
+    --hash=sha256:758e5c8fbe4e6d483041e03b307b01fb5d2f2dd4452d4d4b927ab902e188939e \
+    --hash=sha256:7642a41520ac1b2bc25ea282b66b8da522cc43424442e6fb5e039be4d4f96530 \
+    --hash=sha256:77a71fe53427a0cf49d56eafd801d9f7e203b784b7f99cc717783fd6f6f7b732 \
+    --hash=sha256:7957b64583793042521f7f7c71c01626b3d32a17528eaab980eb8cdc3d4eec68 \
+    --hash=sha256:7bba5ab7965619db7d6f5503133b8e2d8bfce9bb6754224ca64d19261cc52f7c \
+    --hash=sha256:7dc5cf44ea42365cd1b66e6ed3fc6ca040c86587b024a6659b98e99d31cff2cd \
+    --hash=sha256:7e31afad20cd6837a5ac6965d95b44b0ff06e42a82b01a8d3dc606a07f0b7a2a \
+    --hash=sha256:80f58ae2be100da0f525330ee274accd8892d1c125fea75076f60539d9a5f9cd \
+    --hash=sha256:8416bb724db9accfa97bdb77245952494b1800c23e42defd46afb5c661c9af19 \
+    --hash=sha256:8aa731138d6dfca4ab84501b72384e6c544bfb48cb87a0dd4d304df3246cac25 \
+    --hash=sha256:8b657e870c77aaacdeea86cfad3e6d2ef9b52517e45988c9c367f7ee764fe4dd \
+    --hash=sha256:8df5d984ff4ac1ef292d70f30da03417038a7e1e0bc272d28ca9d34f02f41682 \
+    --hash=sha256:949cb4863a5d4847edeb47c5364b334e8cadf23a7cbdaa547d86098a4b093106 \
+    --hash=sha256:9523d67d45334f9a1d62e423bd72be62b58d2289a50420ffffa9363763eab73f \
+    --hash=sha256:963287e4b1bc463735c4056968a2dfa59bb831b6daba68bddd14f451191fe9e5 \
+    --hash=sha256:984b5a99d1e0a037c2046c3c4b34cec832565d62d5017be0a035bf3cbfab72dc \
+    --hash=sha256:a7a81724d5d90a2da7155d15d8b156ce57eaed7cdd622df813f36a8e612fd4c8 \
+    --hash=sha256:b21b4c680594c8686bcd4cdda0fd3ea2567b9d42bcf1d1e3d92d39bcdb02e8f1 \
+    --hash=sha256:b22aa0f644516d3d5b29464949e4b23fe784f84b4a1030ab9ac3cb42aaedabb1 \
+    --hash=sha256:b2c419bf42ae40963fc27f70c59e24e9a97f5cf168dbce2c572f3c0ce3595912 \
+    --hash=sha256:b5db0849c0e3da54822a5834f2dc51d7c51072d7f7d665014ee34600dc10889b \
+    --hash=sha256:b6afa86c117b66034004ee83c5149c6dccf7cb88941f9d3a1640c7076577f2d4 \
+    --hash=sha256:bca3f04b2f590a8211acdc3ca06649b65a7ed1e999437dccf095310be9d3ba4e \
+    --hash=sha256:bdc6b277dcd27663f7fb76b6a5088424c66e0407c23e9884f80cd733f7d71b19 \
+    --hash=sha256:c4bdc052a5d097f0a2e56d93aed97355f9f7a62ef9baa4f8517e43245434af9c \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba \
+    --hash=sha256:c8e626b6bc9bdd2e8f7393b7d99f3daa2ca4022e6203662e70de7bb3604b21b9 \
+    --hash=sha256:cec6b9b539539affc1f01a795c99574592a635ce22331b64f2b42e0af570659e \
+    --hash=sha256:d57d731ecf492d3d011e65369f8330654f0875b19f646be5270d478e843d3b81 \
+    --hash=sha256:d90d27953716ef206c42f166932b3dbb264dc638bbf32acae81b216ae35f566d \
+    --hash=sha256:dc26caebea90425662ef0b979f945f6ac832651881107d6ec9a3c4d4a4ba929c \
+    --hash=sha256:e08d9e096c416ddc34519241f97c201258b42639f2012d9547d8ae32921800dd \
+    --hash=sha256:e3c9c894971f4ada3ded16a804ed4640e1f2b3e5239beaeec7c48296f39f4232 \
+    --hash=sha256:e4b0c9f6a56aa94bb98b403e1f57a866f0b43abaa89757b24d4a4b3cd8643ced \
+    --hash=sha256:ea3bed53d2ea8e5642e814a9e41f3e29420a8067874ba03ace8c0462e160490c \
+    --hash=sha256:ee83fbac03a0896faf190177c938f94eb610b798d495a19d50997242c4eca685 \
+    --hash=sha256:f48ef8a16f1d85bd7982beac7adfd3fb704058631db84c1c61c8a1b7072b1508 \
+    --hash=sha256:f6074d3d3267ba1914c624b6e1fa3d8152648ff36b0ab77ddf83b92db488c30d \
+    --hash=sha256:f67c5f0d64eba0fbbd6d2d6a79b0c43c5bc06f27564378fd5d716e0d40360068 \
+    --hash=sha256:f75caed5b6d1fc271bb720a780c4199914267f7b865f9bf17826c4feccea582c
     # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
@@ -3170,116 +3217,114 @@ vcs-versioning==1.1.1 \
     --hash=sha256:b541e2ba79fc6aaa3850f8a7f88af43d97c1c80649c01142ee4146eddbc599e4 \
     --hash=sha256:fabd75a3cab7dd8ac02fe24a3a9ba936bf258667b5a62ed468c9a1da0f5775bc
     # via setuptools-scm
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
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+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
@@ -3561,9 +3606,9 @@ yarl==1.23.0 \
     --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
     --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
     # via aiohttp
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 
 # The following packages were excluded from the output:
diff --git a/sdk/python/requirements/py3.11-requirements.txt b/sdk/python/requirements/py3.11-requirements.txt
index ec293cec030..694cde10b6e 100644
--- a/sdk/python/requirements/py3.11-requirements.txt
+++ b/sdk/python/requirements/py3.11-requirements.txt
@@ -14,19 +14,54 @@ anyio==4.13.0 \
     # via
     #   starlette
     #   watchfiles
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
     #   jsonschema
     #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via requests
 charset-normalizer==3.4.7 \
     --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
@@ -159,9 +194,9 @@ charset-normalizer==3.4.7 \
     --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
     --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
     # via requests
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -182,17 +217,17 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via feast (pyproject.toml)
-fsspec==2026.3.0 \
-    --hash=sha256:1ee6a0e28677557f8c2f994e3eea77db6392b4de9cd1f5d7a9e87a0ae9d01b41 \
-    --hash=sha256:d2ceafaad1b3457968ed14efa28798162f1638dbb5d2a6868a2db002a5ee39a4
+fsspec==2026.4.0 \
+    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
+    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
     # via dask
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -245,9 +280,9 @@ httptools==0.7.1 \
     --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
     --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
     # via uvicorn
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   requests
@@ -267,97 +302,97 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
@@ -563,136 +598,136 @@ mmh3==5.2.1 \
     --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
     --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
     # via feast (pyproject.toml)
-mypy==1.20.0 \
-    --hash=sha256:002b613ae19f4ac7d18b7e168ffe1cb9013b37c57f7411984abbd3b817b0a214 \
-    --hash=sha256:00e047c74d3ec6e71a2eb88e9ea551a2edb90c21f993aefa9e0d2a898e0bb732 \
-    --hash=sha256:02cca0761c75b42a20a2757ae58713276605eb29a08dd8a6e092aa347c4115ca \
-    --hash=sha256:0ecd63f75fdd30327e4ad8b5704bd6d91fc6c1b2e029f8ee14705e1207212489 \
-    --hash=sha256:0f42dfaab7ec1baff3b383ad7af562ab0de573c5f6edb44b2dab016082b89948 \
-    --hash=sha256:1973868d2adbb4584a3835780b27436f06d1dc606af5be09f187aaa25be1070f \
-    --hash=sha256:26c8b52627b6552f47ff11adb4e1509605f094e29815323e487fc0053ebe93d1 \
-    --hash=sha256:2721f0ce49cb74a38f00c50da67cb7d36317b5eda38877a49614dc018e91c787 \
-    --hash=sha256:2fcedb16d456106e545b2bfd7ef9d24e70b38ec252d2a629823a4d07ebcdb69e \
-    --hash=sha256:31b5dbb55293c1bd27c0fc813a0d2bb5ceef9d65ac5afa2e58f829dab7921fd5 \
-    --hash=sha256:34506397dbf40c15dc567635d18a21d33827e9ab29014fb83d292a8f4f8953b6 \
-    --hash=sha256:367e5c993ba34d5054d11937d0485ad6dfc60ba760fa326c01090fc256adf15c \
-    --hash=sha256:379edf079ce44ac8d2805bcf9b3dd7340d4f97aad3a5e0ebabbf9d125b84b442 \
-    --hash=sha256:39362cdb4ba5f916e7976fccecaab1ba3a83e35f60fa68b64e9a70e221bb2436 \
-    --hash=sha256:4525e7010b1b38334516181c5b81e16180b8e149e6684cee5a727c78186b4e3b \
-    --hash=sha256:47781555a7aa5fedcc2d16bcd72e0dc83eb272c10dd657f9fb3f9cc08e2e6abb \
-    --hash=sha256:49d11c6f573a5a08f77fad13faff2139f6d0730ebed2cfa9b3d2702671dd7188 \
-    --hash=sha256:555493c44a4f5a1b58d611a43333e71a9981c6dbe26270377b6f8174126a0526 \
-    --hash=sha256:555658c611099455b2da507582ea20d2043dfdfe7f5ad0add472b1c6238b433f \
-    --hash=sha256:697f102c5c1d526bdd761a69f17c6070f9892eebcb94b1a5963d679288c09e78 \
-    --hash=sha256:76a70bf840495729be47510856b978f1b0ec7d08f257ca38c9d932720bf6b43e \
-    --hash=sha256:7d3243c406773185144527f83be0e0aefc7bf4601b0b2b956665608bf7c98a83 \
-    --hash=sha256:931a7630bba591593dcf6e97224a21ff80fb357e7982628d25e3c618e7f598ef \
-    --hash=sha256:9804c3ad27f78e54e58b32e7cb532d128b43dbfb9f3f9f06262b821a0f6bd3f5 \
-    --hash=sha256:a17c5d0bdcca61ce24a35beb828a2d0d323d3fcf387d7512206888c900193367 \
-    --hash=sha256:a6e0641147cbfa7e4e94efdb95c2dab1aff8cfc159ded13e07f308ddccc8c48e \
-    --hash=sha256:a79c1eba7ac4209f2d850f0edd0a2f8bba88cbfdfefe6fb76a19e9d4fe5e71a2 \
-    --hash=sha256:a9336b5e6712f4adaf5afc3203a99a40b379049104349d747eb3e5a3aa23ac2e \
-    --hash=sha256:b20c8b0fd5877abdf402e79a3af987053de07e6fb208c18df6659f708b535134 \
-    --hash=sha256:b3a49064504be59e59da664c5e149edc1f26c67c4f8e8456f6ba6aba55033018 \
-    --hash=sha256:b503ab55a836136b619b5fc21c8803d810c5b87551af8600b72eecafb0059cb0 \
-    --hash=sha256:bd0212976dc57a5bfeede7c219e7cd66568a32c05c9129686dd487c059c1b88a \
-    --hash=sha256:c70380fe5d64010f79fb863b9081c7004dd65225d2277333c219d93a10dad4dd \
-    --hash=sha256:d99f515f95fd03a90875fdb2cca12ff074aa04490db4d190905851bdf8a549a8 \
-    --hash=sha256:e80cf77847d0d3e6e3111b7b25db32a7f8762fd4b9a3a72ce53fe16a2863b281 \
-    --hash=sha256:eb96c84efcc33f0b5e0e04beacf00129dd963b67226b01c00b9dfc8affb464c3 \
-    --hash=sha256:ebea00201737ad4391142808ed16e875add5c17f676e0912b387739f84991e13 \
-    --hash=sha256:efe8d70949c3023698c3fca1e94527e7e790a361ab8116f90d11221421cd8726 \
-    --hash=sha256:f13b3e41bce9d257eded794c0f12878af3129d80aacd8a3ee0dee51f3a978651 \
-    --hash=sha256:f194db59657c58593a3c47c6dfd7bad4ef4ac12dbc94d01b3a95521f78177e33 \
-    --hash=sha256:f49590891d2c2f8a9de15614e32e459a794bcba84693c2394291a2038bbaaa69 \
-    --hash=sha256:f75ff57defcd0f1d6e006d721ccdec6c88d4f6a7816eb92f1c4890d979d9ee62 \
-    --hash=sha256:f799d9db89fc00446f03281f84a221e50018fc40113a3ba9864b132895619ebe \
-    --hash=sha256:f8426d4d75d68714abc17a4292d922f6ba2cfb984b72c2278c437f6dae797865
+mypy==2.1.0 \
+    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
+    --hash=sha256:0b1a5260c95aa443083f9ed3592662941951bca3d4ca224a5dc517c38b7cf666 \
+    --hash=sha256:11a6beb180257a805961aea9ec591bbd0bd17f1e18d35b8456d57aee5bedfedc \
+    --hash=sha256:1a293c534adb55271fef24a26da04b855540a8c13cc07bc5917b9fd2c394f2ca \
+    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
+    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
+    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
+    --hash=sha256:3712c20deed54e814eaaa825603bada8ea1c390670a397c95b98405347acc563 \
+    --hash=sha256:47cebf61abde7c088a4e27718a8b13a81655686b2e9c251f5c0915a802248166 \
+    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
+    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
+    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
+    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
+    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
+    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
+    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
+    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
+    --hash=sha256:7406f4d048e71e576f5356d317e5b0a9e666dfd966bd99f9d14ca06e1a341538 \
+    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
+    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
+    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
+    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
+    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
+    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
+    --hash=sha256:8ef78c1d306bbf9a8a12f526c44902c9c28dffd6c52c52bf6a72641ce18d3849 \
+    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
+    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
+    --hash=sha256:a683016b16fe2f572dc04c72be7ee0504ac1605a265d0200f5cea695fb788f41 \
+    --hash=sha256:aea7f7a8a55b459c34275fc468ada6ca7c173a5e43a68f5dbe588a563d8a06b8 \
+    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
+    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
+    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
+    --hash=sha256:c209a90853081ff01d01ee895cafe10f7db1474e0d95beaeef0f6c1db9119bbd \
+    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
+    --hash=sha256:c989640253f0d76843e9c6c1bbf4bd48c5e85ada61bde4beb37cb3eca035685e \
+    --hash=sha256:d57a90ae5e872138a425ec328edbc9b235d1934c4377881a33ec05b341acc9a8 \
+    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
+    --hash=sha256:e0210d626fc8b31ccc90233754c7bc90e1f43205e85d96387f7db1285b55c398 \
+    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
+    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
+    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
+    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
+    --hash=sha256:fcaa0e479066e31f7cceb6a3bea39cb22b2ff51a6b2f24f193d19179ba17c389 \
+    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   dask
     #   pandas
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   gunicorn
@@ -759,9 +794,9 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
@@ -800,188 +835,187 @@ psutil==7.2.2 \
     --hash=sha256:eed63d3b4d62449571547b60578c5b2c4bcccc5387148db46e0c2313dad0ee00 \
     --hash=sha256:fd04ef36b4a6d599bbdb225dd1d3f51e00105f6d48a28f006da7f9822f2606d8
     # via feast (pyproject.toml)
-pyarrow==23.0.1 \
-    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
-    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
-    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
-    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
-    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
-    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
-    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
-    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
-    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
-    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
-    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
-    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
-    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
-    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
-    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
-    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
-    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
-    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
-    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
-    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
-    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
-    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
-    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
-    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
-    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
-    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
-    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
-    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
-    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
-    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
-    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
-    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
-    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
-    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
-    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
-    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
-    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
-    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
-    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
-    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
-    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
-    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
-    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
-    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
-    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
-    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
-    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
-    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
-    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
-    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
+pyarrow==24.0.0 \
+    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
+    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
+    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
+    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
+    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
+    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
+    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
+    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
+    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
+    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
+    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
+    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
+    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
+    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
+    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
+    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
+    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
+    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
+    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
+    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
+    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
+    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
+    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
+    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
+    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
+    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
+    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
+    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
+    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
+    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
+    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
+    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
+    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
+    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
+    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
+    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
+    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
+    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
+    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
+    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
+    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
+    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
+    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
+    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
+    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
+    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
+    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
+    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
+    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
+    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
     # via
     #   feast (pyproject.toml)
     #   dask
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
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+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
 pygments==2.20.0 \
     --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
@@ -999,9 +1033,9 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via uvicorn
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via pandas
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1087,9 +1121,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via feast (pyproject.toml)
 rpds-py==0.30.0 \
     --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
@@ -1214,70 +1248,70 @@ six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
     # via feast (pyproject.toml)
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -1305,9 +1339,9 @@ tqdm==4.67.3 \
     --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
     --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -1329,13 +1363,13 @@ typing-inspection==0.4.2 \
     # via
     #   fastapi
     #   pydantic
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via pandas
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
 uvicorn[standard]==0.34.0 \
     --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
@@ -1398,116 +1432,114 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websockets==16.0 \
     --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
@@ -1572,7 +1604,7 @@ websockets==16.0 \
     --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
     --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
     # via uvicorn
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
diff --git a/sdk/python/requirements/py3.12-ci-requirements.txt b/sdk/python/requirements/py3.12-ci-requirements.txt
index 8fe44b610b6..181df9d8952 100644
--- a/sdk/python/requirements/py3.12-ci-requirements.txt
+++ b/sdk/python/requirements/py3.12-ci-requirements.txt
@@ -137,6 +137,7 @@ aiohttp==3.13.5 \
     #   aiobotocore
     #   aiohttp-cors
     #   fsspec
+    #   mlflow
     #   ray
 aiohttp-cors==0.8.1 \
     --hash=sha256:3180cf304c5c712d626b9162b195b1db7ddf976a2a25172b35bb2448b890a80d \
@@ -154,6 +155,10 @@ alabaster==0.7.16 \
     --hash=sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65 \
     --hash=sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92
     # via sphinx
+alembic==1.18.4 \
+    --hash=sha256:a5ed4adcf6d8a4cb575f3d759f071b03cd6e5c7618eb796cb52497be25bfe19a \
+    --hash=sha256:cb6e1fd84b6174ab8dbb2329f86d631ba9559dd78df550b57804d607672cedbc
+    # via mlflow
 altair==4.2.2 \
     --hash=sha256:39399a267c49b30d102c10411e67ab26374156a84b1aeb9fcd15140429ba49c5 \
     --hash=sha256:8b45ebeaf8557f2d760c5c77b79f02ae12aee7c46c27c06014febab6f849bc87
@@ -251,9 +256,9 @@ attrs==26.1.0 \
     #   jsonschema
     #   openlineage-python
     #   referencing
-azure-core==1.39.0 \
-    --hash=sha256:4ac7b70fab5438c3f68770649a78daf97833caa83827f91df9c14e0e0ea7d34f \
-    --hash=sha256:8a90a562998dd44ce84597590fff6249701b98c0e8797c95fcdd695b54c35d74
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d \
+    --hash=sha256:f46ff5dfcd230f25cf1c19e8a34b8dc08a337b2503e268bb600a16c00db8ad5a
     # via
     #   azure-identity
     #   azure-storage-blob
@@ -261,9 +266,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ab23c0d63015f50b630ef6c6cf395e7262f439ce06e5d07a64e874c724f8d9e6 \
     --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
     # via feast (pyproject.toml)
-azure-storage-blob==12.28.0 \
-    --hash=sha256:00fb1db28bf6a7b7ecaa48e3b1d5c83bfadacc5a678b77826081304bd87d6461 \
-    --hash=sha256:e7d98ea108258d29aa0efbfd591b2e2075fa1722a2fae8699f0b3c9de11eff41
+azure-storage-blob==12.29.0 \
+    --hash=sha256:2824ddd7ebc9056034ebc76b17971a38e9aa5835abb0d565b9700493f2a6c657 \
+    --hash=sha256:ccf8a1bcd5e49df83ab85aab793b579e5ba2eeea2ad8900b2f62ca3a37dc391f
     # via feast (pyproject.toml)
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -342,14 +347,18 @@ beautifulsoup4==4.14.3 \
     # via
     #   docling
     #   nbconvert
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
 bleach[css]==6.3.0 \
     --hash=sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22 \
     --hash=sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6
     # via nbconvert
+blinker==1.9.0 \
+    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+    # via flask
 boto3==1.38.27 \
     --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
     --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
@@ -366,49 +375,50 @@ botocore==1.38.46 \
     #   moto
     #   s3transfer
     #   snowflake-connector-python
-build==1.4.2 \
-    --hash=sha256:35b14e1ee329c186d3f08466003521ed7685ec15ecffc07e68d706090bf161d1 \
-    --hash=sha256:7a4d8651ea877cb2a89458b1b198f2e69f536c95e89129dbf5d448045d60db88
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f \
+    --hash=sha256:302c22c3ba2a0fd5f3911918651341ebb3896176cbdec15bd421f80b1afc7647
     # via
     #   feast (pyproject.toml)
     #   pip-tools
     #   singlestoredb
-cassandra-driver==3.29.3 \
-    --hash=sha256:064bf45d3ca87239e11168c0110676fc64f7fdbddb4bcba9be787b8ad5f6d734 \
-    --hash=sha256:0785f6e0986089e922378ae3b64b5f696440aeb595fb84c2cf3ccef220c6ae91 \
-    --hash=sha256:158f7e5cb894a76a592aa0ca659a8e7c2a57ef603e04c07bbbc289a70e9ac893 \
-    --hash=sha256:1c241ba08473baf31a333feb59793190d01625541c2368d3bbb0f43a586f1d6a \
-    --hash=sha256:26013d768b2ea4728c09144b08c0eb86ad692e85cb15f4e52e3107abca83683c \
-    --hash=sha256:27adf8869937461ad08c5fefb47857532e467b408db496db4dbf8b132a4bd623 \
-    --hash=sha256:281f67af1b8df88741eef551afbb49f78e4f366a7ab23e7060a1f0d6ba655752 \
-    --hash=sha256:29fc241475801872dc27c3dd1a3976373536223dd4fd1c01868ff86bdbbfd48b \
-    --hash=sha256:2b72312a8b62a905da6133effbba9b0731c8e30af96e10ca77fc5c34532c6827 \
-    --hash=sha256:2cb72808dfc46c40a6ee352ace181ce3170adde1cfd1447da91709a8cf482e20 \
-    --hash=sha256:38216e13d6f2e0d4513a5b8806e70ce4a8f28a82962793a67371582fc2c7141b \
-    --hash=sha256:3f654b01d8d49f68deedfaff1edcff314e3103d29130b2a034df6c490c522351 \
-    --hash=sha256:51d6a5390e2454b599500049f0a5c72aa701db155c1e542f9a1157c1c45814b1 \
-    --hash=sha256:54afde4aaa5b55fbc2c075e1c55fb14a5739459428f3bb81f849ad020f7d5bcf \
-    --hash=sha256:572bd5a01089ab92da12f4f52b32b878547bbc544a798d8cfd042e7fc2601c75 \
-    --hash=sha256:5a0113020d86e8f61c7a2ae3d508720cd036df7462a55926b85dd97ada27e143 \
-    --hash=sha256:5f9858b5ccdf75dd89c20d74474b59dd3a2e2f86c7251b310011c46acdef3874 \
-    --hash=sha256:638047c1f70fb14c9d8f743931d4f4f42aff6793b47afded3097c002ef8c1165 \
-    --hash=sha256:63adca0f9219be3fe8789f4aa7b77c5f6a7bf65d6442959db52c653140ca4185 \
-    --hash=sha256:7552fb7189acd06161f8feac7045a387dc9e03b3b9f7dcb5675178906cee792e \
-    --hash=sha256:7a2f371af54cd1d153ef373a733889ebfbcc9c30e00429fc12a2569bad9239e1 \
-    --hash=sha256:84b24f69a7bbe76302330d47422a7fcc1998a6a96ffd414a795d7d95992b49cb \
-    --hash=sha256:891a1b6a111a591ad9f1c9e088846848dc9e6be030a6086c8c3aa5d2d837f266 \
-    --hash=sha256:96ad742f5cbfb771df512959ab5de36e248ce9aa2c487fd81c37d5c0a627c094 \
-    --hash=sha256:9abedc832e9a6636741299aae46c032d8c1248b507d8cebbaa2f48ec202904bc \
-    --hash=sha256:9b7032b44769c454e96aa11483bfd167a87ea341268f1075b0ff84f780c910a9 \
-    --hash=sha256:c935431682557ffcd3efc1c7bcb01b0f6769a1c90751a7154d5e3c905a6a2042 \
-    --hash=sha256:e1d09691d757f5b1900a98cc3b6cc7d8506683a2188c01eca86545f91edbbaf5 \
-    --hash=sha256:facd488c2b9be8bffcad5903566581e96d2863d2ec4bcad7f114d1b2b2f39ad0 \
-    --hash=sha256:fcf45725ae1751cb934b9b827a7d9cd899bbd09eb1ad28e2160b4584de35ba77 \
-    --hash=sha256:ff6b82ee4533f6fd4474d833e693b44b984f58337173ee98ed76bce08721a636
+cachetools==7.1.3 \
+    --hash=sha256:135cfe944bc3c1e805505f65dae0bef375a2f96261171ab66c79ef77d0bda39d \
+    --hash=sha256:9876787e2346e20584d5cca236cb5d49d04e7193de91646f230725b2e1e8b804
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+cassandra-driver==3.30.0 \
+    --hash=sha256:0c28a8e84917acebecbaed39844047c2f135739c3627dd7b9f8541af33e11df3 \
+    --hash=sha256:0f4225082a11d9529416c223553ab38a29c4e65da6646b40159c554480dc002c \
+    --hash=sha256:136b46437b9902673264e101cdaab309d3e40607bff34430bda86b785badc6e4 \
+    --hash=sha256:137498e2a9b6f578d1902e1af8a988e50b8fe134c76a176f1b8a774e906bc66c \
+    --hash=sha256:17fb53587c9fc6a27b5c4a89b4f3d9169be43fc572d6f3f67494aa74708be936 \
+    --hash=sha256:1d64cbdce764c33e284d339b9a749736d68971edf8b537888f2d13c4b0d1313f \
+    --hash=sha256:212af4d8ff934c30538f4bdf7da61f14dc9a30349f6cac2161c8125e56fad928 \
+    --hash=sha256:2637644eac9274e46b0c2a7f729158bdf8582b6842dc48e18297211dd3ee1fec \
+    --hash=sha256:289e86c81be2543cb9055600c0819850db921e6e138a84e5c88ec160662c7207 \
+    --hash=sha256:2a0679ebcfdcecb3763c690b5bc6a517e0c0803f7bc88e0a6c793e5e421b558a \
+    --hash=sha256:385134eba72f048707cd800de0a61cf3c23246113edffe9bc6bc2eb86282d26b \
+    --hash=sha256:5c6cbb396ad6fe456efc799d3b8b6bda360ffc06552c5be2ce1a88ac381a305c \
+    --hash=sha256:61d7eeb17d8f76d5b4a9b1239145250f2a9f7bf949c30e2cc36196b5a0523ce1 \
+    --hash=sha256:6a5c8982f2b9eb4e789fc12cdd930b1e1511b6d046dde31d0703f855745556a3 \
+    --hash=sha256:6d449f49ce866ac20a1c3d80b1f9245ecdfd1e67b843dccd3d6eccdfe519c02e \
+    --hash=sha256:7e4cfd6ec3023576ed0ffa34882d9778e4bacfd918048ae9139ccdd00628ed85 \
+    --hash=sha256:83a9148d408a3dbb48ea1802d643d60fa53cd69dc7b9a244511ecf5b917e4f53 \
+    --hash=sha256:8c4acd28791854c23ca68be50a7a750c9413ba80fec0ca5c27c2be05f6f3fe0a \
+    --hash=sha256:8d5e3575ec01d8c043b56ff25de6f61ff4c9ed5cb3ea4c3d9df98def71ba710c \
+    --hash=sha256:923a6e1c3fa5f98f846a028b1a7207ec9e7d8cfa54ea47a507d41122efa2f54f \
+    --hash=sha256:c1b4aa6c7706dec839134adb6a2094d90c5f6f35efa08028ed6aae6e67c8643e \
+    --hash=sha256:c64e20bf46b49f8ef64569208d4a395b0928c27d5960559922a2d13471924d0d \
+    --hash=sha256:d2f9e00127f70dff42d4ef932df8a6b81170c2861d4e75c8b13f4b4816b4450c \
+    --hash=sha256:d73c0429813045ba86b92fc033fbcfd495aa10e9d4a40fe30b6e9dfe8b5d3ab4 \
+    --hash=sha256:e12dfcd3f0074c16f4bfe650242edb406b935864373ae86160e09e3f5e437e84 \
+    --hash=sha256:ff2e9fbdc1be54c1d041ea3f7d09812442f334be14bb5ad7aede175544765d25
     # via feast (pyproject.toml)
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via
     #   clickhouse-connect
     #   docling
@@ -646,94 +656,85 @@ charset-normalizer==3.4.7 \
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
+    #   flask
     #   geomet
     #   great-expectations
+    #   mlflow-skinny
     #   pip-tools
     #   ray
     #   typer
     #   uvicorn
-clickhouse-connect==0.15.1 \
-    --hash=sha256:08df7857ecd2e345abbbdfc54d80fa060732cf75c953940355140af9a73b730a \
-    --hash=sha256:0bef871fb9803ae82b4dc1f797b6e784de0a4dec351591191a0c1a6008548284 \
-    --hash=sha256:158325a06978f91a182967341188502a0761447d1e13ffa775cf017def1a3d9e \
-    --hash=sha256:167e674dff8ac12be7796d93190b6fe9097c042940b3c41d87fe4d85970be27d \
-    --hash=sha256:1ef6922c8887a8b0db49a81823ef031807c971f628a363f6d53b030abaefd589 \
-    --hash=sha256:1ff5d10c6e49d36ee6941f52c4233f2bfb4198e9c726fed224f725974a667e37 \
-    --hash=sha256:24cdfe9b486c8f2e66f5f51b1f322d89d9eb4df29d9ebb2fa19b553065651e85 \
-    --hash=sha256:265f1660e8db5006ca32e8894e6c6cc984b343d96171ab0580b2104084b0fc08 \
-    --hash=sha256:2e19c9daabe4c24027006e903d0ba3f2a6b2e0703af37b2536335ac4558d541e \
-    --hash=sha256:2e52e20190004ed4578b803b1d5f2097c336fafec41b2cc0d490b5a4964c1284 \
-    --hash=sha256:371a201ee128ba2b47bd05e2f184b0d20fb78171d27441a6fb1183f4fcc9316e \
-    --hash=sha256:3b456d469db994b188bb0b5afa373e8f2e5e2bf41a70a736b9ed2485a976e9ae \
-    --hash=sha256:3cf1b78abf7e1b97ab279a2b244357c40657d2d8504ff3f713c6577cd0550b38 \
-    --hash=sha256:46bcebd00aff52ea5f7433e9cee1157b411dba9187f6677a18378c799c27c8aa \
-    --hash=sha256:4bf70933ab860bd2f0a872db624603706bed400c915c7aeef382956cf8ebbdf3 \
-    --hash=sha256:4f87d283399cbda676c8765605bf60dc6559df6fd38cbb9ea07048a4b34dda26 \
-    --hash=sha256:5046cb96d1c344c35198fe072a21ce3f273754df3e58fd0a6222c9a1aff72e75 \
-    --hash=sha256:5462bad97d97919a4ed230e2ef28d0b76bec0354a343218647830aac7744a43b \
-    --hash=sha256:57ad606e878fd284242713449217a0c475fde6b9b7ab59e7ba9e9c388431f004 \
-    --hash=sha256:5ab0d019c18d9d63b228ce2e45768f6c65fd27067d1127ab3e558c35c90f52ef \
-    --hash=sha256:5de299ada0f7eb9090bb5a6304d8d78163d4d9cc8eb04d8f552bfb82bafb61d5 \
-    --hash=sha256:60aa8c9c775d22db324260265f4c656f803fbc71de9193ef83cf8d8d0ef6ab9a \
-    --hash=sha256:691cbf6d3dd16988feb75d43942bb212f50f0cbec284eb249e0cd33ebf74ad09 \
-    --hash=sha256:693a03e44256886ac5dd26dc708833913157ec72e3b3a44fb89fd5fc202f85dc \
-    --hash=sha256:6f9619f9e8885886039e451c2e22d3fb9bd2e95bc64bbf4ebe6c0a50875785f4 \
-    --hash=sha256:7586fae639db65d6ff9f7d539aaac04ebd8604657751d78f6b45e7f971be83f3 \
-    --hash=sha256:76699fb79c0de182f915d96a08c15afc19755d9d0e9c93411abb0e4b539c7166 \
-    --hash=sha256:7a590116037ae56fab339b625f317d7c0a15bbede5f2f206ce1e55b1a2385e90 \
-    --hash=sha256:82e60e108d78e32d58a0f21570b02d3baad67ccbad6482eeb79d74a616d8a5ad \
-    --hash=sha256:83d881bf786b05489ccf96f07972b9c28638b513f3e064d39987d837749b35e3 \
-    --hash=sha256:859c718cb93780dd681f75d59ceaf4415915fa9617a5ba2de6105e291d6df3ad \
-    --hash=sha256:873d8f74eaec141f40ae060318c32353da94fdd4601f925bfd52426f3ddcd689 \
-    --hash=sha256:8bb70307589099c67dfe9a973998491bc82c1af9040560b5ebab799721bb197d \
-    --hash=sha256:9610ef6ff653f8a030f50e39cdeb1a39bea925c48f9196d787ea4b9f5eb1c8f0 \
-    --hash=sha256:99d55aab64fdeb53d74c16d2c46ae5491e90aa37ba55c24884a68a869418ee8e \
-    --hash=sha256:a1266a52bf61f0420630f625c5ac87bc2d095f08321820546300a699d4300ba3 \
-    --hash=sha256:a326e2f5518d6a9d71f0895d50a3ccd8c4d5e3abb625f39330512ff3c45c6731 \
-    --hash=sha256:a9d1e12bf86cd96626f74d21e3ac237abcda105f55cd2e78d139197d35f86209 \
-    --hash=sha256:aa9890507aac52a8a5363813bb315b6867e86a97ffa08576cb934603f5bc0216 \
-    --hash=sha256:ae24e4e7b10ff140c9041d9bdb2c08781145d844c7486c2661d223ededce7634 \
-    --hash=sha256:aeb09a6f8585f3bd4d8c5bead38f3821c076e0bca08c474a7b9039732a6e2e9a \
-    --hash=sha256:aed10f7615d0c72457d21ace9b59bfcbea0293188af2ffa3f3c2942d36974e7c \
-    --hash=sha256:b2f5174fc6001a1555fc3cb565f3b727e1b786d572df0b30d14929ae13bd3542 \
-    --hash=sha256:b692998e6dea344a4a2d7c34c129379767a068f234e1cb721ba27f1f023c70ee \
-    --hash=sha256:b6d107b5f964af97f25a0d1bfd59fe3510f2a646c87ad4f9ab9014bb0c66aa1c \
-    --hash=sha256:b8236c7dd675ed13d5e96f1f9126eeb711e8c266e4a0476ebc32be8a17decb32 \
-    --hash=sha256:c12d9f2b2fc57adaf5ea267804f00e520771794641227ed5285e38fdf36557a6 \
-    --hash=sha256:cd41ebe8b7f1c2579b22bbc414a800f3f8f5c843928019aca27c81592f70c5a7 \
-    --hash=sha256:cdeee50fb2822e4f886d9676c5979b9e6f93ee9159b1aa1b7d62e71bcf7ae551 \
-    --hash=sha256:d0dad989ae193c7261b12c9829f219fc1cb1ae9cad380c35cfe489f139c03ee9 \
-    --hash=sha256:d10e8f42bafa12d43dd280d157af1ca5a1743e0ca94e61de94c1d00cb1b2da2b \
-    --hash=sha256:d3fca3e0781b664556690decc788e7d25691043bf67a0d241e9c29233a2990d5 \
-    --hash=sha256:d6e98c0cf53db3b24dc0ff9f522fcf13205b1d191c632567d1744fbd4671741f \
-    --hash=sha256:d75324bb3a611eeb8c22b7fdda7c2cbc6ddbcc3871c65624b97f219430ded282 \
-    --hash=sha256:df93fa024d6ed46dbc3182b6202180be4cf2bbe9c331dcb21f85963b1b3fd1e5 \
-    --hash=sha256:e1a157205efd47884c22bfe061fc6f8c9aea844929ee755c47b446093805d21a \
-    --hash=sha256:e307ea69dc2a6e6d942d2799ee8bfe20c99019ddf95121cbeaf7efbb97f79f09 \
-    --hash=sha256:e702b77720ae6fd501e5a52262518dddb6c705fbc122bca4567694fb0bab401f \
-    --hash=sha256:e88a31bbd9da7f4b49de39d21e8c93c8fbb5cf487071e935af0eba884681df00 \
-    --hash=sha256:e911cffe6a9d9d27ccf91b8060086254c152c48ade47c1de3fc8e91d22cdd143 \
-    --hash=sha256:eb595e820e46ccdffd702d23e4d1d1efadaa60db81a3da53e693ab055d8a3b1a \
-    --hash=sha256:ecf244f91fc72e5dfe83652baf69a7ced414e9147288138897bc4376ebd6f8ac \
-    --hash=sha256:f03814b6e6a72892ce913eaef3931e6d011068480e9c19b80e5c640fdac55109 \
-    --hash=sha256:f13c34ad1ddb0d1efc92bc4039b50b534da94c51bbce25e61484bfd28b231cb5 \
-    --hash=sha256:f25df0298ecea9c29768ab1267ff1186aacfff0cbd75ff3b588644043f313cd6 \
-    --hash=sha256:f2aaf5fc0bb3098c24f0d8ca7e4ecbe605a26957481dfca2c8cef9d1fad7b7ca \
-    --hash=sha256:fa01fdb92db6bf72cb9509eecd0a0057a4558a4f40c02eebffbc2d61b644620e
+clickhouse-connect==1.0.0 \
+    --hash=sha256:03ab4bda888575a2ea882ad4ed05bf9f5f15bb621209f6a4045231e3f26fedf7 \
+    --hash=sha256:046f79215ebdd62192cc36e4d81b549570ca46e5b61e107b0d54cf7855b2ffff \
+    --hash=sha256:04ba770a1e3d0f2d093fc7400d2da0e121b55b092b65250d738e09b0139a594e \
+    --hash=sha256:07c23806a5dd00e95d7edd75796a2667234e99934033fb8f39659f58eb18fab1 \
+    --hash=sha256:0a6faf07cfb16feb345c36dc5e2895a655d923ef64f10ff616eca44dfe5cc5b0 \
+    --hash=sha256:0d4ed1e296c6e77dc0dbf486607cc39fc6e36866abb653543d5ad0a8426ea8f0 \
+    --hash=sha256:0fcccd2b49d57a09e465fc0c01c7c323f0db637241b3fc93d869d1b256c46184 \
+    --hash=sha256:1265ab0139fcf6fd36d358697a1a4dab313a6bdb7ab9a9bc8ecc3f656f16dee3 \
+    --hash=sha256:1415f440ae59b03e10bd5cc11c0034f30ad5f8fad74b42153926482c99ac21eb \
+    --hash=sha256:20b76e54c9ea77e86c47b3194f1a9ff1833bd6fa34cb81bfcec621eff94ed033 \
+    --hash=sha256:250826f2c3a8466faa51e03902f4c989be5da6f2ab6f74928afadd19ce1e2336 \
+    --hash=sha256:29185891d5de03f60ff9da37dbe1e1e44bed8ef252d0d1281ddf3a450dfe5023 \
+    --hash=sha256:295e6ff6e3f7fe71c28b1753967d8669ce12d924486150c74c892d8f67cba4d9 \
+    --hash=sha256:298e7816ae3ecb7935bf1fe3fb8b8e9eb639e4e14516b87f01ef5a1c223b992c \
+    --hash=sha256:2ff97a4a607eb525d9835c939a05ff63f0d3127f33afe1ed78b05d928f49c16c \
+    --hash=sha256:320f0c53c4cb8b06732d875cabd35a357992a9e0fcf9f4a18b631ea7ce377ef1 \
+    --hash=sha256:3222ae6bf39930a34ff4a483c6b34a1f3dab02d6743428b0383f4d47af7a48db \
+    --hash=sha256:34557e29c4dfa0df1f6e26d053d6af1ae8d1444f4bd44a5c647dc7dd3bea22c0 \
+    --hash=sha256:345838366b453a8c9c38366ac54493c2fb325982967d7bd0cde3ff619b66d9b7 \
+    --hash=sha256:39315f2096809a08cdc75850b52a3675a0639525bbd634b87c4f188bfd875200 \
+    --hash=sha256:40f9ade34a50ef2edfa0007d7b300a72fb4be239a0581b5ffc46f165b6a3d1a6 \
+    --hash=sha256:444a735bf44390cbd0a81d84d3b20bd0c36084d2a8b9d030bc41b938c3dff1d1 \
+    --hash=sha256:46b6dbabbda32e7e717b2732585ffbccf11815ad36987af57a068a66d1a0292c \
+    --hash=sha256:4959f9b8915d5a64193523b9b25d7446c583befb5e339cbf45dba68eb2c4abbb \
+    --hash=sha256:4964db35f9352452861e0d4d93ea4e7f41c77889e6f78092fe6c6cae5e09f478 \
+    --hash=sha256:53f1f9cd31b1af371340f39923a08ba0aef57a7a85ef4a27376107f376c1efc3 \
+    --hash=sha256:56a0d59bc1639827ac7ad14158ba557e5287f6cee1b6c942fc1747be12cbcc07 \
+    --hash=sha256:5ce486901a4042f6fc6a76ad2961bf5be7c4d970fabecf99113f6cb49d936303 \
+    --hash=sha256:6977afeabca17cdd3bc11215902f20e850eb1d71451d93eaee8ac26068a84af4 \
+    --hash=sha256:715f50937fcafa849c53314d443b55fb5b04b938f2402ec135c41e515a8312af \
+    --hash=sha256:77a5ce7880dea5deadd53d189cf690bdee14513c055343104f5ad3ddcfe25025 \
+    --hash=sha256:80c455d0ce5d93c4a744911dcbfb37124c009a826727770fd86f21a47d654333 \
+    --hash=sha256:8c4f5c8fa36b605435b32efea4f40ce11babb5f5afcec1e00f6a6cce81f81000 \
+    --hash=sha256:8e74375b92cfa94cb4c944a393a027af5c5ed562fc6b862baf6288696bc48688 \
+    --hash=sha256:965a496c770d17d061115ad096d2c966af3cee40c167b035afd0f3bd8037327b \
+    --hash=sha256:98a3efce3af5308ba3ed140c20a4dc6bf175736e2803b5cb75838ee36365a4eb \
+    --hash=sha256:9a2612b246bb9aa69419b8d24732df50e80579f0c43dea97db457cc15b39bfb2 \
+    --hash=sha256:9c64f7a26f97eeca472dab6ca9baddc1e36fae1d1c244541926ada4fad14a99b \
+    --hash=sha256:9ec2a93d353415951ab10da943f30f0038acc0a1ff82b3253d82a106f3065f34 \
+    --hash=sha256:a763c1b1c7977fcab59d2d1d2f249a5231abf44f8a3aa5b0df06bb849b5d0f65 \
+    --hash=sha256:a9e780a6d45025469d4e9cea5fec8b0ee55ef76bae867b2f255a106c0c720133 \
+    --hash=sha256:ab0a095afd9a6353872a51304c795949fb31f8fdf7519a0f27d7c0fb255983d7 \
+    --hash=sha256:aebf884c1aed8cf857d3323ac041e1cf636a865d231dc241543d9a68e82b553d \
+    --hash=sha256:bbc6000c1c297b969b6d0a097e84a7bfa31931b0512e4eb1674c6c6d158ade0b \
+    --hash=sha256:d84b8b799c71a88a600ca0455fed2d2edb320f510b04969bf04ca6f4807ab4fc \
+    --hash=sha256:dae66adb575b7eb9626d84edad4481d5c3d93ca680766c3f1891c13694913bee \
+    --hash=sha256:de4a5d1ffa12127f89b5308f95c6ef5da9b1c7f5d133a7d540c364bf259351fc \
+    --hash=sha256:e7cfb81c08685ad721b30cb702324de8763f7e8ff8aa653d1c7b602363524cd9 \
+    --hash=sha256:ede49d49101023f45d8cfb985719a9c20cf40ff4c60a9f895d48c17dac278448 \
+    --hash=sha256:ef3b69da678fe40056f585c0a788356b6eeda04b751a3837ffe75340155ecfdb \
+    --hash=sha256:ef8ba83257515fd38a7007a9ae1e8b70bf38d38f4bba34c3b7660af648f88cd2 \
+    --hash=sha256:f61a6d42228694cbfcdf806061e752fc88511926389a271987d61c360029b72f \
+    --hash=sha256:f8730073bc1adcee13b338b347f68fa0ec7b2460aecce227be2d5abb01ea7b8c \
+    --hash=sha256:fc0801be2505b2e3d3b0337c875a624eab61912b8fd55218424ad52a69deab10
     # via feast (pyproject.toml)
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
     --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
-    # via dask
-codeflare-sdk==0.36.0 \
-    --hash=sha256:5dfba97aef0c2a83437682b960a9c323d54e459d949e24729d00d330b00b96a2 \
-    --hash=sha256:cbac45169916e63198d214492ed1c17c49ee27d3e98303cff59e2170266a441d
+    # via
+    #   dask
+    #   mlflow-skinny
+codeflare-sdk==0.37.0 \
+    --hash=sha256:2106118d9341db7e329da59f296bc635c08e365d4a644013bb9a55ce38c54da5 \
+    --hash=sha256:a5f86b9541a3ef2498bc920465b0e106c4e58bfa2004d14ff177f83761afd469
     # via feast (pyproject.toml)
 colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
@@ -751,6 +752,80 @@ comm==0.2.3 \
     # via
     #   ipykernel
     #   ipywidgets
+contourpy==1.3.3 \
+    --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
+    --hash=sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc \
+    --hash=sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880 \
+    --hash=sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a \
+    --hash=sha256:0c1fc238306b35f246d61a1d416a627348b5cf0648648a031e14bb8705fcdfe8 \
+    --hash=sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc \
+    --hash=sha256:15ff10bfada4bf92ec8b31c62bf7c1834c244019b4a33095a68000d7075df470 \
+    --hash=sha256:177fb367556747a686509d6fef71d221a4b198a3905fe824430e5ea0fda54eb5 \
+    --hash=sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263 \
+    --hash=sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b \
+    --hash=sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5 \
+    --hash=sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381 \
+    --hash=sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3 \
+    --hash=sha256:2a2a8b627d5cc6b7c41a4beff6c5ad5eb848c88255fda4a8745f7e901b32d8e4 \
+    --hash=sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e \
+    --hash=sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f \
+    --hash=sha256:33c82d0138c0a062380332c861387650c82e4cf1747aaa6938b9b6516762e772 \
+    --hash=sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286 \
+    --hash=sha256:3519428f6be58431c56581f1694ba8e50626f2dd550af225f82fb5f5814d2a42 \
+    --hash=sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301 \
+    --hash=sha256:3d1a3799d62d45c18bafd41c5fa05120b96a28079f2393af559b843d1a966a77 \
+    --hash=sha256:451e71b5a7d597379ef572de31eeb909a87246974d960049a9848c3bc6c41bf7 \
+    --hash=sha256:459c1f020cd59fcfe6650180678a9993932d80d44ccde1fa1868977438f0b411 \
+    --hash=sha256:4d00e655fcef08aba35ec9610536bfe90267d7ab5ba944f7032549c55a146da1 \
+    --hash=sha256:4debd64f124ca62069f313a9cb86656ff087786016d76927ae2cf37846b006c9 \
+    --hash=sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a \
+    --hash=sha256:50ed930df7289ff2a8d7afeb9603f8289e5704755c7e5c3bbd929c90c817164b \
+    --hash=sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db \
+    --hash=sha256:556dba8fb6f5d8742f2923fe9457dbdd51e1049c4a43fd3986a0b14a1d815fc6 \
+    --hash=sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620 \
+    --hash=sha256:5ed3657edf08512fc3fe81b510e35c2012fbd3081d2e26160f27ca28affec989 \
+    --hash=sha256:626d60935cf668e70a5ce6ff184fd713e9683fb458898e4249b63be9e28286ea \
+    --hash=sha256:644a6853d15b2512d67881586bd03f462c7ab755db95f16f14d7e238f2852c67 \
+    --hash=sha256:655456777ff65c2c548b7c454af9c6f33f16c8884f11083244b5819cc214f1b5 \
+    --hash=sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d \
+    --hash=sha256:6afc576f7b33cf00996e5c1102dc2a8f7cc89e39c0b55df93a0b78c1bd992b36 \
+    --hash=sha256:6c3d53c796f8647d6deb1abe867daeb66dcc8a97e8455efa729516b997b8ed99 \
+    --hash=sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1 \
+    --hash=sha256:70f9aad7de812d6541d29d2bbf8feb22ff7e1c299523db288004e3157ff4674e \
+    --hash=sha256:8153b8bfc11e1e4d75bcb0bff1db232f9e10b274e0929de9d608027e0d34ff8b \
+    --hash=sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8 \
+    --hash=sha256:88df9880d507169449d434c293467418b9f6cbe82edd19284aa0409e7fdb933d \
+    --hash=sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7 \
+    --hash=sha256:92d9abc807cf7d0e047b95ca5d957cf4792fcd04e920ca70d48add15c1a90ea7 \
+    --hash=sha256:95b181891b4c71de4bb404c6621e7e2390745f887f2a026b2d99e92c17892339 \
+    --hash=sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1 \
+    --hash=sha256:a15459b0f4615b00bbd1e91f1b9e19b7e63aea7483d03d804186f278c0af2659 \
+    --hash=sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4 \
+    --hash=sha256:ab2fd90904c503739a75b7c8c5c01160130ba67944a7b77bbf36ef8054576e7f \
+    --hash=sha256:ab3074b48c4e2cf1a960e6bbeb7f04566bf36b1861d5c9d4d8ac04b82e38ba20 \
+    --hash=sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36 \
+    --hash=sha256:b08a32ea2f8e42cf1d4be3169a98dd4be32bafe4f22b6c4cb4ba810fa9e5d2cb \
+    --hash=sha256:b20c7c9a3bf701366556e1b1984ed2d0cedf999903c51311417cf5f591d8c78d \
+    --hash=sha256:b2e8faa0ed68cb29af51edd8e24798bb661eac3bd9f65420c1887b6ca89987c8 \
+    --hash=sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0 \
+    --hash=sha256:b7448cb5a725bb1e35ce88771b86fba35ef418952474492cf7c764059933ff8b \
+    --hash=sha256:ca0fdcd73925568ca027e0b17ab07aad764be4706d0a925b89227e447d9737b7 \
+    --hash=sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe \
+    --hash=sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77 \
+    --hash=sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497 \
+    --hash=sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd \
+    --hash=sha256:d002b6f00d73d69333dac9d0b8d5e84d9724ff9ef044fd63c5986e62b7c9e1b1 \
+    --hash=sha256:d06bb1f751ba5d417047db62bca3c8fde202b8c11fb50742ab3ab962c81e8216 \
+    --hash=sha256:d304906ecc71672e9c89e87c4675dc5c2645e1f4269a5063b99b0bb29f232d13 \
+    --hash=sha256:e4e6b05a45525357e382909a4c1600444e2a45b4795163d3b22669285591c1ae \
+    --hash=sha256:e74a9a0f5e3fff48fb5a7f2fd2b9b70a3fe014a67522f79b7cca4c0c7e43c9ae \
+    --hash=sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77 \
+    --hash=sha256:f64836de09927cba6f79dcd00fdd7d5329f3fccc633468507079c829ca4db4e3 \
+    --hash=sha256:fd6ec6be509c787f1caf6b247f0b1ca598bef13f4ddeaa126b7658215529ba0f \
+    --hash=sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff \
+    --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
+    --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
+    # via matplotlib
 couchbase==4.3.2 \
     --hash=sha256:032a180afd6621358b2c73543b9c5db9939b442fc3ad6d54417c36c8a8f65838 \
     --hash=sha256:11ce688ed46edf8387bf51866618c7b4e06399e7fb34a6df002764996c109d1f \
@@ -817,164 +892,164 @@ couchbase-columnar==1.0.0 \
     --hash=sha256:fc0fad2d386c5b5df7aaaccd8751e01caa886cc640cc8c92523dd07c4e7be519 \
     --hash=sha256:fc4efa3e15190c3731478006de494b046bc57785e9c8ae99ac8b375a91683e38
     # via feast (pyproject.toml)
-coverage[toml]==7.13.5 \
-    --hash=sha256:012d5319e66e9d5a218834642d6c35d265515a62f01157a45bcc036ecf947256 \
-    --hash=sha256:02ca0eed225b2ff301c474aeeeae27d26e2537942aa0f87491d3e147e784a82b \
-    --hash=sha256:03ccc709a17a1de074fb1d11f217342fb0d2b1582ed544f554fc9fc3f07e95f5 \
-    --hash=sha256:0428cbef5783ad91fe240f673cc1f76b25e74bbfe1a13115e4aa30d3f538162d \
-    --hash=sha256:04690832cbea4e4663d9149e05dba142546ca05cb1848816760e7f58285c970a \
-    --hash=sha256:0590e44dd2745c696a778f7bab6aa95256de2cbc8b8cff4f7db8ff09813d6969 \
-    --hash=sha256:0672854dc733c342fa3e957e0605256d2bf5934feeac328da9e0b5449634a642 \
-    --hash=sha256:084b84a8c63e8d6fc7e3931b316a9bcafca1458d753c539db82d31ed20091a87 \
-    --hash=sha256:0b67af5492adb31940ee418a5a655c28e48165da5afab8c7fa6fd72a142f8740 \
-    --hash=sha256:0cd9ed7a8b181775459296e402ca4fb27db1279740a24e93b3b41942ebe4b215 \
-    --hash=sha256:0cef0cdec915d11254a7f549c1170afecce708d30610c6abdded1f74e581666d \
-    --hash=sha256:0e223ce4b4ed47f065bfb123687686512e37629be25cc63728557ae7db261422 \
-    --hash=sha256:0e3c426ffc4cd952f54ee9ffbdd10345709ecc78a3ecfd796a57236bfad0b9b8 \
-    --hash=sha256:0ecf12ecb326fe2c339d93fc131816f3a7367d223db37817208905c89bded911 \
-    --hash=sha256:10a0c37f0b646eaff7cce1874c31d1f1ccb297688d4c747291f4f4c70741cc8b \
-    --hash=sha256:145ede53ccbafb297c1c9287f788d1bc3efd6c900da23bf6931b09eafc931587 \
-    --hash=sha256:1b11eef33edeae9d142f9b4358edb76273b3bfd30bc3df9a4f95d0e49caf94e8 \
-    --hash=sha256:1b88c69c8ef5d4b6fe7dea66d6636056a0f6a7527c440e890cf9259011f5e606 \
-    --hash=sha256:258354455f4e86e3e9d0d17571d522e13b4e1e19bf0f8596bcf9476d61e7d8a9 \
-    --hash=sha256:259b69bb83ad9894c4b25be2528139eecba9a82646ebdda2d9db1ba28424a6bf \
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+    --hash=sha256:a3b5ddfd6aa7ddad53ee3edb231e88a2151507a43229b7d71b953916deca127d \
+    --hash=sha256:a706b908dfa85538863504c624b237a3cc34232bf403c057414ebfdb3b4d9f84 \
+    --hash=sha256:a841fae2fadcae4f438d43b6ccc4aac2ad609f47cdb6cfdce60cbb3fe5ca7bc2 \
+    --hash=sha256:a93bac2cb577ef60074999ed56d8a1535894398e2ed920d4185c3ec0c8864742 \
+    --hash=sha256:a9f864ef57b7172e2db87a096642dd51e179e085ab6b2c371c29e885f65c8fb2 \
+    --hash=sha256:acebd068fca5512c3a6fde9c045f901613478781a73f0e82b307b214daef23fb \
+    --hash=sha256:b34ece8065914f938ed7f2c5872bb865336977a52919149846eac3744327267a \
+    --hash=sha256:b4cc4fce8672fffcb09b0eafc167b396b3ba53c4a7230f54b7aaffbf6c835fa9 \
+    --hash=sha256:b4e26a0f1b696faf283bffe5b8569e44e336c582439df5d53281ab89ee0cba96 \
+    --hash=sha256:b4f07cf7edcb7ec39431a5074d7ea83b29a9f71fcfc494f0f40af4e65180420f \
+    --hash=sha256:b812eb847b19876ebf33fb6c4f11819af05ab6050b0bfa1bc53412ae81779adb \
+    --hash=sha256:ba3b8390db29296dbbf49e91b6fe08f990743a90c8f447ba4c2ffc29670dfa63 \
+    --hash=sha256:bcb2e855b87321259a037429288ae85216d191c74de3e79bf57cd2bc0761992c \
+    --hash=sha256:bfb0ed8ec5d25e93face268115d7964db9df8b9aae8edcde9ec6b16c726a7cc1 \
+    --hash=sha256:c7492f2d493b976941c7ca050f273cbda2f43c381124f7586a3e3c16d1804fec \
+    --hash=sha256:c79d2319cabef1fe8e86df73371126931550804738f78ad7d31e3aad85a67367 \
+    --hash=sha256:c83d2399a51bbec8429266905d33616f04bc5726b1138c35844d5fcd896b2e20 \
+    --hash=sha256:ca3d9cf2c32b521bd9518385608787fa86f38daf993695307531822c3430ed67 \
+    --hash=sha256:cc3499459bbcdd51a65b64c35ab7ed2764eaf3cba826e0df3f1d7fe2e102b70b \
+    --hash=sha256:d128b1bba9361fbaaf6a19e179e6cfd6a9103ce0c0555876f72780acc93efd85 \
+    --hash=sha256:d1bb3543b58fea74d2cd1abc4054cc927e4724687cb4560cd2ed88d2c7d820c0 \
+    --hash=sha256:d8b013632cc1ce1d09dbe4f32667b4d320ec2f54fc326ebeffcd0b0bcc2bb6c4 \
+    --hash=sha256:d8e1762f0e9cbc26ec315471e7b47855218e833cd5a032d706fbf43845d878c7 \
+    --hash=sha256:d9c8ef6ed820c433de075657d72dda1f89a2984955e58b8a75feb3f184250218 \
+    --hash=sha256:dc38367eaa2abb1b766ac333142bce7655335a73537f5c8b75aaa89c2b987757 \
+    --hash=sha256:f2bbb8254370eb4c628ff3d6fa8a7f74ddc40565394d4f7ab791d1fe568e37ef \
+    --hash=sha256:f580f8c80acd94ac72e863efe2cab791d8c38d153e0b463b92dfa000d5c84cd1 \
+    --hash=sha256:fab3877e4ebb06bd9d4d4d00ee53309ee5478e66873c66a382272e3ee33eb7ea \
+    --hash=sha256:fb609b3658479e33f9516d46f1a89dbb9b6c261366e3a11844a96ec487533dae \
+    --hash=sha256:fcaba850dd317c65423a9d63d88f9573c53b00354d6dd95724576cc98a131595
     # via pytest-cov
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==46.0.7 \
+    --hash=sha256:04959522f938493042d595a736e7dbdff6eb6cc2339c11465b3ff89343b65f65 \
+    --hash=sha256:128c5edfe5e5938b86b03941e94fac9ee793a94452ad1365c9fc3f4f62216832 \
+    --hash=sha256:1d25aee46d0c6f1a501adcddb2d2fee4b979381346a78558ed13e50aa8a59067 \
+    --hash=sha256:24402210aa54baae71d99441d15bb5a1919c195398a87b563df84468160a65de \
+    --hash=sha256:258514877e15963bd43b558917bc9f54cf7cf866c38aa576ebf47a77ddbc43a4 \
+    --hash=sha256:35719dc79d4730d30f1c2b6474bd6acda36ae2dfae1e3c16f2051f215df33ce0 \
+    --hash=sha256:397655da831414d165029da9bc483bed2fe0e75dde6a1523ec2fe63f3c46046b \
+    --hash=sha256:3986ac1dee6def53797289999eabe84798ad7817f3e97779b5061a95b0ee4968 \
+    --hash=sha256:420b1e4109cc95f0e5700eed79908cef9268265c773d3a66f7af1eef53d409ef \
+    --hash=sha256:42a1e5f98abb6391717978baf9f90dc28a743b7d9be7f0751a6f56a75d14065b \
+    --hash=sha256:462ad5cb1c148a22b2e3bcc5ad52504dff325d17daf5df8d88c17dda1f75f2a4 \
+    --hash=sha256:506c4ff91eff4f82bdac7633318a526b1d1309fc07ca76a3ad182cb5b686d6d3 \
+    --hash=sha256:5ad9ef796328c5e3c4ceed237a183f5d41d21150f972455a9d926593a1dcb308 \
+    --hash=sha256:5d1c02a14ceb9148cc7816249f64f623fbfee39e8c03b3650d842ad3f34d637e \
+    --hash=sha256:5e51be372b26ef4ba3de3c167cd3d1022934bc838ae9eaad7e644986d2a3d163 \
+    --hash=sha256:60627cf07e0d9274338521205899337c5d18249db56865f943cbe753aa96f40f \
+    --hash=sha256:65814c60f8cc400c63131584e3e1fad01235edba2614b61fbfbfa954082db0ee \
+    --hash=sha256:73510b83623e080a2c35c62c15298096e2a5dc8d51c3b4e1740211839d0dea77 \
+    --hash=sha256:7bbc6ccf49d05ac8f7d7b5e2e2c33830d4fe2061def88210a126d130d7f71a85 \
+    --hash=sha256:80406c3065e2c55d7f49a9550fe0c49b3f12e5bfff5dedb727e319e1afb9bf99 \
+    --hash=sha256:84d4cced91f0f159a7ddacad249cc077e63195c36aac40b4150e7a57e84fffe7 \
+    --hash=sha256:8a469028a86f12eb7d2fe97162d0634026d92a21f3ae0ac87ed1c4a447886c83 \
+    --hash=sha256:91bbcb08347344f810cbe49065914fe048949648f6bd5c2519f34619142bbe85 \
+    --hash=sha256:935ce7e3cfdb53e3536119a542b839bb94ec1ad081013e9ab9b7cfd478b05006 \
+    --hash=sha256:9694078c5d44c157ef3162e3bf3946510b857df5a3955458381d1c7cfc143ddb \
+    --hash=sha256:a1529d614f44b863a7b480c6d000fe93b59acee9c82ffa027cfadc77521a9f5e \
+    --hash=sha256:abad9dac36cbf55de6eb49badd4016806b3165d396f64925bf2999bcb67837ba \
+    --hash=sha256:b36a4695e29fe69215d75960b22577197aca3f7a25b9cf9d165dcfe9d80bc325 \
+    --hash=sha256:b7b412817be92117ec5ed95f880defe9cf18a832e8cafacf0a22337dc1981b4d \
+    --hash=sha256:c5b1ccd1239f48b7151a65bc6dd54bcfcc15e028c8ac126d3fada09db0e07ef1 \
+    --hash=sha256:cbd5fb06b62bd0721e1170273d3f4d5a277044c47ca27ee257025146c34cbdd1 \
+    --hash=sha256:cdf1a610ef82abb396451862739e3fc93b071c844399e15b90726ef7470eeaf2 \
+    --hash=sha256:cdfbe22376065ffcf8be74dc9a909f032df19bc58a699456a21712d6e5eabfd0 \
+    --hash=sha256:d02c738dacda7dc2a74d1b2b3177042009d5cab7c7079db74afc19e56ca1b455 \
+    --hash=sha256:d151173275e1728cf7839aaa80c34fe550c04ddb27b34f48c232193df8db5842 \
+    --hash=sha256:d23c8ca48e44ee015cd0a54aeccdf9f09004eba9fc96f38c911011d9ff1bd457 \
+    --hash=sha256:d3b99c535a9de0adced13d159c5a9cf65c325601aa30f4be08afd680643e9c15 \
+    --hash=sha256:d5f7520159cd9c2154eb61eb67548ca05c5774d39e9c2c4339fd793fe7d097b2 \
+    --hash=sha256:db0f493b9181c7820c8134437eb8b0b4792085d37dbb24da050476ccb664e59c \
+    --hash=sha256:e06acf3c99be55aa3b516397fe42f5855597f430add9c17fa46bf2e0fb34c9bb \
+    --hash=sha256:e4cfd68c5f3e0bfdad0d38e023239b96a2fe84146481852dffbcca442c245aa5 \
+    --hash=sha256:ea42cbe97209df307fdc3b155f1b6fa2577c0defa8f1f7d3be7d31d189108ad4 \
+    --hash=sha256:ebd6daf519b9f189f85c479427bbd6e9c9037862cf8fe89ee35503bd209ed902 \
+    --hash=sha256:f247c8c1a1fb45e12586afbb436ef21ff1e80670b2861a90353d9b025583d246 \
+    --hash=sha256:fbfd0e5f273877695cb93baf14b185f4878128b250cc9f8e617ea0c025dfb022 \
+    --hash=sha256:fc9ab8856ae6cf7c9358430e49b368f3108f050031442eaeb6b9d87e4dcf4e4f \
+    --hash=sha256:fcd8eac50d9138c1d7fc53a653ba60a2bee81a505f9f8850b6b2888555a45d0e \
+    --hash=sha256:fdd1736fed309b4300346f88f74cd120c27c56852c3838cab416e7a166f67298 \
+    --hash=sha256:ffca7aa1d00cf7d6469b988c581598f2259e46215e0140af408966a24cf086ce
     # via
     #   feast (pyproject.toml)
     #   azure-identity
@@ -983,6 +1058,7 @@ cryptography==46.0.6 \
     #   google-auth
     #   great-expectations
     #   jwcrypto
+    #   mlflow
     #   moto
     #   msal
     #   oracledb
@@ -992,23 +1068,33 @@ cryptography==46.0.6 \
     #   snowflake-connector-python
     #   types-pyopenssl
     #   types-redis
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+    # via matplotlib
 dask[dataframe]==2026.3.0 \
     --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
     --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
     # via feast (pyproject.toml)
-datasets==4.8.4 \
-    --hash=sha256:a1429ed853275ce7943a01c6d2e25475b4501eb758934362106a280470df3a52 \
-    --hash=sha256:cdc8bee4698e549d78bf1fed6aea2eebc760b22b084f07e6fc020c6577a6ce6d
+databricks-sdk==0.109.0 \
+    --hash=sha256:46745a25324a5b36f01236760e44fc6e2bce3f051224e6f8aef7633477fcbec8 \
+    --hash=sha256:96b90f5ee2e0fac89f351aa77348263e1e0ed5d4d867cdfaefd2e0acc01b1e81
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+datasets==4.8.5 \
+    --hash=sha256:0f0c1c3d56ffff2c93b2f4c63c95bac94f3d7e8621aea2a2a576275233bba772 \
+    --hash=sha256:5079900781719c0e063a8efdd2cd95a31ad0c63209178669cd23cf1b926149ff
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.6.0 \
+    --hash=sha256:03f0ff5798fa5e407f07e84de2d619cbc363b8dcc40104825a85519793ffee8d \
+    --hash=sha256:4ba87b15cc972a7cc0aed2b7483e0823c7765eca88128453f52c88c5e0f4ae46
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
-dbt-artifacts-parser==0.13.0 \
-    --hash=sha256:304f2b857650566fed4ed8b976ed3582332eda3cedfe7167158dbbcfced3fe47 \
-    --hash=sha256:55498e8bd0d9064d56617f9c714ced8607d94ccb61e70d4b49dcfd8a28a030d8
+dbt-artifacts-parser==0.13.2 \
+    --hash=sha256:9eca1e413f7eee522cc1556634b0b9effe790b70d8ffcc46ae2328b9868efaf1 \
+    --hash=sha256:abb798aa73ff8cc295b4ecf03ee02d6a3bc48ad79f7d093d4bb3ffef68e77fb4
     # via feast (pyproject.toml)
 debugpy==1.8.20 \
     --hash=sha256:077a7447589ee9bc1ff0cdf443566d0ecf540ac8aa7333b775ebcb8ce9f4ecad \
@@ -1042,9 +1128,9 @@ debugpy==1.8.20 \
     --hash=sha256:eada6042ad88fa1571b74bd5402ee8b86eded7a8f7b827849761700aff171f1b \
     --hash=sha256:eb506e45943cab2efb7c6eafdd65b842f3ae779f020c82221f55aca9de135ed7
     # via ipykernel
-decorator==5.2.1 \
-    --hash=sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360 \
-    --hash=sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a
+decorator==5.3.1 \
+    --hash=sha256:4cbcdd55a6efadb9dbea26b858f4fb3264567b52d69ca0d25b721b553f60ea82 \
+    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
     # via ipython
 defusedxml==0.7.1 \
     --hash=sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69 \
@@ -1061,6 +1147,10 @@ deltalake==0.25.5 \
     --hash=sha256:cb1c7e826fd7c3bdd3676c7471d3b551e1a3674e44cd8e3747a0017a2c0292b7 \
     --hash=sha256:e8f0d24bf64455f702da8402307b22e01f91e0f76694f7c5e33c9513011e8d29
     # via feast (pyproject.toml)
+deprecated==1.3.1 \
+    --hash=sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f \
+    --hash=sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223
+    # via cassandra-driver
 deprecation==2.1.0 \
     --hash=sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff \
     --hash=sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a
@@ -1076,24 +1166,32 @@ distlib==0.4.0 \
     --hash=sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16 \
     --hash=sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d
     # via virtualenv
+dnspython==2.8.0 \
+    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
+    --hash=sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f
+    # via
+    #   feast (pyproject.toml)
+    #   pymongo
 docker==7.1.0 \
     --hash=sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c \
     --hash=sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0
-    # via testcontainers
+    # via
+    #   mlflow
+    #   testcontainers
 docling==2.27.0 \
     --hash=sha256:1288ed75b27e33bf94daff34faffc6d11b7d7ccc13e3df84fb24adad3991f72d \
     --hash=sha256:faba35662612a2c687a3a463e501d95f645316436084af92a0442ce162429a3d
     # via feast (pyproject.toml)
-docling-core[chunking]==2.71.0 \
-    --hash=sha256:4761857816853b2b35263b5b4518e1ea6214e0565db0bbf1d929fb976665d1a0 \
-    --hash=sha256:4caa9f50c68b9dd332584ae16170b36db05d773532b14d7078b580d89d8bd2a4
+docling-core[chunking]==2.76.0 \
+    --hash=sha256:55af705c6d0755254afddb959fe5dea3a6d413d3ea7539e380bb008268806316 \
+    --hash=sha256:e4f681ad434cb45ba93bd3afaab62c5d910bf9ac6b3fdb98b12ee2e476bb75a4
     # via
     #   docling
     #   docling-ibm-models
     #   docling-parse
-docling-ibm-models==3.13.0 \
-    --hash=sha256:a11acc6034b06e0bed8dc0ca1fa700615b8246eacce411619168e1f6562b0d0d \
-    --hash=sha256:f402effae8a63b0e5c3b5ce13120601baa2cd8098beef1d53ab5a056443758d3
+docling-ibm-models==3.13.2 \
+    --hash=sha256:195e02dd119df34d2ce5f76ac614da82825851013e4898db7b0468cdf8740a3d \
+    --hash=sha256:5fa0838bf15a4e06d2fcb686d756a6f4c329ea0a8820d085f06d07abe96269ed
     # via docling
 docling-parse==4.7.3 \
     --hash=sha256:1790e7e4ae202d67875c1c48fd6f8ef5c51d10b0c23157e4989b8673f2f31308 \
@@ -1128,42 +1226,42 @@ docutils==0.19 \
     --hash=sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6 \
     --hash=sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc
     # via sphinx
-duckdb==1.5.1 \
-    --hash=sha256:054ad424b051b334052afac58cb216f3b1ebb8579fc8c641e60f0182e8725ea9 \
-    --hash=sha256:05fc91767d0cfc4cf2fa68966ab5b479ac07561752e42dd0ae30327bd160f64a \
-    --hash=sha256:0a6acc2040bec1f05de62a2f3f68f4c12f3ec7d6012b4317d0ab1a195af26225 \
-    --hash=sha256:26e56b5f0c96189e3288d83cf7b476e23615987902f801e5788dee15ee9f24a9 \
-    --hash=sha256:36e8e32621a9e2a9abe75dc15a4b54a3997f2d8b1e53ad754bae48a083c91130 \
-    --hash=sha256:40c5220ec93790b18ec6278da9c6ac2608d997ee6d6f7cd44c5c3992764e8e71 \
-    --hash=sha256:446d500a2977c6ae2077f340c510a25956da5c77597175c316edfa87248ceda3 \
-    --hash=sha256:46f92ada9023e59f27edc048167b31ac9a03911978b1296c845a34462a27f096 \
-    --hash=sha256:482f8a13f2600f527e427f73c42b5aa75536f9892868068f0aaf573055a0135f \
-    --hash=sha256:553c273a6a8f140adaa6da6a6135c7f95bdc8c2e5f95252fcdf9832d758e2141 \
-    --hash=sha256:5ae7c0d744d64e2753149634787cc4ab60f05ef1e542b060eeab719f3cdb7723 \
-    --hash=sha256:5d4147422d91ccdc2d2abf6ed24196025e020259d1d267970ae20c13c2ce84b1 \
-    --hash=sha256:6af347debc8b721aa72e48671166282da979d5e5ae52dbc660ab417282b48e23 \
-    --hash=sha256:6ba302115f63f6482c000ccfd62efdb6c41d9d182a5bcd4a90e7ab8cd13856eb \
-    --hash=sha256:6f7361d66cc801d9eb4df734b139cd7b0e3c257a16f3573ebd550ddb255549e6 \
-    --hash=sha256:715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7 \
-    --hash=sha256:71dddcebbc5a70e946a06c30b59b5dd7999c9833d307168f90fb4e4b672ab63e \
-    --hash=sha256:8150c569b2aa4573b51ba8475e814aa41fd53a3d510c1ffb96f1139f46faf611 \
-    --hash=sha256:8843bd9594e1387f1e601439e19ad73abdf57356104fd1e53a708255bb95a13d \
-    --hash=sha256:8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea \
-    --hash=sha256:972d0dbf283508f9bc446ee09c3838cb7c7f114b5bdceee41753288c97fe2f7c \
-    --hash=sha256:a28531cee2a5a42d89f9ba4da53bfeb15681f12acc0263476c8705380dadce07 \
-    --hash=sha256:a3be2072315982e232bfe49c9d3db0a59ba67b2240a537ef42656cc772a887c7 \
-    --hash=sha256:ac2804043bd1bc10b5da18f8f4c706877197263a510c41be9b4c0062f5783dcc \
-    --hash=sha256:afab8b4b1f4469c3879bb049dd039f8fce402712050324e9524a43d7324c5e87 \
-    --hash=sha256:b370d1620a34a4538ef66524fcee9de8171fa263c701036a92bc0b4c1f2f9c6d \
-    --hash=sha256:b8b0808dba0c63b7633bdaefb34e08fe0612622224f9feb0e7518904b1615101 \
-    --hash=sha256:bc7ca6a1a40e7e4c933017e6c09ef18032add793df4e42624c6c0c87e0bebdad \
-    --hash=sha256:caa65e1f5bf007430bf657c37cab7ab81a4ddf8d337e3062bcc5085d17ef038b \
-    --hash=sha256:d68c5a01a283cb13b79eafe016fe5869aa11bff8c46e7141c70aa0aac808010f \
-    --hash=sha256:da137802688190835b4c863cafa77fd7e29dff662ee6d905a9ffc14f00299c91 \
-    --hash=sha256:e56a20ab6cdb90a95b0c99652e28de3504ce77129087319c03c9098266183ae5 \
-    --hash=sha256:e878ccb7d20872065e1597935fdb5e65efa43220c8edd0d9c4a1a7ff1f3eb277 \
-    --hash=sha256:eba81e0b3011c1f23df7ea47ef4ffaa8239817959ae291515b6efd068bde2161 \
-    --hash=sha256:ed6d23a3f806898e69c77430ebd8da0c79c219f97b9acbc9a29a653e09740c59
+duckdb==1.5.2 \
+    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
+    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
+    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
+    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
+    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
+    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
+    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
+    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
+    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
+    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
+    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
+    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
+    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
+    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
+    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
+    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
+    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
+    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
+    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
+    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
+    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
+    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
+    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
+    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
+    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
+    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
+    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
+    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
+    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
+    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
+    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
+    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
+    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
+    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
+    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -1172,13 +1270,13 @@ durationpy==0.10 \
 easyocr==1.7.2 \
     --hash=sha256:5be12f9b0e595d443c9c3d10b0542074b50f0ec2d98b141a109cd961fd1c177c
     # via docling
-elastic-transport==9.2.1 \
-    --hash=sha256:39e1a25e486af34ce7aa1bc9005d1c736f1b6fb04c9b64ea0604ded5a61fc1d4 \
-    --hash=sha256:97d9abd638ba8aa90faa4ca1bf1a18bde0fe2088fbc8757f2eb7b299f205773d
+elastic-transport==9.4.0 \
+    --hash=sha256:2dbb907ededa14e6ff5be058f8737bbba3926bd1b1a40dbc98a471285fa2cb3c \
+    --hash=sha256:4eff263c8011dd950451b72be567a2484b814a89c70081053d6ae6addeab52e2
     # via elasticsearch
-elasticsearch==9.3.0 \
-    --hash=sha256:67bd2bb4f0800f58c2847d29cd57d6e7bf5bc273483b4f17421f93e75ba09f39 \
-    --hash=sha256:f76e149c0a22d5ccbba58bdc30c9f51cf894231b359ef4fd7e839b558b59f856
+elasticsearch==9.4.0 \
+    --hash=sha256:95e38e130b1d01438b19343dfa0458e1857a7df8e2e30cbf23a72182b03f05ff \
+    --hash=sha256:e20095ba40229f4562f7cc951883c7c62a017435f94dbe0c21526f58ba411885
     # via feast (pyproject.toml)
 entrypoints==0.4 \
     --hash=sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4 \
@@ -1225,12 +1323,13 @@ faiss-cpu==1.10.0 \
     --hash=sha256:e71f7e24d5b02d3a51df47b77bd10f394a1b48a8331d5c817e71e9e27a8a75ac \
     --hash=sha256:f71c5860c860df2320299f9e4f2ca1725beb559c04acb1cf961ed24e6218277a
     # via feast (pyproject.toml)
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
+    #   mlflow-skinny
 fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
@@ -1239,9 +1338,9 @@ fastjsonschema==2.21.2 \
     --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
     --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
     # via nbformat
-filelock==3.25.2 \
-    --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
-    --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
+filelock==3.29.0 \
+    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
+    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
     # via
     #   datasets
     #   huggingface-hub
@@ -1254,6 +1353,68 @@ filetype==1.2.0 \
     --hash=sha256:66b56cd6474bf41d8c54660347d37afcc3f7d1970648de365c102ef77548aadb \
     --hash=sha256:7ce71b6880181241cf7ac8697a2f1eb6a8bd9b429f7ad6d27b8db9ba5f1c2d25
     # via docling
+flask==3.1.3 \
+    --hash=sha256:0ef0e52b8a9cd932855379197dd8f94047b359ca0a78695144304cb45f87c9eb \
+    --hash=sha256:f4bcbefc124291925f1a26446da31a5178f9483862233b23c0c96a20701f670c
+    # via
+    #   flask-cors
+    #   mlflow
+flask-cors==6.0.2 \
+    --hash=sha256:6e118f3698249ae33e429760db98ce032a8bf9913638d085ca0f4c5534ad2423 \
+    --hash=sha256:e57544d415dfd7da89a9564e1e3a9e515042df76e12130641ca6f3f2f03b699a
+    # via mlflow
+fonttools==4.63.0 \
+    --hash=sha256:032038247a96c1690f9f31e377c389383c902531b085aa4e4dabd6f57f870e69 \
+    --hash=sha256:063e08bd17bd5a90127a14123de0d6a952dbc847695fd98b63c043d58057f90c \
+    --hash=sha256:0c18358a155d75034911c5ee397a5b44cd19dd325dbb8b35fb60bf421d6a72ac \
+    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
+    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
+    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
+    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
+    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
+    --hash=sha256:2b8ae05d9eacf6081414d759c0a352769ac28ce31280d6bb8e77b03f9e3c449f \
+    --hash=sha256:2c14b4fd138c4bafcca294765c547914e1aa431ae1ca94ab99d8db08c958bd3b \
+    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
+    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
+    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
+    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
+    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
+    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
+    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
+    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
+    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
+    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
+    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
+    --hash=sha256:79cdc9f567aec74a72918fd060283911406750cbc9fd28c1316023deb6ce31a9 \
+    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
+    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
+    --hash=sha256:7dd683fef0663e9f0f45cf541d788d24caa3ec9db50796b588e1757d8b3bc007 \
+    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
+    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
+    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
+    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
+    --hash=sha256:a8b33a82979e0a6a34ff435cc81317be1f95ec1ebb7a3a2d1c8a6a54f02ae44e \
+    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
+    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
+    --hash=sha256:afefc1ed0a59785a7fb06ea7e1678e849c193e1e387db783579bc7b3056fcfcb \
+    --hash=sha256:b1cd75a03ad8cb5bc40c90bfde68c0c47de423aa19e5c0f362b43520645eea94 \
+    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
+    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
+    --hash=sha256:c0425b277a59cff3d80ca42162a8de360f318438a2ac83570842a678d826d579 \
+    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
+    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
+    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
+    --hash=sha256:cb014d58140a38135f16064c74c652ed57aa0b75cbf8bb59cac821f7edb5334e \
+    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
+    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
+    --hash=sha256:d76ac49f929aecaf82d83250b8347e099d7aecba0f4726c1d9b6df3b8bb5fe18 \
+    --hash=sha256:d7e5c9973aa04c95650c96e5f5ad865fbf42d62079163ecfab1e01cbc2504c22 \
+    --hash=sha256:dcf076a4474fe0d7367e5bbf5b052c7284fa1feca729c04176ce513521afd8a0 \
+    --hash=sha256:e3297a6a4059b4acc3a1e9a8b04741f240a80044eef08ebd32e8b5bcdddce75b \
+    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
+    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
+    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
+    # via matplotlib
 fqdn==1.5.1 \
     --hash=sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f \
     --hash=sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
@@ -1406,9 +1567,17 @@ geomet==1.1.0 \
     --hash=sha256:4372fe4e286a34acc6f2e9308284850bd8c4aa5bc12065e2abbd4995900db12f \
     --hash=sha256:51e92231a0ef6aaa63ac20c443377ba78a303fd2ecd179dc3567de79f3c11605
     # via cassandra-driver
-google-api-core[grpc]==2.30.2 \
-    --hash=sha256:9a8113e1a88bdc09a7ff629707f2214d98d61c7f6ceb0ea38c42a095d02dc0f9 \
-    --hash=sha256:a4c226766d6af2580577db1f1a51bf53cd262f722b49731ce7414c43068a9594
+gitdb==4.0.12 \
+    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+    # via gitpython
+gitpython==3.1.50 \
+    --hash=sha256:80da2d12504d52e1f998772dc5baf6e553f8d2fcfe1fcc226c9d9a2ee3372dcc \
+    --hash=sha256:d352abe2908d07355014abdd21ddf798c2a961469239afec4962e9da884858f9
+    # via mlflow-skinny
+google-api-core[grpc]==2.30.3 \
+    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
+    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -1419,10 +1588,11 @@ google-api-core[grpc]==2.30.2 \
     #   google-cloud-storage
     #   opencensus
     #   pandas-gbq
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+google-auth==2.53.0 \
+    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
+    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
     # via
+    #   databricks-sdk
     #   google-api-core
     #   google-auth-oauthlib
     #   google-cloud-bigquery
@@ -1433,9 +1603,9 @@ google-auth==2.49.1 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
@@ -1445,17 +1615,17 @@ google-cloud-bigquery[pandas]==3.41.0 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.38.0 \
+    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
+    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.38.0 \
+    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
+    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
@@ -1507,20 +1677,34 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.9.0 \
+    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
+    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
+graphene==3.4.3 \
+    --hash=sha256:2a3786948ce75fe7e078443d37f609cbe5bb36ad8d6b828740ad3b95ed1a0aaa \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
+    # via mlflow
+graphql-core==3.2.8 \
+    --hash=sha256:015457da5d996c924ddf57a43f4e959b0b94fb695b85ed4c29446e508ed65cf3 \
+    --hash=sha256:cbee07bee1b3ed5e531723685369039f32ff815ef60166686e0162f540f1520c
+    # via
+    #   graphene
+    #   graphql-relay
+graphql-relay==3.2.0 \
+    --hash=sha256:1ff1c51298356e481a0be009ccdff249832ce53f30559c1338f22a0e0d17250c \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
+    # via graphene
 great-expectations==0.18.8 \
     --hash=sha256:ab41cfa3de829a4f77bdcd4a23244684cbb67fdacc734d38910164cd02ec95b6 \
     --hash=sha256:c1205bede593f679e22e0b3826d6ae1623c439cafd553f9f0bc2b0fd441f6ed9
@@ -1589,6 +1773,7 @@ grpcio==1.62.3 \
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -1671,6 +1856,7 @@ gunicorn==25.3.0 \
     --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   uvicorn-worker
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
@@ -1690,128 +1876,139 @@ hazelcast-python-client==5.6.0 \
     --hash=sha256:834b87076a47c781ef80bdcb522b86abc75ff28992dfe384e47f669f06cabb18 \
     --hash=sha256:e2cec409068990ca9b4381fe97160cc2375412334782bef45ab4c8fe4d10536c
     # via feast (pyproject.toml)
-hf-xet==1.4.3 \
-    --hash=sha256:0392c79b7cf48418cd61478c1a925246cf10639f4cd9d94368d8ca1e8df9ea07 \
-    --hash=sha256:1feb0f3abeacee143367c326a128a2e2b60868ec12a36c225afb1d6c5a05e6d2 \
-    --hash=sha256:21644b404bb0100fe3857892f752c4d09642586fd988e61501c95bbf44b393a3 \
-    --hash=sha256:22bdc1f5fb8b15bf2831440b91d1c9bbceeb7e10c81a12e8d75889996a5c9da8 \
-    --hash=sha256:27c976ba60079fb8217f485b9c5c7fcd21c90b0367753805f87cb9f3cdc4418a \
-    --hash=sha256:2815a49a7a59f3e2edf0cf113ae88e8cb2ca2a221bf353fb60c609584f4884d4 \
-    --hash=sha256:39f2d2e9654cd9b4319885733993807aab6de9dfbd34c42f0b78338d6617421f \
-    --hash=sha256:42ee323265f1e6a81b0e11094564fb7f7e0ec75b5105ffd91ae63f403a11931b \
-    --hash=sha256:49ad8a8cead2b56051aa84d7fce3e1335efe68df3cf6c058f22a65513885baac \
-    --hash=sha256:5251d5ece3a81815bae9abab41cf7ddb7bcb8f56411bce0827f4a3071c92fdc6 \
-    --hash=sha256:60cf7fc43a99da0a853345cf86d23738c03983ee5249613a6305d3e57a5dca74 \
-    --hash=sha256:681c92a07796325778a79d76c67011764ecc9042a8c3579332b61b63ae512075 \
-    --hash=sha256:6b591fcad34e272a5b02607485e4f2a1334aebf1bc6d16ce8eb1eb8978ac2021 \
-    --hash=sha256:7551659ba4f1e1074e9623996f28c3873682530aee0a846b7f2f066239228144 \
-    --hash=sha256:7716d62015477a70ea272d2d68cd7cad140f61c52ee452e133e139abfe2c17ba \
-    --hash=sha256:7c2c7e20bcfcc946dc67187c203463f5e932e395845d098cc2a93f5b67ca0b47 \
-    --hash=sha256:8b301fc150290ca90b4fccd079829b84bb4786747584ae08b94b4577d82fb791 \
-    --hash=sha256:8ddedb73c8c08928c793df2f3401ec26f95be7f7e516a7bee2fbb546f6676113 \
-    --hash=sha256:987f09cfe418237812896a6736b81b1af02a3a6dcb4b4944425c4c4fca7a7cf8 \
-    --hash=sha256:bee693ada985e7045997f05f081d0e12c4c08bd7626dc397f8a7c487e6c04f7f \
-    --hash=sha256:c5b48db1ee344a805a1b9bd2cda9b6b65fe77ed3787bd6e87ad5521141d317cd \
-    --hash=sha256:d0da85329eaf196e03e90b84c2d0aca53bd4573d097a75f99609e80775f98025 \
-    --hash=sha256:d972fbe95ddc0d3c0fc49b31a8a69f47db35c1e3699bf316421705741aab6653 \
-    --hash=sha256:e23717ce4186b265f69afa66e6f0069fe7efbf331546f5c313d00e123dc84583 \
-    --hash=sha256:fc360b70c815bf340ed56c7b8c63aacf11762a4b099b2fe2c9bd6d6068668c08
+hf-xet==1.5.0 \
+    --hash=sha256:1e60df5a42e9bed8628b6416af2cba4cba57ae9f02de226a06b020d98e1aab18 \
+    --hash=sha256:2806c7c17b4d23f8d88f7c4814f838c3b6150773fe339c20af23e1cfaf2797e4 \
+    --hash=sha256:2baea1b0b989e5c152fe81425f7745ddc8901280ba3d97c98d8cdece7b706c60 \
+    --hash=sha256:3531b1823a0e6d77d80f9ed15ca0e00f0d115094f8ac033d5cae88f4564cc949 \
+    --hash=sha256:4b35549ce62601b84da4ff9b24d970032ace3d4430f52d91bcbb26c901d6c690 \
+    --hash=sha256:526345b3ed45f374f6317349df489167606736c876241ba984105afe7fd4839d \
+    --hash=sha256:5906bf7718d3636dc13402914736abe723492cb730f744834f5f5b67d3a12702 \
+    --hash=sha256:5f3dc2248fc01cc0a00cd392ab497f1ca373fcbc7e3f2da1f452480b384e839e \
+    --hash=sha256:73a0dae8c71de3b0633a45c73f4a4a5ed09e94b43441d82981a781d4f12baa42 \
+    --hash=sha256:786d28e2eb8315d5035544b9d137b4a842d600c434bb91bf7d0d953cce906ad4 \
+    --hash=sha256:7d70fe2ce97b9db73b9c9b9c81fe3693640aec83416a966c446afea54acfae3c \
+    --hash=sha256:872d5601e6deea30d15865ede55d29eac6daf5a534ab417b99b6ef6b076dd96c \
+    --hash=sha256:8dbcbab554c9ef158ef2c991545c3e970ddd8cc7acdcd0a78c5a41095dab4ded \
+    --hash=sha256:9929561f5abf4581c8ea79587881dfef6b8abb2a0d8a51915936fc2a614f4e73 \
+    --hash=sha256:9a0ee58cd18d5ea799f7ed11290bbccbe56bdd8b1d97ca74b9cc49a3945d7a3b \
+    --hash=sha256:a60290ec57e9b71767fba7c3645ddafdd0759974b540441510c629c6db6db24a \
+    --hash=sha256:b285cea1b5bab46b758772716ba8d6854a1a0310fed1c249d678a8b38601e5a0 \
+    --hash=sha256:b6c9df403040248c76d808d3e047d64db2d923bae593eb244c41e425cf6cd7be \
+    --hash=sha256:c799d49f1a5544a0ef7591c0ee75e0d6b93d6f56dc7a4979f59f7518d2872216 \
+    --hash=sha256:cf7b2dc6f31a4ea754bb50f74cde482dcf5d366d184076d8530b9872787f3761 \
+    --hash=sha256:dad0dc84e941b8ba3c860659fe1fdc35c049d47cce293f003287757e971a8f56 \
+    --hash=sha256:e0fb0a34d9f406eed88233e829a67ec016bec5af19e480eac65a233ea289a948 \
+    --hash=sha256:e5de0f6deada0dada870bb376a11bcd1f08abf3a968a6d118f33e72d1b1eb480 \
+    --hash=sha256:f7b7bbae318e583a86fb21e5a4a175d6721d628a2874f4bd022d0e660c32a682 \
+    --hash=sha256:fd6e5a9b0fdac4ed03ed45ef79254a655b1aaab514a02202617fbf643f5fdf7a
     # via huggingface-hub
-hiredis==2.4.0 \
-    --hash=sha256:06815c3b9bf7225c4dcc9dd9dfb5a9fa91b4f680104443ef3fcd78410d7eb027 \
-    --hash=sha256:070a0198401bc567709b9edff7f01e94c136dcca69d0ded4747b116bb0b8b577 \
-    --hash=sha256:082ba6a3189d59f44bf75ca2c0467cdbc67c860eacd4bf564b9a927471888603 \
-    --hash=sha256:0a87a249124666db2b795a0eb77cea5b8af8b148566616a681304826b4405869 \
-    --hash=sha256:1537d13eefe4f48cb979362264851ee90d2bb7a221c8c350e9ceeda9f0392228 \
-    --hash=sha256:168de1672bd73f7f3cdf0097084b4a71651ac35f7d99d0229ea8f223358d3a79 \
-    --hash=sha256:1bfa50491d3222e3c2297b52c14e835ac52702ac8a91ec3fc1ff5201912623bb \
-    --hash=sha256:1c0e706e0c3d1ec54d8243410e0fd5974b1c7b69db5c54cd9ae6a3a4b64fae33 \
-    --hash=sha256:1d16f5023c1d9971f284231eb7036a25d4d123138a5adc4512c92a73d83b9a77 \
-    --hash=sha256:2a21e2740c33347740dceb106b64b8a384e91da49aac7e8b3f2a25a9b33714b9 \
-    --hash=sha256:2b76a5600047387c73c1b3d950e4ae3feffaefd442b20ba2f5fea773881d9bcd \
-    --hash=sha256:2b90d9861673b0ba04651ade62e0fe568df71bbff8468657406848e9abf3650a \
-    --hash=sha256:2d7715598c9034369cf739475ccc2db53a8ca895ff398fef6b9c597c30960ea8 \
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+    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
+    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
+    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
+    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
+    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
+    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
+    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
+    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
+    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
+    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
+    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
+    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
+    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
+    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
+    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
+    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
+    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
+    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
+    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
+    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
+    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
+    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
+    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
+    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
+    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
+    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
     # via feast (pyproject.toml)
 hpack==4.1.0 \
     --hash=sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496 \
@@ -1882,6 +2079,10 @@ httpx-sse==0.4.3 \
     --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
     --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
     # via mcp
+huey==2.6.0 \
+    --hash=sha256:1b9df9d370b49c6d5721ba8a01ac9a787cf86b3bdc584e4679de27b920395c3f \
+    --hash=sha256:8d11f8688999d65266af1425b831f6e3773e99415027177b8734b0ffd5e251f6
+    # via mlflow
 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
     --hash=sha256:48f0c8eac16145dfce371e9d2d7772854a4f591bcb56c9cf548accf531d54270
@@ -1902,13 +2103,13 @@ ibis-framework[duckdb, mssql, oracle]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-identify==2.6.18 \
-    --hash=sha256:873ac56a5e3fd63e7438a7ecbc4d91aca692eb3fefa4534db2b7913f3fc352fd \
-    --hash=sha256:8db9d3c8ea9079db92cafb0ebf97abdc09d52e97f4dcf773a2e694048b7cd737
+identify==2.6.19 \
+    --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
+    --hash=sha256:6be5020c38fcb07da56c53733538a3081ea5aa70d36a156f83044bfbf9173842
     # via pre-commit
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   httpx
@@ -1927,18 +2128,20 @@ imagesize==2.0.0 \
 importlib-metadata==8.7.1 \
     --hash=sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb \
     --hash=sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151
-    # via opentelemetry-api
-importlib-resources==6.5.2 \
-    --hash=sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c \
-    --hash=sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec
+    # via
+    #   mlflow-skinny
+    #   opentelemetry-api
+importlib-resources==7.1.0 \
+    --hash=sha256:0722d4c6212489c530f2a145a34c0a7a3b4721bc96a15fada5930e2a0b760708 \
+    --hash=sha256:1bd7b48b4088eddb2cd16382150bb515af0bd2c70128194392725f82ad2c96a1
     # via happybase
 iniconfig==2.3.0 \
     --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
     --hash=sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12
     # via pytest
-invoke==2.2.1 \
-    --hash=sha256:2413bc441b376e5cd3f55bb5d364f973ad8bdd7bf87e53c79de3c11bf3feecc8 \
-    --hash=sha256:515bf49b4a48932b79b024590348da22f39c4942dff991ad1fb8b8baea1be707
+invoke==3.0.3 \
+    --hash=sha256:437b6a622223824380bfb4e64f612711a6b648c795f565efc8625af66fb57f0c \
+    --hash=sha256:f11327165e5cbb89b2ad1d88d3292b5113332c43b8553b494da435d6ec6f5053
     # via paramiko
 ipykernel==7.2.0 \
     --hash=sha256:18ed160b6dee2cbb16e5f3575858bc19d8f1fe6046a9a680c708494ce31d909e \
@@ -1969,9 +2172,13 @@ isoduration==20.11.0 \
     --hash=sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9 \
     --hash=sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
     # via jsonschema
-jedi==0.19.2 \
-    --hash=sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0 \
-    --hash=sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9
+itsdangerous==2.2.0 \
+    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
+    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
+    # via flask
+jedi==0.20.0 \
+    --hash=sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67 \
+    --hash=sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011
     # via ipython
 jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
@@ -1979,6 +2186,7 @@ jinja2==3.1.6 \
     # via
     #   feast (pyproject.toml)
     #   altair
+    #   flask
     #   great-expectations
     #   jupyter-server
     #   jupyterlab
@@ -2055,17 +2263,17 @@ jupyter-core==5.9.1 \
     #   nbclient
     #   nbconvert
     #   nbformat
-jupyter-events==0.12.0 \
-    --hash=sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb \
-    --hash=sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b
+jupyter-events==0.12.1 \
+    --hash=sha256:c366585253f537a627da52fa7ca7410c5b5301fe893f511e7b077c2d93ec8bcf \
+    --hash=sha256:faff25f77218335752f35f23c5fe6e4a392a7bd99a5939ccb9b8fbf594636cf3
     # via jupyter-server
 jupyter-lsp==2.3.1 \
     --hash=sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81 \
     --hash=sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6
     # via jupyterlab
-jupyter-server==2.17.0 \
-    --hash=sha256:c38ea898566964c888b4772ae1ed58eca84592e88251d2cfc4d171f81f7e99d5 \
-    --hash=sha256:e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f
+jupyter-server==2.18.2 \
+    --hash=sha256:06b4f40d8a7a00bb39d5216859c81374a0e7cfefe6d8a5a7facc5a5c37c679a7 \
+    --hash=sha256:fa5e46539ded65791838035a2b6001f13e54d5f64b8b3752eb1e91fdd641a5b8
     # via
     #   jupyter-lsp
     #   jupyterlab
@@ -2076,9 +2284,9 @@ jupyter-server-terminals==0.5.4 \
     --hash=sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14 \
     --hash=sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5
     # via jupyter-server
-jupyterlab==4.5.6 \
-    --hash=sha256:642fe2cfe7f0f5922a8a558ba7a0d246c7bc133b708dfe43f7b3a826d163cf42 \
-    --hash=sha256:d6b3dac883aa4d9993348e0f8e95b24624f75099aed64eab6a4351a9cdd1e580
+jupyterlab==4.5.7 \
+    --hash=sha256:55a9822c4754da305f41e113452c68383e214dcf96de760146af89ce5d5117b0 \
+    --hash=sha256:fba4cb0e2c44a52859669d8c98b45de029d5e515f8407bf8534d2a8fc5f0964d
     # via notebook
 jupyterlab-pygments==0.3.0 \
     --hash=sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d \
@@ -2094,10 +2302,129 @@ jupyterlab-widgets==3.0.16 \
     --hash=sha256:423da05071d55cf27a9e602216d35a3a65a3e41cdf9c5d3b643b814ce38c19e0 \
     --hash=sha256:45fa36d9c6422cf2559198e4db481aa243c7a32d9926b500781c830c80f7ecf8
     # via ipywidgets
-jwcrypto==1.5.6 \
-    --hash=sha256:150d2b0ebbdb8f40b77f543fb44ffd2baeff48788be71f67f03566692fd55789 \
-    --hash=sha256:771a87762a0c081ae6166958a954f80848820b2ab066937dc8b8379d65b1b039
+jwcrypto==1.5.7 \
+    --hash=sha256:70204d7cca406eda8c82352e3c41ba2d946610dafd19e54403f0a1f4f18633c6 \
+    --hash=sha256:729463fefe28b6de5cf1ebfda3e94f1a1b41d2799148ef98a01cb9678ebe2bb0
     # via python-keycloak
+kiwisolver==1.5.0 \
+    --hash=sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9 \
+    --hash=sha256:01808c6d15f4c3e8559595d6d1fe6411c68e4a3822b4b9972b44473b24f4e679 \
+    --hash=sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0 \
+    --hash=sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8 \
+    --hash=sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276 \
+    --hash=sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96 \
+    --hash=sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e \
+    --hash=sha256:0df54df7e686afa55e6f21fb86195224a6d9beb71d637e8d7920c95cf0f89aac \
+    --hash=sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f \
+    --hash=sha256:12e91c215a96e39f57989c8912ae761286ac5a9584d04030ceb3368a357f017a \
+    --hash=sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15 \
+    --hash=sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7 \
+    --hash=sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368 \
+    --hash=sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02 \
+    --hash=sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9 \
+    --hash=sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681 \
+    --hash=sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57 \
+    --hash=sha256:2517e24d7315eb51c10664cdb865195df38ab74456c677df67bb47f12d088a27 \
+    --hash=sha256:295d9ffe712caa9f8a3081de8d32fc60191b4b51c76f02f951fd8407253528f4 \
+    --hash=sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920 \
+    --hash=sha256:32cc0a5365239a6ea0c6ed461e8838d053b57e397443c0ca894dcc8e388d4374 \
+    --hash=sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3 \
+    --hash=sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa \
+    --hash=sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23 \
+    --hash=sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859 \
+    --hash=sha256:3c4923e404d6bcd91b6779c009542e5647fef32e4a5d75e115e3bbac6f2335eb \
+    --hash=sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d \
+    --hash=sha256:41024ed50e44ab1a60d3fe0a9d15a4ccc9f5f2b1d814ff283c8d01134d5b81bc \
+    --hash=sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581 \
+    --hash=sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c \
+    --hash=sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099 \
+    --hash=sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05 \
+    --hash=sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9 \
+    --hash=sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd \
+    --hash=sha256:50847dca5d197fcbd389c805aa1a1cf32f25d2e7273dc47ab181a517666b68cc \
+    --hash=sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796 \
+    --hash=sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303 \
+    --hash=sha256:51e8c4084897de9f05898c2c2a39af6318044ae969d46ff7a34ed3f96274adca \
+    --hash=sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314 \
+    --hash=sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489 \
+    --hash=sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57 \
+    --hash=sha256:59cd8683f575d96df5bb48f6add94afc055012c29e28124fcae2b63661b9efb1 \
+    --hash=sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797 \
+    --hash=sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021 \
+    --hash=sha256:6176c1811d9d5a04fa391c490cc44f451e240697a16977f11c6f722efb9041db \
+    --hash=sha256:62f59da443c4f4849f73a51a193b1d9d258dcad0c41bc4d1b8fb2bcc04bfeb22 \
+    --hash=sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028 \
+    --hash=sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083 \
+    --hash=sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65 \
+    --hash=sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588 \
+    --hash=sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0 \
+    --hash=sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a \
+    --hash=sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1 \
+    --hash=sha256:800ee55980c18545af444d93fdd60c56b580db5cc54867d8cbf8a1dc0829938c \
+    --hash=sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac \
+    --hash=sha256:86e0287879f75621ae85197b0877ed2f8b7aa57b511c7331dce2eb6f4de7d476 \
+    --hash=sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53 \
+    --hash=sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3 \
+    --hash=sha256:8c63c91f95173f9c2a67c7c526b2cea976828a0e7fced9cdcead2802dc10f8a4 \
+    --hash=sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615 \
+    --hash=sha256:8f9baf6f0a6e7571c45c8863010b45e837c3ee1c2c77fcd6ef423be91b21fedb \
+    --hash=sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18 \
+    --hash=sha256:9190426b7aa26c5229501fa297b8d0653cfd3f5a36f7990c264e157cbf886b3b \
+    --hash=sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1 \
+    --hash=sha256:94eff26096eb5395136634622515b234ecb6c9979824c1f5004c6e3c3c85ccd2 \
+    --hash=sha256:9eed0f7edbb274413b6ee781cca50541c8c0facd3d6fd289779e494340a2b85c \
+    --hash=sha256:ad4ae4ffd1ee9cd11357b4c66b612da9888f4f4daf2f36995eda64bd45370cac \
+    --hash=sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d \
+    --hash=sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf \
+    --hash=sha256:b7d335370ae48a780c6e6a6bbfa97342f563744c39c35562f3f367665f5c1de2 \
+    --hash=sha256:b83af57bdddef03c01a9138034c6ff03181a3028d9a1003b301eb1a55e161a3f \
+    --hash=sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f \
+    --hash=sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4 \
+    --hash=sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9 \
+    --hash=sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e \
+    --hash=sha256:be4a51a55833dc29ab5d7503e7bcb3b3af3402d266018137127450005cdfe737 \
+    --hash=sha256:beb7f344487cdcb9e1efe4b7a29681b74d34c08f0043a327a74da852a6749e7b \
+    --hash=sha256:bf4679a3d71012a7c2bf360e5cd878fbd5e4fcac0896b56393dec239d81529ed \
+    --hash=sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3 \
+    --hash=sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7 \
+    --hash=sha256:c438f6ca858697c9ab67eb28246c92508af972e114cac34e57a6d4ba17a3ac08 \
+    --hash=sha256:c8277104ded0a51e699c8c3aff63ce2c56d4ed5519a5f73e0fd7057f959a2b9e \
+    --hash=sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902 \
+    --hash=sha256:cc0b66c1eec9021353a4b4483afb12dfd50e3669ffbb9152d6842eb34c7e29fd \
+    --hash=sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6 \
+    --hash=sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310 \
+    --hash=sha256:cff8e5383db4989311f99e814feeb90c4723eb4edca425b9d5d9c3fefcdd9537 \
+    --hash=sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554 \
+    --hash=sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e \
+    --hash=sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87 \
+    --hash=sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a \
+    --hash=sha256:d5cd5189fc2b6a538b75ae45433140c4823463918f7b1617c31e68b085c0022c \
+    --hash=sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79 \
+    --hash=sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e \
+    --hash=sha256:daae526907e262de627d8f70058a0f64acc9e2641c164c99c8f594b34a799a16 \
+    --hash=sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1 \
+    --hash=sha256:dd952e03bfbb096cfe2dd35cd9e00f269969b67536cb4370994afc20ff2d0875 \
+    --hash=sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd \
+    --hash=sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0 \
+    --hash=sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9 \
+    --hash=sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646 \
+    --hash=sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657 \
+    --hash=sha256:ebae99ed6764f2b5771c522477b311be313e8841d2e0376db2b10922daebbba4 \
+    --hash=sha256:ec4c85dc4b687c7f7f15f553ff26a98bfe8c58f5f7f0ac8905f0ba4c7be60232 \
+    --hash=sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819 \
+    --hash=sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384 \
+    --hash=sha256:f1f9f4121ec58628c96baa3de1a55a4e3a333c5102c8e94b64e23bf7b2083309 \
+    --hash=sha256:f42c23db5d1521218a3276bb08666dcb662896a0be7347cba864eca45ff64ede \
+    --hash=sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2 \
+    --hash=sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203 \
+    --hash=sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7 \
+    --hash=sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df \
+    --hash=sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c \
+    --hash=sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167 \
+    --hash=sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3 \
+    --hash=sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09 \
+    --hash=sha256:ff710414307fefa903e0d9bdf300972f892c23477829f49504e59834f4195398
+    # via matplotlib
 kube-authkit==0.4.0 \
     --hash=sha256:1df61ac392fca96c8f5ae8c3d6e9918f1e1655d212434b3c3da5f92cc23b660d \
     --hash=sha256:3bf5fc6ddc882498040118c907628ea68789f9a947454c241972008be59601a3
@@ -2113,9 +2440,9 @@ lark==1.3.1 \
     --hash=sha256:b426a7a6d6d53189d318f2b6236ab5d6429eaf09259f1ca33eb716eed10d2905 \
     --hash=sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12
     # via rfc3987-syntax
-latex2mathml==3.79.0 \
-    --hash=sha256:11bde318c2d2d6fcdd105a07509d867cee2208f653278eb80243dec7ea77a0ce \
-    --hash=sha256:9f10720d4fcf6b22d1b81f6628237832419a7a29783c13aa92fa8d680165e63d
+latex2mathml==3.81.0 \
+    --hash=sha256:4b959cdc3cac8686bc0e3e5aece8127dfb1b81ca1241bed8e00ef31b82bb4022 \
+    --hash=sha256:d317710393fe20579aea39cfe8928fa2ad9b8780896e585326c75e89c1d1d1a4
     # via docling-core
 lazy-loader==0.5 \
     --hash=sha256:717f9179a0dbed357012ddad50a5ad3d5e4d9a0b8712680d4e687f5e6e6ed9b3 \
@@ -2327,9 +2654,13 @@ makefun==1.16.0 \
     --hash=sha256:43baa4c3e7ae2b17de9ceac20b669e9a67ceeadff31581007cca20a07bbe42c4 \
     --hash=sha256:e14601831570bff1f6d7e68828bcd30d2f5856f24bad5de0ccb22921ceebc947
     # via great-expectations
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+mako==1.3.12 \
+    --hash=sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9 \
+    --hash=sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a
+    # via alembic
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 marko==2.2.2 \
     --hash=sha256:6940308e655f63733ca518c47a68ec9510279dbb916c83616e4c4b5829f052e8 \
@@ -2426,22 +2757,81 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via
+    #   flask
     #   jinja2
+    #   mako
     #   nbconvert
     #   werkzeug
 marshmallow==3.26.2 \
     --hash=sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73 \
     --hash=sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57
     # via great-expectations
-matplotlib-inline==0.2.1 \
-    --hash=sha256:d56ce5156ba6085e00a9d54fead6ed29a9c47e215cd1bba2e976ef39f5710a76 \
-    --hash=sha256:e1ee949c340d771fc39e241ea75683deb94762c8fa5f2927ec57c83c4dffa9fe
+matplotlib==3.10.9 \
+    --hash=sha256:09218df8a93712bd6ea133e83a153c755448cf7868316c531cffcc43f69d1cc9 \
+    --hash=sha256:10cc5ce06d10231c36f40e875f3c7e8050362a4ee8f0ee5d29a6b3277d57bb42 \
+    --hash=sha256:172db52c9e683f5d12eaf57f0f54834190e12581fe1cc2a19595a8f5acb4e77d \
+    --hash=sha256:1872fb212a05b729e649754a72d5da61d03e0554d76e80303b6f83d1d2c0552b \
+    --hash=sha256:1aa972116abb4c9d201bf245620b433726cb6856f3bef6a78f776a00f5c92d37 \
+    --hash=sha256:1e7698ac9868428e84d2c967424803b2472ff7167d9d6590d4204ed775343c3b \
+    --hash=sha256:2dc9477819ffd78ad12a20df1d9d6a6bd4fec6aaa9072681465fddca052f1456 \
+    --hash=sha256:3225f4e1edcb8c86c884ddf79ebe20ecd0a67d30188f279897554ccd8fded4dc \
+    --hash=sha256:336b9acc64d309063126edcdaca00db9373af3c476bb94388fe9c5a53ad13e6f \
+    --hash=sha256:345f6f68ecc8da0ca56fad2ea08fde1a115eda530079eca185d50a7bc3e146c6 \
+    --hash=sha256:34cf8167e023ad956c15f36302911d5406bd99a9862c1a8499ea6f7c0e015dc2 \
+    --hash=sha256:3fc0364dfbe1d07f6d15c5ebd0c5bf89e126916e5a8667dd4a7a6e84c36653d4 \
+    --hash=sha256:41cb28c2bd769aa3e98322c6ab09854cbcc52ab69d2759d681bba3e327b2b320 \
+    --hash=sha256:42fb814efabe95c06c1994d8ab5a8385f43a249e23badd3ba931d4308e5bca20 \
+    --hash=sha256:4e42042d54db34fda4e95a7bd3e5789c2a995d2dad3eb8850232ee534092fbbf \
+    --hash=sha256:4edcfbd8565339aa62f1cd4012f7180926fdbe71850f7b0d3c379c175cd6b66c \
+    --hash=sha256:51bf0ddbdc598e060d46c16b5590708f81a1624cefbaaf62f6a81bf9285b8c80 \
+    --hash=sha256:56fc0bd271b00025c6edfdc7c2dcd247372c8e1544971d62e1dc7c17367e8bf9 \
+    --hash=sha256:59476c6d29d612b8e9bb6ce8c5b631be6ba8f9e3a2421f22a02b192c7dd28716 \
+    --hash=sha256:6640f75af2c6148293caa0a2b39dd806a492dd66c8a8b04035813e33d0fd2585 \
+    --hash=sha256:68cfdcede415f7c8f5577b03303dd94526cdb6d11036cecdc205e08733b2d2bb \
+    --hash=sha256:6b63d9c7c769b88ab81e10dc86e4e0607cf56817b9f9e6cf24b2a5f1693b8e38 \
+    --hash=sha256:6be157fe17fc37cb95ac1d7374cf717ce9259616edec911a78d9d26dae8522d4 \
+    --hash=sha256:6c63ebcd8b4b169eb2f5c200552ae6b8be8999a005b6b507ed76fb8d7d674fe2 \
+    --hash=sha256:77210dce9cb8153dffc967efaae990543392563d5a376d4dd8539bebcb0ed217 \
+    --hash=sha256:7a8d66a55def891c33147ba3ba9bfcabf0b526a43764c818acbb4525e5ed0838 \
+    --hash=sha256:82368699727bfb7b0182e1aa13082e3c08e092fa1a25d3e1fd92405bff96f6d4 \
+    --hash=sha256:82834c3c292d24d3a8aae77cd2d20019de69d692a34a970e4fdb8d33e2ea3dda \
+    --hash=sha256:8e436d155fa8a3399dc62683f8f5d0e2e50d25d0144a73edd73f82eec8f4abfb \
+    --hash=sha256:8f3bcac1ca5ed000a6f4337d47ba67dfddf37ed6a46c15fd7f014997f7bf865f \
+    --hash=sha256:97e35e8d39ccc85859095e01a53847432ba9a53ddf7986f7a54a11b73d0e143f \
+    --hash=sha256:985f2238880e2e69093f588f5fe2e46771747febf0649f3cf7f7b7480875317f \
+    --hash=sha256:a49f1eadc84ca85fd72fa4e89e70e61bf86452df6f971af04b12c60761a0772c \
+    --hash=sha256:a5a6104ed666402ba5106d7f36e0e0cdca4e8d7fa4d39708ca88019e2835a2eb \
+    --hash=sha256:aba1615dabe83188e19d4f75a253c6a08423e04c1425e64039f800050a69de6b \
+    --hash=sha256:ae20801130378b82d647ff5047c07316295b68dc054ca6b3c13519d0ea624285 \
+    --hash=sha256:ae2f11957b27ce53497dd4d7b235c4d4f1faf383dfb39d0c5beb833bff883294 \
+    --hash=sha256:b049278ddce116aaa1c1377ebf58adea909132dfce0281cf7e3a1ea9fc2e2c65 \
+    --hash=sha256:b1b745c489cd1a77a0dc1120a05dc87af9798faebc913601feb8c73d89bf2d1e \
+    --hash=sha256:b2b9516251cb89ff618d757daec0e2ed1bf21248013844a853d87ef85ab3081d \
+    --hash=sha256:b580440f1ff81a0e34122051a3dfabb7e4b7f9e380629929bde0eff9af72165f \
+    --hash=sha256:ba7b3b8ef09eab7df0e86e9ae086faa433efbfbdb46afcb3aa16aabf779469a8 \
+    --hash=sha256:c27df8b3848f32a83d1767566595e43cfaa4460380974da06f4279a7ec143c39 \
+    --hash=sha256:d091f9d758b34aaaaa6331d13574bf01891d903b3dec59bfff458ef7551de5d6 \
+    --hash=sha256:d730e984eddf56974c3e72b6129c7ca462ac38dc624338f4b0b23eb23ecba00f \
+    --hash=sha256:d75d11c949914165976c621b2324f9ef162af7ebf4b057ddf95dd1dba7e5edcf \
+    --hash=sha256:d843374407c4017a6403b59c6c81606773d136f3259d5b6da3131bc814542cc2 \
+    --hash=sha256:da4e09638420548f31c354032a6250e473c68e5a4e96899b4844cf39ddea23fe \
+    --hash=sha256:de2445a0c6690d21b7eb6ce071cebad6d40a2e9bdf10d039074a96ba19797b99 \
+    --hash=sha256:dfca0129678bd56379db26c52b5d77ed7de314c047492fbdc763aa7501710cfb \
+    --hash=sha256:e9fae004b941b23ff2edcf1567a857ed77bafc8086ffa258190462328434faf8 \
+    --hash=sha256:f0c3c28d9fbcc1fe7a03be236d73430cf6409c41fb2383a7ac52fe932b072cb1 \
+    --hash=sha256:f4399f64b3e94cd500195490972ae1ee81170df1636fa15364d157d5bdd7b921 \
+    --hash=sha256:f76e640a5268850bfda54b5131b1b1941cc685e42c5fa98ed9f2d64038308cba \
+    --hash=sha256:fd66508e8c6877d98e586654b608a0456db8d7e8a546eb1e2600efd957302358
+    # via mlflow
+matplotlib-inline==0.2.2 \
+    --hash=sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6 \
+    --hash=sha256:72f3fe8fce36b70d4a5b612f899090cd0401deddc4ea90e1572b9f4bfb058c79
     # via
     #   ipykernel
     #   ipython
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+mcp==1.27.1 \
+    --hash=sha256:0f47e1820f8f8f941466b39749eb1d1839a04caddca2bc60e9d46e8a99914924 \
+    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -2459,12 +2849,24 @@ minio==7.2.11 \
     --hash=sha256:153582ed52ff3b5005ba558e1f25bfe1e9e834f7f0745e594777f28e3e81e1a0 \
     --hash=sha256:4db95a21fe1e2022ec975292d8a1f83bd5b18f830d23d42a4518ac7a5281d7c5
     # via feast (pyproject.toml)
-mistune==3.2.0 \
-    --hash=sha256:708487c8a8cdd99c9d90eb3ed4c3ed961246ff78ac82f03418f5183ab70e398a \
-    --hash=sha256:febdc629a3c78616b94393c6580551e0e34cc289987ec6c35ed3f4be42d0eee1
+mistune==3.2.1 \
+    --hash=sha256:78cdb0ba5e938053ccf63651b352508d2efa9411dc8810bfb05f2dc5140c0048 \
+    --hash=sha256:7c8e5501d38bac1582e067e46c8343f17d57ea1aaa735823f3aba1fd59c88a28
     # via
     #   great-expectations
     #   nbconvert
+mlflow==3.12.0 \
+    --hash=sha256:227ee31c6abf7ae3b3c38d4ca87c356e107578740c1efee89da43f2a5b9e3b47 \
+    --hash=sha256:e1c28ed4c48557cc52c766f17f1ca5826753ddf241d43f30f99c45f7ea6b3ce0
+    # via feast (pyproject.toml)
+mlflow-skinny==3.12.0 \
+    --hash=sha256:0498f3697abcabcc6204c432ef179840f6a7a34ce123837c98c1913064fda6dd \
+    --hash=sha256:74d27066bc9553d281e0c31d25f07deb39dbe99d190e4f7c257703e5c8ee6d10
+    # via mlflow
+mlflow-tracing==3.12.0 \
+    --hash=sha256:8702a34a1d4f1517ba904d716f5a8fca4675e6526f7d164d02bdaabececa2d80 \
+    --hash=sha256:c6072553f47b42505dc7ee62946688a4a0dde8f06b78fbc60e946397b20e1518
+    # via mlflow
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
     --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
@@ -2590,9 +2992,9 @@ mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
     # via sympy
-msal==1.35.1 \
-    --hash=sha256:70cac18ab80a053bff86219ba64cfe3da1f307c74b009e2da57ef040eb1b5656 \
-    --hash=sha256:8f4e82f34b10c19e326ec69f44dc6b30171f2f7098f3720ea8a9f0c11832caa3
+msal==1.36.0 \
+    --hash=sha256:36ecac30e2ff4322d956029aabce3c82301c29f0acb1ad89b94edcabb0e58ec4 \
+    --hash=sha256:3f6a4af2b036b476a4215111c4297b4e6e236ed186cd804faefba23e4990978b
     # via
     #   azure-identity
     #   msal-extensions
@@ -2878,9 +3280,9 @@ nbclient==0.10.4 \
     --hash=sha256:1e54091b16e6da39e297b0ece3e10f6f29f4ac4e8ee515d29f8a7099bd6553c9 \
     --hash=sha256:9162df5a7373d70d606527300a95a975a47c137776cd942e52d9c7e29ff83440
     # via nbconvert
-nbconvert==7.17.0 \
-    --hash=sha256:1b2696f1b5be12309f6c7d707c24af604b87dfaf6d950794c7b07acab96dda78 \
-    --hash=sha256:4f99a63b337b9a23504347afdab24a11faa7d86b405e5c8f9881cd313336d518
+nbconvert==7.17.1 \
+    --hash=sha256:34d0d0a7e73ce3cbab6c5aae8f4f468797280b01fd8bd2ca746da8569eddd7d2 \
+    --hash=sha256:aa85c087b435e7bf1ffd03319f658e285f2b89eccab33bc1ba7025495ab3e7c8
     # via jupyter-server
 nbformat==5.10.4 \
     --hash=sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a \
@@ -2925,9 +3327,9 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-notebook==7.5.5 \
-    --hash=sha256:a7c14dbeefa6592e87f72290ca982e0c10f5bbf3786be2a600fda9da2764a2b8 \
-    --hash=sha256:dc0bfab0f2372c8278c457423d3256c34154ac2cc76bf20e9925260c461013c3
+notebook==7.5.6 \
+    --hash=sha256:4dde3f8fb55fa8fb7946d58c6e869ce9baf46d00fc070664f62604569d0faca0 \
+    --hash=sha256:621174aade80108f0020b0f00738000b215f75fa3cd90771ad7aa0f24536a4e1
     # via great-expectations
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef \
@@ -2935,83 +3337,84 @@ notebook-shim==0.2.4 \
     # via
     #   jupyterlab
     #   notebook
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   accelerate
     #   altair
+    #   contourpy
     #   dask
     #   datasets
     #   db-dtypes
@@ -3021,6 +3424,8 @@ numpy==2.4.4 \
     #   great-expectations
     #   ibis-framework
     #   imageio
+    #   matplotlib
+    #   mlflow
     #   opencv-python-headless
     #   pandas
     #   pandas-gbq
@@ -3032,6 +3437,7 @@ numpy==2.4.4 \
     #   scipy
     #   sentence-transformers
     #   shapely
+    #   skops
     #   tifffile
     #   torchvision
     #   transformers
@@ -3057,8 +3463,8 @@ opencv-python-headless==4.13.0.92 \
     --hash=sha256:a7cf08e5b191f4ebb530791acc0825a7986e0d0dee2a3c491184bd8599848a4b \
     --hash=sha256:eb60e36b237b1ebd40a912da5384b348df8ed534f6f644d8e0b4f103e272ba7d
     # via easyocr
-openlineage-python==1.45.0 \
-    --hash=sha256:cf66e7d517d3c8b510b39ad646d8fd0ca2f0cc92d7d6d601d93b2a859783f380
+openlineage-python==1.47.1 \
+    --hash=sha256:44ca34b0b38c9a49f6b7200ace37612334a34a455361af29adcfb80e27d258dd
     # via feast (pyproject.toml)
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
@@ -3068,143 +3474,150 @@ openshift-client==1.0.18 \
     --hash=sha256:be3979440cfd96788146a3a1650dabe939d4d516eea0b39f87e66d2ab39495b1 \
     --hash=sha256:d8a84080307ccd9556f6c62a3707a3e6507baedee36fa425754f67db9ded528b
     # via codeflare-sdk
-opentelemetry-api==1.40.0 \
-    --hash=sha256:159be641c0b04d11e9ecd576906462773eb97ae1b657730f0ecf64d32071569f \
-    --hash=sha256:82dd69331ae74b06f6a874704be0cfaa49a1650e1537d4a813b86ecef7d0ecf9
+opentelemetry-api==1.41.1 \
+    --hash=sha256:0ad1814d73b875f84494387dae86ce0b12c68556331ce6ce8fe789197c949621 \
+    --hash=sha256:a22df900e75c76dc08440710e51f52f1aa6b451b429298896023e60db5b3139f
     # via
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   opentelemetry-exporter-prometheus
     #   opentelemetry-sdk
     #   opentelemetry-semantic-conventions
-opentelemetry-exporter-prometheus==0.61b0 \
-    --hash=sha256:3013b41f4370143d48d219a2351473761423e5882fa4c213811eaefacba39cb7 \
-    --hash=sha256:7c4919bd8e79abd62b610767e80f42c9c3a06c5183f4dd9141eedeb57aea284b
+opentelemetry-exporter-prometheus==0.62b1 \
+    --hash=sha256:7a0b8a6402e107e1f93e38f074a668797e1103936b189561959531a67ffeba55 \
+    --hash=sha256:7ecbac9aa76e7abb44082ab0ff2983e0a573e4091c4653f7db483b02bae03506
     # via ray
 opentelemetry-proto==1.27.0 \
     --hash=sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6 \
     --hash=sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace
-    # via ray
-opentelemetry-sdk==1.40.0 \
-    --hash=sha256:18e9f5ec20d859d268c7cb3c5198c8d105d073714db3de50b593b8c1345a48f2 \
-    --hash=sha256:787d2154a71f4b3d81f20524a8ce061b7db667d24e46753f32a7bc48f1c1f3f1
     # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   ray
+opentelemetry-sdk==1.41.1 \
+    --hash=sha256:724b615e1215b5aeacda0abb8a6a8922c9a1853068948bd0bd225a56d0c792e6 \
+    --hash=sha256:edee379c126c1bce952b0c812b48fe8ff35b30df0eecf17e98afa4d598b7d85d
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   opentelemetry-exporter-prometheus
     #   ray
-opentelemetry-semantic-conventions==0.61b0 \
-    --hash=sha256:072f65473c5d7c6dc0355b27d6c9d1a679d63b6d4b4b16a9773062cb7e31192a \
-    --hash=sha256:fa530a96be229795f8cef353739b618148b0fe2b4b3f005e60e262926c4d38e2
+opentelemetry-semantic-conventions==0.62b1 \
+    --hash=sha256:c5cc6e04a7f8c7cdd30be2ed81499fa4e75bfbd52c9cb70d40af1f9cd3619802 \
+    --hash=sha256:cf506938103d331fbb78eded0d9788095f7fd59016f2bda813c3324e5a74a93c
     # via opentelemetry-sdk
-oracledb==3.4.2 \
-    --hash=sha256:00c79448017f367bb7ab6900efe0706658a53768abea2b4519a4c9b2d5743890 \
-    --hash=sha256:0e16fe3d057e0c41a23ad2ae95bfa002401690773376d476be608f79ac74bf05 \
-    --hash=sha256:0f04a2d62073407672f114d02529921de0677c6883ed7c64d8d1a3c04caa3238 \
-    --hash=sha256:1617a1db020346883455af005efbefd51be2c4d797e43b1b38455a19f8526b48 \
-    --hash=sha256:19fa80ef84f85ad74077aa626067bbe697e527bd39604b4209f9d86cb2876b89 \
-    --hash=sha256:1e4930d7f6584832dcc15b8ca415a7957b0c45f5aa7c4f88702e070e5c53bf93 \
-    --hash=sha256:23aa07c1eaca17ae74c6fdc86b218f58484d56452958aead1aa460c0596a76c1 \
-    --hash=sha256:31b7ee83c23d0439778303de8a675717f805f7e8edb5556d48c4d8343bcf14f5 \
-    --hash=sha256:3df8eee1410d25360599968b1625b000f10c5ae0e47274031a7842a9dc418890 \
-    --hash=sha256:404ec1451d0448653ee074213b87d6c5bd65eaa74b50083ddf2c9c3e11c71c71 \
-    --hash=sha256:46e0f2278ff1fe83fbc33a3b93c72d429323ec7eed47bc9484e217776cd437e5 \
-    --hash=sha256:55397e7eb43bb7017c03a981c736c25724182f5210951181dfe3fab0e5d457fb \
-    --hash=sha256:574c8280d49cbbe21dbe03fc28356d9b9a5b9e300ebcde6c6d106e51453a7e65 \
-    --hash=sha256:59ad6438f56a25e8e1a4a3dd1b42235a5d09ab9ba417ff2ad14eae6596f3d06f \
-    --hash=sha256:5d7befb014174c5ae11c3a08f5ed6668a25ab2335d8e7104dca70d54d54a5b3a \
-    --hash=sha256:5ed78d7e7079a778062744ccf42141ce4806818c3f4dd6463e4a7edd561c9f86 \
-    --hash=sha256:643c25d301a289a371e37fcedb59e5fa5e54fb321708e5c12821c4b55bdd8a4d \
-    --hash=sha256:6d85622664cc88d5a82bbd7beccb62cd53bd272c550a5e15e7d5f8ae6b86f1f1 \
-    --hash=sha256:9f434a739405557bd57cb39b62238142bb27855a524a70dc6d397a2a8c576c9d \
-    --hash=sha256:a7396664e592881225ba66385ee83ce339d864f39003d6e4ca31a894a7e7c552 \
-    --hash=sha256:ac25a0448fc830fb7029ad50cd136cdbfcd06975d53967e269772cc5cb8c203a \
-    --hash=sha256:b1095d95d0c8b37e4d0e17cf1928919cb59222b6344362a1cf6a2f3ca205a28a \
-    --hash=sha256:b26a10f9c790bd141ffc8af68520803ed4a44a9258bf7d1eea9bfdd36bd6df7f \
-    --hash=sha256:b8e4b8a852251cef09038b75f30fce1227010835f4e19cfbd436027acba2697c \
-    --hash=sha256:b974caec2c330c22bbe765705a5ac7d98ec3022811dec2042d561a3c65cb991b \
-    --hash=sha256:d7ce75c498bff758548ec6e4424ab4271aa257e5887cc436a54bc947fd46199a \
-    --hash=sha256:d8d75e4f879b908be66cce05ba6c05791a5dbb4a15e39abc01aa25c8a2492bd9 \
-    --hash=sha256:e068ef844a327877bfefbef1bc6fb7284c727bb87af80095f08d95bcaf7b8bb2 \
-    --hash=sha256:f8ea989965a4f636a309444bd696ab877bba373d5d67bf744785f9bd8c560865 \
-    --hash=sha256:f93cae08e8ed20f2d5b777a8602a71f9418389c661d2c937e84d94863e7e7011 \
-    --hash=sha256:ff3c89cecea62af8ca02aa33cab0f2edc0214c747eac7d3364ed6b2640cb55e4
+oracledb==4.0.0 \
+    --hash=sha256:19d445b62973da05fde2f7f9fe1f811e3b18de4f9c6699f3c921af5ef75494bf \
+    --hash=sha256:1d3e46c81baf932752d5dfa25e9c63faea65ef17d5c0650558547b8784c929a1 \
+    --hash=sha256:22e33228d6955db8a69c8c83ee4b392a534c86f9493647ea3f511c2f5df08dd4 \
+    --hash=sha256:244ebe47c4a4e32bc07a4206192de04d92fbfeb72bf11a01493e3a710bd4b19a \
+    --hash=sha256:4582f87e56c2a2e3a74942f087c096525543e92fb59d3758e41d41145b809c52 \
+    --hash=sha256:4e47a130120181b8226daf9e928e3c22107c1d03d9ac5f6b891360677a811787 \
+    --hash=sha256:4fcbbd8977d8d91ae0d931ce21cda0048f9685e6cc29c9a84b49a769a2511b08 \
+    --hash=sha256:62b36249e8db777cd6a2b56be768642d055c89df3cbcfb5d6a3b4dc2426b34df \
+    --hash=sha256:6c65366200b44c0a71b927cd813628f0d993b098c61cc82c54c53bccb0dd0d80 \
+    --hash=sha256:6fc3dd6ce0fb1d8ca865bdf39183e663b1dd5e2d585327feffedf379a05e3abb \
+    --hash=sha256:758ac5a56e872eb517cbae5d28574b200d7b2b28c793ee31b6ce4938777d8364 \
+    --hash=sha256:80434a5aa393833bfde853e9e2943671cab219b3081c34aad1974df73c21e04d \
+    --hash=sha256:893acd019ee45184e85ef1b5f1ba425ab4da3e8ed4dab1339b7ef329d3658ffc \
+    --hash=sha256:8974532ca43f50bc6c41b9efd78219121d3fa52c673d9790da12468d06fcf59f \
+    --hash=sha256:8dd447f52482779f6cde277eaf7d734c7ac8f07f4d4e3d3609510f6033dfd0b8 \
+    --hash=sha256:922c59a7fcdc44c93dac852b33b9ebae202614235e0ed235e632bf8d5ca4dd55 \
+    --hash=sha256:997a4cd0f563b5a1aa92aeb9bdd70e67e3789f0d1a418600a7256b27e6c8947f \
+    --hash=sha256:a1c22feae372978861786c65560498dbb36e32d7447318499694d4504c67c043 \
+    --hash=sha256:a3a0221ccb33fb47b46cc3fbe587d80144e0ae6237ded5b3c58e8f6c674f02dc \
+    --hash=sha256:a7e2c3d99a691e71b4eeb9efbefdfae4dcdfe3bb78abf05a5d9b1a5e65ce8ea0 \
+    --hash=sha256:aad06930cf7a99914c863e6e550111b452560bef82b25bd9650541d5c7622837 \
+    --hash=sha256:b691fbca4c83e72773c1bee17df5dfced4f01334ea48242262430074cc5a9b36 \
+    --hash=sha256:b94a53c2524f4b9522a3091abdb12a2d8e1ac80a83456f7278d2165c3ec54482 \
+    --hash=sha256:bad1d5101cd6191271ab89ec372ad8ca119dac9453f59b7be948bdebf6cd5a55 \
+    --hash=sha256:ccf0b875850109a77ab932b03dbfa6c98e4eb011545465008d32e7a7207e8e9a \
+    --hash=sha256:cd83db5710e26502352c4ce3f5b5e29f202223f9dade089a28daeb688083d0db \
+    --hash=sha256:d4b36f906f2e6812d2e4bc1fe965d50670a3fd552cef66bcb2da892e946bba0c \
+    --hash=sha256:dc96cf923b62baae45bf698f4e80407b5640d9760682ce5d424e847bf9e20298 \
+    --hash=sha256:e29d9c9db167ade1c1649123c8f7cadf248f8e7f66f86335ec5b66b97f70f684 \
+    --hash=sha256:f5b1f7ae53883336e23a235339e023d26d1d4b0d014ce4944c61dc79951c89df \
+    --hash=sha256:f8c7f26d6e75848d7c75604eff71272c202ddb5eb65996630da3d6d5452401f6
     # via ibis-framework
-orjson==3.11.8 \
-    --hash=sha256:0022bb50f90da04b009ce32c512dc1885910daa7cb10b7b0cba4505b16db82a8 \
-    --hash=sha256:003646067cc48b7fcab2ae0c562491c9b5d2cbd43f1e5f16d98fd118c5522d34 \
-    --hash=sha256:01928d0476b216ad2201823b0a74000440360cef4fed1912d297b8d84718f277 \
-    --hash=sha256:01c4e5a6695dc09098f2e6468a251bc4671c50922d4d745aff1a0a33a0cf5b8d \
-    --hash=sha256:093d489fa039ddade2db541097dbb484999fcc65fc2b0ff9819141e2ab364f25 \
-    --hash=sha256:0b57f67710a8cd459e4e54eb96d5f77f3624eba0c661ba19a525807e42eccade \
-    --hash=sha256:0e32f7154299f42ae66f13488963269e5eccb8d588a65bc839ed986919fc9fac \
-    --hash=sha256:14439063aebcb92401c11afc68ee4e407258d2752e62d748b6942dad20d2a70d \
-    --hash=sha256:14778ffd0f6896aa613951a7fbf4690229aa7a543cb2bfbe9f358e08aafa9546 \
-    --hash=sha256:14f7b8fcb35ef403b42fa5ecfa4ed032332a91f3dc7368fbce4184d59e1eae0d \
-    --hash=sha256:1ab359aff0436d80bfe8a23b46b5fea69f1e18aaf1760a709b4787f1318b317f \
-    --hash=sha256:1cd0b77e77c95758f8e1100139844e99f3ccc87e71e6fc8e1c027e55807c549f \
-    --hash=sha256:25e0c672a2e32348d2eb33057b41e754091f2835f87222e4675b796b92264f06 \
-    --hash=sha256:29c009e7a2ca9ad0ed1376ce20dd692146a5d9fe4310848904b6b4fee5c5c137 \
-    --hash=sha256:3222adff1e1ff0dce93c16146b93063a7793de6c43d52309ae321234cdaf0f4d \
-    --hash=sha256:3223665349bbfb68da234acd9846955b1a0808cbe5520ff634bf253a4407009b \
-    --hash=sha256:3cf17c141617b88ced4536b2135c552490f07799f6ad565948ea07bef0dcb9a6 \
-    --hash=sha256:3f23426851d98478c8970da5991f84784a76682213cd50eb73a1da56b95239dc \
-    --hash=sha256:3f262401086a3960586af06c054609365e98407151f5ea24a62893a40d80dbbb \
-    --hash=sha256:436c4922968a619fb7fef1ccd4b8b3a76c13b67d607073914d675026e911a65c \
-    --hash=sha256:469ac2125611b7c5741a0b3798cd9e5786cbad6345f9f400c77212be89563bec \
-    --hash=sha256:4861bde57f4d253ab041e374f44023460e60e71efaa121f3c5f0ed457c3a701e \
-    --hash=sha256:48854463b0572cc87dac7d981aa72ed8bf6deedc0511853dc76b8bbd5482d36d \
-    --hash=sha256:53a0f57e59a530d18a142f4d4ba6dfc708dc5fdedce45e98ff06b44930a2a48f \
-    --hash=sha256:54153d21520a71a4c82a0dbb4523e468941d549d221dc173de0f019678cf3813 \
-    --hash=sha256:55120759e61309af7fcf9e961c6f6af3dde5921cdb3ee863ef63fd9db126cae6 \
-    --hash=sha256:5774c1fdcc98b2259800b683b19599c133baeb11d60033e2095fd9d4667b82db \
-    --hash=sha256:58a4a208a6fbfdb7a7327b8f201c6014f189f721fd55d047cafc4157af1bc62a \
-    --hash=sha256:58fb9b17b4472c7b1dcf1a54583629e62e23779b2331052f09a9249edf81675b \
-    --hash=sha256:5d8b5231de76c528a46b57010bbd83fb51e056aa0220a372fd5065e978406f1c \
-    --hash=sha256:5f8952d6d2505c003e8f0224ff7858d341fa4e33fef82b91c4ff0ef070f2393c \
-    --hash=sha256:61c9d357a59465736022d5d9ba06687afb7611dfb581a9d2129b77a6fcf78e59 \
-    --hash=sha256:6a3d159d5ffa0e3961f353c4b036540996bf8b9697ccc38261c0eac1fd3347a6 \
-    --hash=sha256:6a4a639049c44d36a6d1ae0f4a94b271605c745aee5647fa8ffaabcdc01b69a6 \
-    --hash=sha256:6ccdea2c213cf9f3d9490cbd5d427693c870753df41e6cb375bd79bcbafc8817 \
-    --hash=sha256:6dbe9a97bdb4d8d9d5367b52a7c32549bba70b2739c58ef74a6964a6d05ae054 \
-    --hash=sha256:6eda5b8b6be91d3f26efb7dc6e5e68ee805bc5617f65a328587b35255f138bf4 \
-    --hash=sha256:705b895b781b3e395c067129d8551655642dfe9437273211d5404e87ac752b53 \
-    --hash=sha256:708c95f925a43ab9f34625e45dcdadf09ec8a6e7b664a938f2f8d5650f6c090b \
-    --hash=sha256:735e2262363dcbe05c35e3a8869898022af78f89dde9e256924dc02e99fe69ca \
-    --hash=sha256:76070a76e9c5ae661e2d9848f216980d8d533e0f8143e6ed462807b242e3c5e8 \
-    --hash=sha256:7679bc2f01bb0d219758f1a5f87bb7c8a81c0a186824a393b366876b4948e14f \
-    --hash=sha256:88006eda83858a9fdf73985ce3804e885c2befb2f506c9a3723cdeb5a2880e3e \
-    --hash=sha256:883206d55b1bd5f5679ad5e6ddd3d1a5e3cac5190482927fdb8c78fb699193b5 \
-    --hash=sha256:8ac7381c83dd3d4a6347e6635950aa448f54e7b8406a27c7ecb4a37e9f1ae08b \
-    --hash=sha256:8e8c6218b614badf8e229b697865df4301afa74b791b6c9ade01d19a9953a942 \
-    --hash=sha256:9185589c1f2a944c17e26c9925dcdbc2df061cc4a145395c57f0c51f9b5dbfcd \
-    --hash=sha256:93de06bc920854552493c81f1f729fab7213b7db4b8195355db5fda02c7d1363 \
-    --hash=sha256:96163d9cdc5a202703e9ad1b9ae757d5f0ca62f4fa0cc93d1f27b0e180cc404e \
-    --hash=sha256:97c8f5d3b62380b70c36ffacb2a356b7c6becec86099b177f73851ba095ef623 \
-    --hash=sha256:97d823831105c01f6c8029faf297633dbeb30271892bd430e9c24ceae3734744 \
-    --hash=sha256:98bdc6cb889d19bed01de46e67574a2eab61f5cc6b768ed50e8ac68e9d6ffab6 \
-    --hash=sha256:9b48e274f8824567d74e2158199e269597edf00823a1b12b63d48462bbf5123e \
-    --hash=sha256:a5c370674ebabe16c6ccac33ff80c62bf8a6e59439f5e9d40c1f5ab8fd2215b7 \
-    --hash=sha256:b43dc2a391981d36c42fa57747a49dae793ef1d2e43898b197925b5534abd10a \
-    --hash=sha256:c154a35dd1330707450bb4d4e7dd1f17fa6f42267a40c1e8a1daa5e13719b4b8 \
-    --hash=sha256:c2bdf7b2facc80b5e34f48a2d557727d5c5c57a8a450de122ae81fa26a81c1bc \
-    --hash=sha256:c492a0e011c0f9066e9ceaa896fbc5b068c54d365fea5f3444b697ee01bc8625 \
-    --hash=sha256:c60c0423f15abb6cf78f56dff00168a1b582f7a1c23f114036e2bfc697814d5f \
-    --hash=sha256:c98121237fea2f679480765abd566f7713185897f35c9e6c2add7e3a9900eb61 \
-    --hash=sha256:ccd7ba1b0605813a0715171d39ec4c314cb97a9c85893c2c5c0c3a3729df38bf \
-    --hash=sha256:cdbc8c9c02463fef4d3c53a9ba3336d05496ec8e1f1c53326a1e4acc11f5c600 \
-    --hash=sha256:e0950ed1bcb9893f4293fd5c5a7ee10934fbf82c4101c70be360db23ce24b7d2 \
-    --hash=sha256:e6693ff90018600c72fd18d3d22fa438be26076cd3c823da5f63f7bab28c11cb \
-    --hash=sha256:ea56a955056a6d6c550cf18b3348656a9d9a4f02e2d0c02cabf3c73f1055d506 \
-    --hash=sha256:ebaed4cef74a045b83e23537b52ef19a367c7e3f536751e355a2a394f8648559 \
-    --hash=sha256:ec795530a73c269a55130498842aaa762e4a939f6ce481a7e986eeaa790e9da4 \
-    --hash=sha256:ed193ce51d77a3830cad399a529cd4ef029968761f43ddc549e1bc62b40d88f8 \
-    --hash=sha256:ee8db7bfb6fe03581bbab54d7c4124a6dd6a7f4273a38f7267197890f094675f \
-    --hash=sha256:f30491bc4f862aa15744b9738517454f1e46e56c972a2be87d70d727d5b2a8f8 \
-    --hash=sha256:f89b6d0b3a8d81e1929d3ab3d92bbc225688bd80a770c49432543928fe09ac55 \
-    --hash=sha256:fa72e71977bff96567b0f500fc5bfd2fdf915f34052c782a4c6ebbdaa97aa858 \
-    --hash=sha256:fe0b8c83e0f36247fc9431ce5425a5d95f9b3a689133d494831bdbd6f0bceb13 \
-    --hash=sha256:ff51f9d657d1afb6f410cb435792ce4e1fe427aab23d2fcd727a2876e21d4cb6
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
     # via trino
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   accelerate
     #   build
@@ -3225,6 +3638,9 @@ packaging==26.0 \
     #   jupyterlab-server
     #   lazy-loader
     #   marshmallow
+    #   matplotlib
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   nbconvert
     #   openlineage-python
     #   pandas-gbq
@@ -3232,6 +3648,7 @@ packaging==26.0 \
     #   ray
     #   safetensors
     #   scikit-image
+    #   skops
     #   snowflake-connector-python
     #   sphinx
     #   transformers
@@ -3303,6 +3720,7 @@ pandas==2.3.3 \
     #   google-cloud-bigquery
     #   great-expectations
     #   ibis-framework
+    #   mlflow
     #   pandas-gbq
     #   pymilvus
     #   ray
@@ -3315,17 +3733,17 @@ pandocfilters==1.5.1 \
     --hash=sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e \
     --hash=sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc
     # via nbconvert
-paramiko==4.0.0 \
-    --hash=sha256:0e20e00ac666503bf0b4eda3b6d833465a2b7aff2e2b3d79a8bba5ef144ee3b9 \
-    --hash=sha256:6a25f07b380cc9c9a88d2b920ad37167ac4667f8d9886ccebd8f90f654b5d69f
+paramiko==5.0.0 \
+    --hash=sha256:36763b5b95c2a0dcfdf1abc48e48156ee425b21efe2f0e787c2dd5a95c0e5e79 \
+    --hash=sha256:b7044611c30140d9a75261653210e2002977b71a0497ff3ba0d98d7edbf62f7c
     # via openshift-client
 parsimonious==0.11.0 \
     --hash=sha256:32e3818abf9f05b3b9f3b6d87d128645e30177e91f614d2277d88a0aea98fae2 \
     --hash=sha256:e080377d98957beec053580d38ae54fcdf7c470fb78670ba4bf8b5f9d5cad2a9
     # via singlestoredb
-parso==0.8.6 \
-    --hash=sha256:2b9a0332696df97d454fa67b81618fd69c35a7b90327cbe6ba5c92d2c68a7bfd \
-    --hash=sha256:2c549f800b70a5c4952197248825584cb00f033b29c692671d3bf08bf380baff
+parso==0.8.7 \
+    --hash=sha256:a8926eb2a1b915486941fdbd31e86a4baf88fe8c210f25f2f35ecec5b574ca1c \
+    --hash=sha256:eaaac4c9fdd5e9e8852dc778d2d7405897ec510f2a298071453e5e3a07914bb1
     # via jedi
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -3458,12 +3876,13 @@ pillow==11.3.0 \
     #   docling-parse
     #   easyocr
     #   imageio
+    #   matplotlib
     #   python-pptx
     #   scikit-image
     #   torchvision
-pip==26.0.1 \
-    --hash=sha256:bdb1b08f4274833d62c1aa29e20907365a2ceb950410df15fc9521bad440122b \
-    --hash=sha256:c4037d8a277c89b320abe636d59f91e6d0922d08a05b60e85e53b296613346d8
+pip==26.1.1 \
+    --hash=sha256:99cb1c2899893b075ff56e4ed0af55669a955b49ad7fb8d8603ecdaf4ed653fb \
+    --hash=sha256:d36762751d156a4ee895de8af39aa0abeeeb577f93a2eca6ab62467bbf0f8a78
     # via pip-tools
 pip-tools==7.5.3 \
     --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
@@ -3495,6 +3914,10 @@ pre-commit==3.3.1 \
     --hash=sha256:218e9e3f7f7f3271ebc355a15598a4d3893ad9fc7b57fe446db75644543323b9 \
     --hash=sha256:733f78c9a056cdd169baa6cd4272d51ecfda95346ef8a89bf93712706021b907
     # via feast (pyproject.toml)
+prettytable==3.17.0 \
+    --hash=sha256:59f2590776527f3c9e8cf9fe7b66dd215837cca96a9c39567414cbc632e8ddb0 \
+    --hash=sha256:aad69b294ddbe3e1f95ef8886a060ed1666a0b83018bbf56295f6f226c43d287
+    # via skops
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
@@ -3507,135 +3930,134 @@ prompt-toolkit==3.0.52 \
     --hash=sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855 \
     --hash=sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955
     # via ipython
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
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+    --hash=sha256:8a90efd5777e996e42d568db9ac740b944d691e565cbfd31b2f7832f9184b2b8 \
+    --hash=sha256:8b73ab70f1a3351fbc71f663b3e645af6dd0329100c353081cf69c37433fc6fe \
+    --hash=sha256:8c7972d8f193740d9175f0998ab38717e6cd322d5935c5b0fef8c0d323fd9031 \
+    --hash=sha256:8e778ebd44ef4f66ed60a0416b06b489687db264a9c0b3620362f26489492913 \
+    --hash=sha256:9282fb1a3bccd038da9f768b927b24a0c753e466c086b7c4f3c6982851eefb2d \
+    --hash=sha256:949c91d1a990cf3b2e8188dfcfb25005e0b834a06c63fa4ef9f360878ce21ecf \
+    --hash=sha256:95f1e3f4760d404b13c9976c0229b2b49a3c8e2c62a9ce92efdd2b11ada75e3f \
+    --hash=sha256:97797ebb098e670a2f92dd66f32897e30d7615b14e7f59711de23e30a9072539 \
+    --hash=sha256:a0e399a2eccb91ed18721f86aa85757727400b6865c89e88934781deb9c8498b \
+    --hash=sha256:a473b3440261e0c60706e732b2ed2f517857344fc21bf48fdfe211e2d98eb285 \
+    --hash=sha256:a4840ab0ae0216d952f4b53dc6d0b992bfc2bedbfe360bdd9b548bc184c08959 \
+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.0 \
+    --hash=sha256:38e5696342835b08fc116f30a25665b29531cda9d5d5643e9b81fc312385abd9 \
+    --hash=sha256:a630604310899e73c59ec302e5765c058d412b2f090b9c79c8822589f14955b8
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
@@ -3655,6 +4077,7 @@ protobuf==4.25.9 \
     --hash=sha256:d49b615e7c935194ac161f0965699ac84df6112c378e05ec53da65d2e4cbb6d4
     # via
     #   feast (pyproject.toml)
+    #   databricks-sdk
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
@@ -3666,6 +4089,8 @@ protobuf==4.25.9 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   mypy-protobuf
     #   opentelemetry-proto
     #   proto-plus
@@ -3780,9 +4205,9 @@ psycopg-binary==3.2.5 \
     --hash=sha256:ee6d8f489a9b116ea8dc797664a50671585a4ca20573359f067858e1231cc217 \
     --hash=sha256:efb878d08dd49d7d9d18512e791b418a1171d08f935475eec98305f0886b7c14
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
 ptyprocess==0.7.0 \
     --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35 \
@@ -3802,15 +4227,15 @@ py-cpuinfo==9.0.0 \
     --hash=sha256:3cdbbf3fac90dc6f118bfd64384f309edeadd902d7c8fb17f02ffa1fc3f49690 \
     --hash=sha256:859625bc251f64e21f077d099d4162689c762b5d6a4c3c97553d56241c9674d5
     # via pytest-benchmark
-py-spy==0.4.1 \
-    --hash=sha256:1fb8bf71ab8df95a95cc387deed6552934c50feef2cf6456bc06692a5508fd0c \
-    --hash=sha256:4972c21890b6814017e39ac233c22572c4a61fd874524ebc5ccab0f2237aee0a \
-    --hash=sha256:532d3525538254d1859b49de1fbe9744df6b8865657c9f0e444bf36ce3f19226 \
-    --hash=sha256:6a80ec05eb8a6883863a367c6a4d4f2d57de68466f7956b6367d4edd5c61bb29 \
-    --hash=sha256:809094208c6256c8f4ccadd31e9a513fe2429253f48e20066879239ba12cd8cc \
-    --hash=sha256:d92e522bd40e9bf7d87c204033ce5bb5c828fca45fa28d970f58d71128069fdc \
-    --hash=sha256:e53aa53daa2e47c2eef97dd2455b47bb3a7e7f962796a86cc3e7dbde8e6f4db4 \
-    --hash=sha256:ee776b9d512a011d1ad3907ed53ae32ce2f3d9ff3e1782236554e22103b5c084
+py-spy==0.4.2 \
+    --hash=sha256:142887e984a4e541071c99a4401ff8c3770f255d329dbd0f64e8c1dd51882cce \
+    --hash=sha256:1ccf688393105111684435f035bc14ec3f22117dd2b85b2414612cf27a22755a \
+    --hash=sha256:24720573f95230653b457671a1dcc3c5a381fcf4e92677761e328a430ad251b2 \
+    --hash=sha256:7f1c6d9b0e2379ead5bf792df43f4cf36153aa79e6dda4fb8ac7740cf8017110 \
+    --hash=sha256:8b06a353c177677e4e1701b288d8c58e2f8d4208ee81a8048d9f72ba800918f8 \
+    --hash=sha256:90e600b27bb6bb40479637baca5a5b4bc2ba3395c93d889e672315d93042c4ae \
+    --hash=sha256:a0e6f6810ccf0fc5e64e85e0182a5b626c4496eec01b14fb8755154b363a4831 \
+    --hash=sha256:aeb0323409199c785f730645e9f4bb7a7b9ca2c481f2c331a55642b5d13fa52f
     # via ray
 py4j==0.10.9.9 \
     --hash=sha256:c7c26e4158defb37b0bb124933163641a2ff6e3a3913f7811b0ddbe07ed61533 \
@@ -3875,6 +4300,7 @@ pyarrow==23.0.1 \
     #   deltalake
     #   google-cloud-bigquery
     #   ibis-framework
+    #   mlflow
     #   pandas-gbq
     #   ray
     #   snowflake-connector-python
@@ -3979,9 +4405,9 @@ pycryptodome==3.23.0 \
     --hash=sha256:e3f2d0aaf8080bda0587d58fc9fe4766e012441e2eed4269a77de6aea981c8be \
     --hash=sha256:eb8f24adb74984aa0e5d07a2368ad95276cf38051fe2dc6605cbcf482e04f2a7
     # via minio
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   codeflare-sdk
@@ -3994,137 +4420,139 @@ pydantic==2.12.5 \
     #   fastapi-mcp
     #   great-expectations
     #   mcp
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   pydantic-settings
     #   qdrant-client
     #   ray
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
-    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
-    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
-    --hash=sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963 \
-    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
-    --hash=sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808 \
-    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
-    --hash=sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1 \
-    --hash=sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2 \
-    --hash=sha256:299e0a22e7ae2b85c1a57f104538b2656e8ab1873511fd718a1c1c6f149b77b5 \
-    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
-    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
-    --hash=sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b \
-    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
-    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
-    --hash=sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093 \
-    --hash=sha256:346285d28e4c8017da95144c7f3acd42740d637ff41946af5ce6e5e420502dd5 \
-    --hash=sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594 \
-    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
-    --hash=sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a \
-    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
-    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
-    --hash=sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284 \
-    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
-    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
-    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
-    --hash=sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f \
-    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
-    --hash=sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51 \
-    --hash=sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc \
-    --hash=sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97 \
-    --hash=sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a \
-    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
-    --hash=sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9 \
-    --hash=sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c \
-    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
-    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
-    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
-    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
-    --hash=sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e \
-    --hash=sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941 \
-    --hash=sha256:707625ef0983fcfb461acfaf14de2067c5942c6bb0f3b4c99158bed6fedd3cf3 \
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+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.14.1 \
+    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
+    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
     # via
     #   docling
+    #   docling-core
     #   fastapi-mcp
     #   mcp
 pydata-google-auth==1.9.1 \
@@ -4159,6 +4587,79 @@ pymilvus==2.5.18 \
     --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
     --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
     # via feast (pyproject.toml)
+pymongo==4.17.0 \
+    --hash=sha256:0ff6bd2f735ab5356541e3e57d5b7dbfbc3f2ee1ccb10b6b0f82d58af69d1d8e \
+    --hash=sha256:1175563375d682260f613a96fb7a53dce746ed752bfd924eab61de3bc5bfde34 \
+    --hash=sha256:1195370a77baf003b59b10e91ecc4706297197f0dd9d29c840cc556dc08f7cee \
+    --hash=sha256:12c4fded3a9f1d6a687e36ebd384ac6d00b9b00de1969aa74048e7051ec2a713 \
+    --hash=sha256:15d3f3d732aecac1f8d481bde4029755615639bd3076f258a2147210aec8515a \
+    --hash=sha256:20323b0b1c1d33770ad1fc68d429c757734ce9ad3594421c3d6618f10572b1b9 \
+    --hash=sha256:2a0d5ac205728c86e0a02192f1aa5f865b0d7d51f8df6101c01a69a7fc620d72 \
+    --hash=sha256:2db66aa8dd253a0fc1fad3b0d23d5b3993f7ebde02fbbd7727128debf2853675 \
+    --hash=sha256:2e190827834fce70ecdf9d46796c6dbc0ce08ea87dc2ff5bc6f3f5579b605cb9 \
+    --hash=sha256:320b34457b20bbcc79997801f95d25ce00472915ca5241167242b42c4359e027 \
+    --hash=sha256:3689ea34f6b647c7d1e7bdc60fcfb214b2789ed1359a7fb96569c69f50e5f18f \
+    --hash=sha256:37a8385c29881b43eab31f584100fa0eaddedd5607adf010147ba1810118be90 \
+    --hash=sha256:3987e96e7c7be4083d42e8ac2cc6c0d5b78db9973c90fce42ae800b616ca6b20 \
+    --hash=sha256:4141e6c6a339789b2974efa00ecd9409101672d77a0e3ee2cc3839eedf8ec4df \
+    --hash=sha256:422fa50d7d7f5c22ea0953554396c9ef95684a2d775f860bd75a7b510538dfca \
+    --hash=sha256:47b021363cd923ace5edc7a1d63c0ff8a6d9d43859b8a1ba23645f5afae63221 \
+    --hash=sha256:485c8a8eaa4c739f00a331fc73757898ee7c092c214a79e63866ff76aaf282ff \
+    --hash=sha256:48bbc576677b50af043df870d84ded67cc3a9b4aa7553201beef4da5dc050a0a \
+    --hash=sha256:4ae22fafca69dd3c78261969e999782ac5fc23b76cf8cccfbc3707982a74cc3d \
+    --hash=sha256:50e8f8e23c6df7c6d6929f5e734980b227706e73ee847517c9ba5af90f7fc466 \
+    --hash=sha256:51e1915761f65f2aaabd0ba691a31d56551d3f19d1263c2d6bf261730603de5f \
+    --hash=sha256:5376ad67bb30ae910d83affcf997f706d9dee37e8b5dad8b6fedb0626e262d85 \
+    --hash=sha256:5960519b4d7168f1ecdd3ea10c81b2aedeb9423651aca953cfbc8e76705d3b38 \
+    --hash=sha256:5a5de048e6da5c18e27cc2437e8c15b3b0cdc8385c15b41178b0caa3322a09c2 \
+    --hash=sha256:5ab3b8ff79e0dfc49b68f3c925e8cc735ea95c60efaed84cfe75692dffcaac2a \
+    --hash=sha256:64837adbbd72073301af51bb0fc80e3d7707fe5527cea1033ba0320f0b2f881b \
+    --hash=sha256:6877214bff5f06f6884a9fc8d9016a4a7a5f51f537f5c51ac3a576f93e7dfb32 \
+    --hash=sha256:68fca71e05ee5da23a8d73cee8379dfb3d26e609a377cae731d742771ed96946 \
+    --hash=sha256:6c5f62862d0f87be481fa1fe8cb811994486773c94a2b61e509285e3f2890763 \
+    --hash=sha256:6fe0de9d0f6791abce3471230b32b4817bf89d27b1182b6a550e1ec0fa72aa9a \
+    --hash=sha256:70ffa08ba641468cc068cf46c06b34f01a8ce3489f6411309fcb5ceabe6b2fc0 \
+    --hash=sha256:757f2a4c0c2c46cab87df0333681ce69e86c9d5b45bc5203ceba5410b3489e59 \
+    --hash=sha256:75bc3aa5b94fdb7138d357ec6ca61cd97e0c79f4f7f0bd3efe9639b15cc50942 \
+    --hash=sha256:77aa4bc164b4de60d5db193b322f0f5b6ead716e831031bfdef8e8bd92205556 \
+    --hash=sha256:7db10678814cdf7ea39fd308c6f41395cfa7b29d904bcd7895288963d8f892ba \
+    --hash=sha256:809ec74de3b9148ae43fa8df9faf53470f511c8d384f13b99d6f671f2a379f15 \
+    --hash=sha256:8446ff4bfcb6ec2a2e50998c860986a1e992136f998b7f53e7a717fb8aa5a0b9 \
+    --hash=sha256:8a1be016198a03fd7727cdd55998964bfa4e5a6fd9733c8e95830628cef34d29 \
+    --hash=sha256:8e97e03fa13327c87e3fdc5656acd01e71817f0c1dc3221cd8f30de136bf4ec3 \
+    --hash=sha256:93641192644fa1ee0f34030e774fd31022a27ad11ba22cb1716142231524f8bd \
+    --hash=sha256:9543d8f84c2e5608565c08ac679774811e6730770d8a645439b073422a4276fb \
+    --hash=sha256:9828485f72f63c7d802e0ec41f71906f633c2692621ab3af55ca990186b091b1 \
+    --hash=sha256:9eb5d63a3c518cb0804ed678f5e2b875af032d89a7cf57a57360322cf6a4d222 \
+    --hash=sha256:a431b737816bf4cddd4fa0fcef04e424ad36b7692734a64150f872fb8f3208be \
+    --hash=sha256:a8f9c40a09bb7d4b9fc8b1da65ecf6efa79bda5cb2756f39d9b6940fac1d19ae \
+    --hash=sha256:addd0498ebbdc6354227f6ed457ed9fce442d48a3bb30d5b5bad33e104996561 \
+    --hash=sha256:b24598dc3c2feccbc83b43044be48145a0dc4f9bee49ef923e3d707d54a55d85 \
+    --hash=sha256:b2dfcc795f5b9fedbe179a11fdf6051581479d196582a3fe819a92a00e9b9969 \
+    --hash=sha256:b4384700cffc3f1dd98e088bc0072dedf6d7d68a230bb4b972665cf69c071c1e \
+    --hash=sha256:b93b22eedc62598cf5ee9d8c8007a8e9121c50fd88137012d8985500e9dc3151 \
+    --hash=sha256:ba2195d4f386f839a52a23ea1cfd60ffaaba78a3d7841db51b7e433001139918 \
+    --hash=sha256:bb3ebc86782049f6928dcc583008287cb1c17d463501c94a620f035f5b4fd463 \
+    --hash=sha256:bd835cdb37a1adec359dd072c24f8bb14809e2644fde86fab4ee2fc9719b9483 \
+    --hash=sha256:c2292144505fb12156b981bd440f3dc994a883da06ac726c0c8692ccdbc1c510 \
+    --hash=sha256:c4979e7e8887862bbb44d203f00cc8263a3f27237876fa691b6beba23e40e6d8 \
+    --hash=sha256:c5c8e180cb2cabe37300e1e36c60aa4f2ff956cc579f0142135a5d2cba252243 \
+    --hash=sha256:c797f8a80957134f6dd9690367a0f8f5906d672119af2c6aa55f0c527b656bed \
+    --hash=sha256:c9786665926a09630c5d420c79762cfadbff35a9438bcbc4c81a9fb5ab9228b7 \
+    --hash=sha256:cee36b3c0d0354f880fa7a7fdcdaf2bb5e542c2281e25c1bfadf8cfe21eba7d2 \
+    --hash=sha256:d53ffa94b2340dbf6b055e09a0090618c60482c158ecfc9565642fc996bf0944 \
+    --hash=sha256:df4a644af9ae132d4bfdb2e9516ea51a615fd881caddfbfbd071cf1354844479 \
+    --hash=sha256:dff3de1294fbbc1db0ba6b511f77b8e540601d092538a31312e99c8a91a78b1e \
+    --hash=sha256:e46767f28dea610e02edf6c5d956ce615c3c7790ea396660b9b1efd5c5ead2e0 \
+    --hash=sha256:e4fab10f8403169ce92f3cea921609d9ee81107306caae06c08f592d4b8ad2b5 \
+    --hash=sha256:e537e95514dae1aaa718f481ec03151a0f0394bcd05f1322896d8fc1330cb729 \
+    --hash=sha256:e68c76b84e0c132d9dbf9307f12ff8185702328187a87b9aca8c941303873433 \
+    --hash=sha256:e816db649ba5d7de0568cf3a9f287a9dc9aad21cf0ca667ab156a7ef47fca0b0 \
+    --hash=sha256:f09645e0ce4e3825fa0baa8254064a716ed0be33f78feeedd4731016cb8aaa17 \
+    --hash=sha256:f3ee3d241ed77a4fc99ce3cff3b289c3ebce37f61fdd7349d3592c23b82c8784 \
+    --hash=sha256:faf03e4c2aafd6de626dbd30ba246d369ae33f47f10629d1bbe40f72115027a6 \
+    --hash=sha256:ff5aa3f1c7e3f08eb0e7a016c91ba468b1850ccfd63d9b1f12f56350f4974cef
+    # via feast (pyproject.toml)
 pymssql==2.3.2 \
     --hash=sha256:06883bc9bdb297ae9132d9371b5b1a3a223c8f93dd6a87d1c112c6a688f26d53 \
     --hash=sha256:0768d90f96ae3267d7561d3bcfe94dd671d107489e870388b12570c3debbc552 \
@@ -4219,9 +4720,9 @@ pymssql==2.3.2 \
     --hash=sha256:fb8a7b197aaf466a7577ca6690aa9d747081b653ab212d052d71f3cc10587c3b \
     --hash=sha256:fdd774b26407babd0205ef85a098f90553e6b3da77a22322a1e7d2cb51f742c0
     # via feast (pyproject.toml)
-pymysql==1.1.2 \
-    --hash=sha256:4961d3e165614ae65014e361811a724e2044ad3ea3739de9903ae7c21f539f03 \
-    --hash=sha256:e6b1d89711dd51f8f74b1631fe08f039e7d76cf67a42a323d3178f0f25762ed9
+pymysql==1.1.3 \
+    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
+    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
     # via feast (pyproject.toml)
 pynacl==1.6.2 \
     --hash=sha256:018494d6d696ae03c7e656e5e74cdfd8ea1326962cc401bcf018f1ed8436811c \
@@ -4318,14 +4819,16 @@ pyodbc==5.3.0 \
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-pyopenssl==26.0.0 \
-    --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
-    --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
-    # via great-expectations
+    # via
+    #   great-expectations
+    #   matplotlib
 pypdfium2==4.30.0 \
     --hash=sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e \
     --hash=sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29 \
@@ -4401,112 +4904,146 @@ pytest-xdist==3.8.0 \
     --hash=sha256:202ca578cfeb7370784a8c33d6d05bc6e13b4f25b5053c30a152269fd10f0b88 \
     --hash=sha256:7e578125ec9bc6050861aa93f2d59f1d8d085595d6551c2c90b6f4fad8d3a9f1
     # via feast (pyproject.toml)
-python-bidi==0.6.7 \
-    --hash=sha256:01ff2fd676ef8351f32e820b2d3b61eac875a21702d2118263a2641b458e1996 \
-    --hash=sha256:05fe5971110013610f0db40505d0b204edc756e92eafac1372a464f8b9162b11 \
-    --hash=sha256:06650a164e63e94dc8a291cc9d415b4027cb1cce125bc9b02dac0f34d535ed47 \
-    --hash=sha256:0cb75e8a410166fd677d55095e505bf6a4773c066f51efbda72d302ebc56e79b \
-    --hash=sha256:0dbb4bbae212cca5bcf6e522fe8f572aff7d62544557734c2f810ded844d9eea \
-    --hash=sha256:0f86e447e94ae78db7d56e7da2124c435eaee4425c87d3d92aea271317811112 \
-    --hash=sha256:11c51579e01f768446a7e13a0059fea1530936a707abcbeaad9467a55cb16073 \
-    --hash=sha256:1395e236c71f11267860b53293a33b19b991b06e0f4ac61045b892e6a99d96f2 \
-    --hash=sha256:17572944e6d8fb616d111fc702c759da2bf7cedab85a3e4fa2af0c9eb95ed438 \
-    --hash=sha256:19737d217088ef27014f98eac1827c5913e6fb1dea96332ed84ede61791070d9 \
-    --hash=sha256:1ba28642928d1c8fdb18b0632fe931f156e888c646326a3ad8eb3e55ee904951 \
-    --hash=sha256:1c061207212cd1db27bf6140b96dcd0536246f1e13e99bb5d03f4632f8e2ad7f \
-    --hash=sha256:1c5fb99f774748de283fadf915106f130b74be1bade934b7f73a7a8488b95da1 \
-    --hash=sha256:1dd0a5ec0d8710905cebb4c9e5018aa8464395a33cb32a3a6c2a951bf1984fe5 \
-    --hash=sha256:24388c77cb00b8aa0f9c84beb7e3e523a3dac4f786ece64a1d8175a07b24da72 \
-    --hash=sha256:24a4a268289bbe80ad7da3064d7325f1571173859e8ad75d2f99075d5278b02b \
-    --hash=sha256:24afff65c581a5d6f658a9ec027d6719d19a1d8a4401000fdb22d2eeb677b8e3 \
-    --hash=sha256:257d6dd0e07221f1dc8720fa61158471f5aae30d5f89837c38a026386151c250 \
-    --hash=sha256:26a8fe0d532b966708fc5f8aea0602107fde4745a8a5ae961edd3cf02e807d07 \
-    --hash=sha256:2a93b0394cc684d64356b0475858c116f1e335ffbaba388db93bf47307deadfa \
-    --hash=sha256:2d28e2bdcadf5b6161bb4ee9313ce41eac746ba57e744168bf723a415a11af05 \
-    --hash=sha256:349b89c3110bd25aa56d79418239ca4785d4bcc7a596e63bb996a9696fc6a907 \
-    --hash=sha256:3a85275dfc24a96629da058c4c2fc93af6390aefe2f7cdde1500b6ac3fd40ca0 \
-    --hash=sha256:3b63d19f3f56ff7f99bce5ca9ef8c811dbf0f509d8e84c1bc06105ed26a49528 \
-    --hash=sha256:3b96744e4709f4445788a3645cea7ef8d7520ccd4fa8bbbfb3b650702e12c1e6 \
-    --hash=sha256:414004fe9cba33d288ff4a04e1c9afe6a737f440595d01b5bbed00d750296bbd \
-    --hash=sha256:4283f8b517411cc81b3c92d11998981fe54ac0d2300f4c58d803e0c071aba1ba \
-    --hash=sha256:4636d572b357ab9f313c5340915c1cf51e3e54dd069351e02b6b76577fd1a854 \
-    --hash=sha256:47deaada8949af3a790f2cd73b613f9bfa153b4c9450f91c44a60c3109a81f73 \
-    --hash=sha256:49639743f1230648fd4fb47547f8a48ada9c5ca1426b17ac08e3be607c65394c \
-    --hash=sha256:4c73cd980d45bb967799c7f0fc98ea93ae3d65b21ef2ba6abef6a057720bf483 \
-    --hash=sha256:4d84e70923392f8c9611f0fb6b341577346ef6224f3809b05f0ae1fbf8f17578 \
-    --hash=sha256:4ea928c31c7364098f853f122868f6f2155d6840661f7ea8b2ccfdf6084eb9f4 \
-    --hash=sha256:5013ba963e9da606c4c03958cc737ebd5f8b9b8404bd71ab0d580048c746f875 \
-    --hash=sha256:5debaab33562fdfc79ffdbd8d9c51cf07b8529de0e889d8cd145d78137aab21e \
-    --hash=sha256:5ebc19f24e65a1f5c472e26d88e78b9d316e293bc6f205f32de4c4e99276336e \
-    --hash=sha256:630cee960ba9e3016f95a8e6f725a621ddeff6fd287839f5693ccfab3f3a9b5c \
-    --hash=sha256:6323e943c7672b271ad9575a2232508f17e87e81a78d7d10d6e93040e210eddf \
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+    --hash=sha256:b35ff4e825c4ad912a30909f2922eddd684c84bffc48e713c8bf22a4f3d7794f \
+    --hash=sha256:b45368872b3770b20d101a87364ffeec5c0cf02d8aaee1834c30167fe29ddaaa \
+    --hash=sha256:b47233bf36749ab63561ece99b8b32684043558415f1e4ca6c540f1793fa12f3 \
+    --hash=sha256:b497a46082c3b0e0f9a2571d573e745686ed1a6f7a9c631ebe2b9d6f55ecc87a \
+    --hash=sha256:b528e71c3f4b867e207418ea4ed465a111306ac6c2838bf75ff1e465c74ea933 \
+    --hash=sha256:b5c66316296044bcdda0fa37296322973c73b708eac737565d5bbc2f6fd51037 \
+    --hash=sha256:b6bbca74b7d39d4f259c0eebb6d62fd970999c0beae553db7232319d151fa533 \
+    --hash=sha256:b6ff61cd6e3a60ae9bd559aa5ab5a7018e8d26067e7f80ca0ac30e08c76bf983 \
+    --hash=sha256:b97376c559d90d80976a2b3c2d1f7699b6e3ae69ffd2bfdefaacf1eb4bc45f8e \
+    --hash=sha256:bca06cdbd6d90a939af253ddeed232e7e122a1e027942c2ebd431307e6471be6 \
+    --hash=sha256:bd1247b5138e23824b62f96aa03f1d45084dee6c76c46019784546cc432a85ee \
+    --hash=sha256:c1726465626bcad9518ff878be9edb6897b42d57c1bfb9e4a00ffd4000980c48 \
+    --hash=sha256:c267e531392cbdd900e46796d410dda380c7b311434bf5090ee261bb05650bcc \
+    --hash=sha256:c2960742693ee19663bc448328b6b7035f6ae4ad28f57379568d22180911c7d5 \
+    --hash=sha256:c55787b0274b1e06530817fe6d375a5443a0e32d5ee55071244fe5af3483fcbc \
+    --hash=sha256:c5fb03df1d641d19cec53ee9eb5b89f659d0087d03ae94f06e78e2663824d013 \
+    --hash=sha256:c7aa354a62e727b592cfa181a5d435d9a946aba4dd2349bb18fc52c869d470f1 \
+    --hash=sha256:c7b849fa2ed07cb59ed5e76d3cf0e3527b7d7bfa2e70d4fcb6df048a9c9177ee \
+    --hash=sha256:cac7477518b8cfd53e78527a873be7de5a69183397124f7ebcae295cc39187c1 \
+    --hash=sha256:cdc2933960f9b1b160551ff4a0cc543ec3866550ad13f35f1881c22f08b5ad82 \
+    --hash=sha256:ce576c6e9a548e09c853e47cb88a95bb29363586c6ec7778ead517e61449b275 \
+    --hash=sha256:d698d1354d7e30d3a3fbfb91b7b6c904e13875b4ed2dc40c726ca23d82b5089a \
+    --hash=sha256:d6ec69bd053def14e4538b15dcd28bc9528c820b644687c0d38afc38e81fe8e8 \
+    --hash=sha256:d717dc455632ab75284969106c4f40cc1533709f852c50d6db643b20e903b23d \
+    --hash=sha256:d7d9b2602cccbb92fc6a8b8ab2b1f0f03c77c126e089f22f7747b19499cb3e1d \
+    --hash=sha256:de06759a2b223599a98a200b01b9fdafec7e346b513ce6a31632f7089234eca3 \
+    --hash=sha256:de7f4782b4381ae5b0dfa36ce1e4b0a925ccecd4f52330fcc50bcd73430b99fd \
+    --hash=sha256:df0a3aa46c78e56ebed8c5be33da34c0408d4114c6b782103208fecbd3b6cac0 \
+    --hash=sha256:e0fe5c41dac834dfbf1f93f29438393fef13ce250e699d67d2c066da6a0eb8af \
+    --hash=sha256:e13dc08bcf7ef257d0635400e3377d3a776ec57ea25e985e903b00bf5ea06911 \
+    --hash=sha256:e2e81871fa3353376a35260bf0313e631624eac6997d8fa4d60f38beee3f633f \
+    --hash=sha256:e4871a8955ba6c4d80eaffc0f44af6ab724a99f4ec2ad6499243fe542027494f \
+    --hash=sha256:e65f8b3029e64af05323cc630550b27649d8b1b612387c2e88411ae32c6a5b59 \
+    --hash=sha256:e75704f210e8fbcfbe9546f33d4ef86ff9932830d74726108b45dad72d5c1b55 \
+    --hash=sha256:e7f1fa876d3b7c09c1c6be627338502e78d3cc6e9b21ea94f8eeec6ad4157afa \
+    --hash=sha256:edec736cfe6b5421e6c0fbf3e4fc70b5db30263d22e070526c7c540f5895f9fb \
+    --hash=sha256:f3386c4370515f7acb3372ca49b4bd6652b65c381f50e772b5de96da7df2dbad \
+    --hash=sha256:f53dbcc5b1ab75ee593f9ccdd474f9091e21b2051ade79db9930540188f3c9e3 \
+    --hash=sha256:f6dad7fe7f004900a45b04ab2ef51dd11a46c7be4b182c2e533810435e197249 \
+    --hash=sha256:f6e8fca537eb348409549b75f8721fe911cc001124cc7cbfa1a4722e641584c3 \
+    --hash=sha256:f6fb6b3fef1b611841f50688c46d722ad5bd9bb5b9beec9d7c51885519f6026c \
+    --hash=sha256:fc012f8738e21462b8b173278ef9278a822373a64f558ac1bfa36eceb56296df \
+    --hash=sha256:fedf838627e262a5a3b9312a144582e7c81ff3be986a3b0ecd51b9d904747c0b \
+    --hash=sha256:ff693056db843b5e4de6d8e50b4847c116481406492d10517dfe4d7c573c8f82
     # via easyocr
 python-dateutil==2.9.0 \
     --hash=sha256:78e73e19c63f5b20ffa567001531680d939dc042bf7850431877645523c66709 \
@@ -4518,10 +5055,12 @@ python-dateutil==2.9.0 \
     #   botocore
     #   elasticsearch
     #   google-cloud-bigquery
+    #   graphene
     #   great-expectations
     #   ibis-framework
     #   jupyter-client
     #   kubernetes
+    #   matplotlib
     #   moto
     #   openlineage-python
     #   pandas
@@ -4534,6 +5073,7 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via
+    #   mlflow-skinny
     #   pydantic-settings
     #   pymilvus
     #   testcontainers
@@ -4546,19 +5086,18 @@ python-keycloak==4.2.2 \
     --hash=sha256:1d43a1accd4a038ed39317fcb3eb78211df6c75bbcbc4c482c99ee76327136f2 \
     --hash=sha256:5137fd87c69031a372a578df96bae96b9aead2c9dad976613bc978e9e0246a1e
     # via feast (pyproject.toml)
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.29 \
+    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
+    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
     # via mcp
 python-pptx==1.0.2 \
     --hash=sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba \
     --hash=sha256:479a8af0eaf0f0d76b6f00b0887732874ad2e3188230315290cd1f9dd9cc7095
     # via docling
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via
-    #   clickhouse-connect
     #   great-expectations
     #   pandas
     #   snowflake-connector-python
@@ -4647,6 +5186,7 @@ pyyaml==6.0.3 \
     #   huggingface-hub
     #   jupyter-events
     #   kubernetes
+    #   mlflow-skinny
     #   openlineage-python
     #   openshift-client
     #   pre-commit
@@ -4752,30 +5292,30 @@ pyzmq==27.1.0 \
     #   ipykernel
     #   jupyter-client
     #   jupyter-server
-qdrant-client==1.17.1 \
-    --hash=sha256:22f990bbd63485ed97ba551a4c498181fcb723f71dcab5d6e4e43fe1050a2bc0 \
-    --hash=sha256:6cda4064adfeaf211c751f3fbc00edbbdb499850918c7aff4855a9a759d56cbd
+qdrant-client==1.18.0 \
+    --hash=sha256:093aa8cf8a420ee3ad2a68b007e1378d7992b2600e0b53c193fc172674f659cd \
+    --hash=sha256:52e8ece1a7d40519801bf0b70713bfa0f6b7ae28c7275bbe0b0286fbed7f6db4
     # via feast (pyproject.toml)
-ray[data, default]==2.53.0 \
-    --hash=sha256:14f46363e9b4cf0c1c8b4d8623ec337c5bd408377831b5e5b50067930137bbca \
-    --hash=sha256:4108280d8a1cb90d7d68e5c954c35e63b8bb9a4ba15f88c5e7da0e2025647712 \
-    --hash=sha256:4a1bb3fe09ab4cd0d16ddc96b9f60c9ed83b3f93b87aa8506e0d3b746fd4e825 \
-    --hash=sha256:4db914a0a6dd608fa49c066929a1282745a2dbd73caee67d7b80fe684ca65bdd \
-    --hash=sha256:4dbb5fce1364763f29741055f50abe33cf726397141f9cc0e845dd3cc963e455 \
-    --hash=sha256:65e2ce58d3dc6baa3cf45824d889c1968ebde565ee54dfd80a98af8f31af8e4a \
-    --hash=sha256:7196e5358dfcc8211be864f45e6dfe4827202df294af3c7a76ff8fbc080e0522 \
-    --hash=sha256:73dbbaa7962a7f5e38aa8cf9483e0e9817205e989aa3dc859c738c2af1ae01df \
-    --hash=sha256:85b472ab6fb8f1189f8cef81913fd91b24dd69b3fa7dcca7e144827bd924f6c0 \
-    --hash=sha256:90faf630d20b6abf3135997fb3edb5842134aff92e04ee709865db04816d97ef \
-    --hash=sha256:a0bbb98b0b0f25a3ee075ca10171e1260e70b6bc690cd509ecd7ce1228af854d \
-    --hash=sha256:b828c147f9ff2f277b1d254e4fe9a746fdfaee7e313a93a97c7edf4dae9b81a4 \
-    --hash=sha256:bd3ec4c342776ddac23ae2b108c64f5939f417ccc4875900d586c7c978463269 \
-    --hash=sha256:d8b95d047d947493803fb8417aea31225dcacdab15afdc75b8a238901949d457 \
-    --hash=sha256:eb000c17f7301071fdd15c44c4cd3ac0f7953bb4c7c227e61719fe7048195bcd
+ray[data, default]==2.54.1 \
+    --hash=sha256:054985194bd32f4464c93f9318d247fac61e1f32ac221565ecfdc81ab8c75d0b \
+    --hash=sha256:0c3ae2943176e7b239c78b825a5b2bf4135d90280083a0e19c0a75a5db4d836f \
+    --hash=sha256:2766f0230806480c38a9a94502087f1d4aea919f38521a28781690613b0290a4 \
+    --hash=sha256:2ea650e648acc6e76edd98c694657fd1fcb1cd97700d944a7d20da90269e9810 \
+    --hash=sha256:4c6f7e23dda62a32f94083141c3f97e9c4246e3ae4ae2bc488bcd8fd0311f54a \
+    --hash=sha256:512587412e2f5e1753adabfdfa4dd9cff1dc509601e36fd5fab671e448ae4dac \
+    --hash=sha256:6425f15cfe6a298366b53c8658350f94ced2c548802ca3b69f94b87db16e97c5 \
+    --hash=sha256:645ebfb73cfd32bd510a05ed9f2738a18d6db69929cae9701d749f2740dbfd9a \
+    --hash=sha256:673a895c0c4a716ed772552baa3f5b8d7d1f7a4b34e04787fdfe6fe3049ed0d8 \
+    --hash=sha256:86c51eafd3e84dad59c1ef4cf97b3ac8c088af0705782ee915e31bca5880597a \
+    --hash=sha256:c0240496af274af7cd3b1b1d015f23b88e5fdafe59bfdc040e5f229e0aff5dff \
+    --hash=sha256:cd452b61ae2e0daf9271f5a554614397429cc2731681bae10fe72316dadc2749 \
+    --hash=sha256:d05f477d1518a00fd5880644e889a7a3eaf64ae5d1f8f239a682d052ad2a383d \
+    --hash=sha256:e095dfe9c521a04e5930520b4a82ea82d61903d4cd2f3270fbc5dfbdb41b9c72 \
+    --hash=sha256:ea90bed0110e0ce3ff6571e7a0c800920a3c6d299d29b8eac020dac362667169
     # via codeflare-sdk
-redis==4.6.0 \
-    --hash=sha256:585dc516b9eb042a619ef0a39c3d7d55fe81bdb4df09a52c9cdde0d07bf1aa7d \
-    --hash=sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c
+redis==7.4.0 \
+    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
+    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -4784,131 +5324,132 @@ referencing==0.37.0 \
     #   jsonschema
     #   jsonschema-specifications
     #   jupyter-events
-regex==2026.3.32 \
-    --hash=sha256:03c2ebd15ff51e7b13bb3dc28dd5ac18cd39e59ebb40430b14ae1a19e833cff1 \
-    --hash=sha256:09e26cad1544d856da85881ad292797289e4406338afe98163f3db9f7fac816c \
-    --hash=sha256:0cec365d44835b043d7b3266487797639d07d621bec9dc0ea224b00775797cc1 \
-    --hash=sha256:0d7855f5e59fcf91d0c9f4a51dc5d8847813832a2230c3e8e35912ccf20baaa2 \
-    --hash=sha256:0f21ae18dfd15752cdd98d03cbd7a3640be826bfd58482a93f730dbd24d7b9fb \
-    --hash=sha256:10fb2aaae1aaadf7d43c9f3c2450404253697bf8b9ce360bd5418d1d16292298 \
-    --hash=sha256:110ba4920721374d16c4c8ea7ce27b09546d43e16aea1d7f43681b5b8f80ba61 \
-    --hash=sha256:12917c6c6813ffcdfb11680a04e4d63c5532b88cf089f844721c5f41f41a63ad \
-    --hash=sha256:18eb45f711e942c27dbed4109830bd070d8d618e008d0db39705f3f57070a4c6 \
-    --hash=sha256:1a6ac1ed758902e664e0d95c1ee5991aa6fb355423f378ed184c6ec47a1ec0e9 \
-    --hash=sha256:1ca02ff0ef33e9d8276a1fcd6d90ff6ea055a32c9149c0050b5b67e26c6d2c51 \
-    --hash=sha256:1cb22fa9ee6a0acb22fc9aecce5f9995fe4d2426ed849357d499d62608fbd7f9 \
-    --hash=sha256:1e0f6648fd48f4c73d801c55ab976cd602e2da87de99c07bff005b131f269c6a \
-    --hash=sha256:245667ad430745bae6a1e41081872d25819d86fbd9e0eec485ba00d9f78ad43d \
-    --hash=sha256:2820d2231885e97aff0fcf230a19ebd5d2b5b8a1ba338c20deb34f16db1c7897 \
-    --hash=sha256:2c8d402ea3dfe674288fe3962016affd33b5b27213d2b5db1823ffa4de524c57 \
-    --hash=sha256:2dcca2bceb823c9cc610e57b86a265d7ffc30e9fe98548c609eba8bd3c0c2488 \
-    --hash=sha256:2ffbadc647325dd4e3118269bda93ded1eb5f5b0c3b7ba79a3da9fbd04f248e9 \
-    --hash=sha256:34c905a721ddee0f84c99e3e3b59dd4a5564a6fe338222bc89dd4d4df166115c \
-    --hash=sha256:3c054e39a9f85a3d76c62a1d50c626c5e9306964eaa675c53f61ff7ec1204bbb \
-    --hash=sha256:3c0bbfbd38506e1ea96a85da6782577f06239cb9fcf9696f1ea537c980c0680b \
-    --hash=sha256:3e221b615f83b15887636fcb90ed21f1a19541366f8b7ba14ba1ad8304f4ded4 \
-    --hash=sha256:3ea568832eca219c2be1721afa073c1c9eb8f98a9733fdedd0a9747639fc22a5 \
-    --hash=sha256:3f5747501b69299c6b0b047853771e4ed390510bada68cb16da9c9c2078343f7 \
-    --hash=sha256:462a041d2160090553572f6bb0be417ab9bb912a08de54cb692829c871ee88c1 \
-    --hash=sha256:4bc32b4dbdb4f9f300cf9f38f8ea2ce9511a068ffaa45ac1373ee7a943f1d810 \
-    --hash=sha256:4d082be64e51671dd5ee1c208c92da2ddda0f2f20d8ef387e57634f7e97b6aae \
-    --hash=sha256:4f9ae4755fa90f1dc2d0d393d572ebc134c0fe30fcfc0ab7e67c1db15f192041 \
-    --hash=sha256:51a93452034d671b0e21b883d48ea66c5d6a05620ee16a9d3f229e828568f3f0 \
-    --hash=sha256:51fb7e26f91f9091fd8ec6a946f99b15d3bc3667cb5ddc73dd6cb2222dd4a1cc \
-    --hash=sha256:5336b1506142eb0f23c96fb4a34b37c4fefd4fed2a7042069f3c8058efe17855 \
-    --hash=sha256:567b57eb987547a23306444e4f6f85d4314f83e65c71d320d898aa7550550443 \
-    --hash=sha256:5aa78c857c1731bdd9863923ffadc816d823edf475c7db6d230c28b53b7bdb5e \
-    --hash=sha256:5bf2f3c2c5bd8360d335c7dcd4a9006cf1dabae063ee2558ee1b07bbc8a20d88 \
-    --hash=sha256:5c35d097f509cf7e40d20d5bee548d35d6049b36eb9965e8d43e4659923405b9 \
-    --hash=sha256:5d86e3fb08c94f084a625c8dc2132a79a3a111c8bf6e2bc59351fa61753c2f6e \
-    --hash=sha256:6062c4ef581a3e9e503dccf4e1b7f2d33fdc1c13ad510b287741ac73bc4c6b27 \
-    --hash=sha256:6128dd0793a87287ea1d8bf16b4250dd96316c464ee15953d5b98875a284d41e \
-    --hash=sha256:631f7d95c83f42bccfe18946a38ad27ff6b6717fb4807e60cf24860b5eb277fc \
-    --hash=sha256:66a5083c3ffe5a5a95f8281ea47a88072d4f24001d562d1d9d28d4cdc005fec5 \
-    --hash=sha256:66d3126afe7eac41759cd5f0b3b246598086e88e70527c0d68c9e615b81771c4 \
-    --hash=sha256:67015a8162d413af9e3309d9a24e385816666fbf09e48e3ec43342c8536f7df6 \
-    --hash=sha256:6980ceb5c1049d4878632f08ba0bf7234c30e741b0dc9081da0f86eca13189d3 \
-    --hash=sha256:69a847a6ffaa86e8af7b9e7037606e05a6f663deec516ad851e8e05d9908d16a \
-    --hash=sha256:6ada7bd5bb6511d12177a7b00416ce55caee49fbf8c268f26b909497b534cacb \
-    --hash=sha256:70c634e39c5cda0da05c93d6747fdc957599f7743543662b6dbabdd8d3ba8a96 \
-    --hash=sha256:7cdd508664430dd51b8888deb6c5b416d8de046b2e11837254378d31febe4a98 \
-    --hash=sha256:844d88509c968dd44b30daeefac72b038b1bf31ac372d5106358ab01d393c48b \
-    --hash=sha256:847087abe98b3c1ebf1eb49d6ef320dbba75a83ee4f83c94704580f1df007dd4 \
-    --hash=sha256:85c9b0c131427470a6423baa0a9330be6fd8c3630cc3ee6fdee03360724cbec5 \
-    --hash=sha256:879ae91f2928a13f01a55cfa168acedd2b02b11b4cd8b5bb9223e8cde777ca52 \
-    --hash=sha256:887a9fa74418d74d645281ee0edcf60694053bd1bc2ebc49eb5e66bfffc6d107 \
-    --hash=sha256:88ebc0783907468f17fca3d7821b30f9c21865a721144eb498cb0ff99a67bcac \
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+    --hash=sha256:ea9c8ecfa1b73c73b626534d6626e5340d429630943672b8480724f44e84b962 \
+    --hash=sha256:ead4b163ac30a29574510cd4b3e2e985ac5290c05fc7095557d6a5f403fc31b5 \
+    --hash=sha256:ecd353045824e4477562a2ac718c25799cdaaa41f7aa925a806a8a3e6848a5b9 \
+    --hash=sha256:ed2c9e8068b614c574d8d30e543d617cf5379b0535d46f97ef00e904745a08b5 \
+    --hash=sha256:ed457d8e98ae812ed7732bef7bf78de78e834eae0372a74e23ca90ef21d910f9 \
+    --hash=sha256:ef31cbfe458e21c6122ba8150ff060e0c7789ed0d26eb423f25472584920b555 \
+    --hash=sha256:f079e50a0d3cc3cd5091fa9ff45869a2e6b2cd35895731edafb0327901a8d86d \
+    --hash=sha256:f3844f134e834076677dd369976e9f5068679fcb8e50102fdf6b7ac96a3ec127 \
+    --hash=sha256:f7a7c26137296beba7784de6eba69c6a93a63ccebc385e4962fe67e267a91225 \
+    --hash=sha256:fa411799ca8da32a8d38d020a88faa5b6f91657d284761352940ecf9f7c3bbdd \
+    --hash=sha256:fd03c4f0e33280d15cae17159b899245d6b7c53d21def19b263b39655061f5ce \
+    --hash=sha256:fd190e88a895a8901325fad284a3f74ea52b1da8525b76cc811fa9b1edf0ce2b \
+    --hash=sha256:ff8d372ac2acdc048d1c19916f27ee61bc5722728458ba6ca5052f2c72d51763
     # via
     #   feast (pyproject.toml)
     #   parsimonious
     #   transformers
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   azure-core
+    #   databricks-sdk
     #   datasets
     #   docker
     #   docling
@@ -4921,6 +5462,7 @@ requests==2.33.1 \
     #   jupyterlab-server
     #   kube-authkit
     #   kubernetes
+    #   mlflow-skinny
     #   moto
     #   msal
     #   openlineage-python
@@ -4964,9 +5506,9 @@ rfc3987-syntax==1.1.0 \
     --hash=sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f \
     --hash=sha256:717a62cbf33cffdd16dfa3a497d81ce48a660ea691b1ddd7be710c22f00b4a0d
     # via jsonschema
-rich==14.3.3 \
-    --hash=sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d \
-    --hash=sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b
+rich==14.3.4 \
+    --hash=sha256:07e7adb4690f68864777b1450859253bed81a99a31ac321ac1817b2313558952 \
+    --hash=sha256:817e02727f2b25b40ef56f5aa2217f400c8489f79ca8f46ea2b70dd5e14558a9
     # via
     #   codeflare-sdk
     #   fastapi-mcp
@@ -5108,25 +5650,25 @@ ruamel-yaml==0.17.17 \
     --hash=sha256:9751de4cbb57d4bfbf8fc394e125ed4a2f170fbff3dc3d78abf50be85924f8be \
     --hash=sha256:9af3ec5d7f8065582f3aa841305465025d0afd26c5fb54e15b964e11838fc74f
     # via great-expectations
-ruff==0.15.9 \
-    --hash=sha256:058d8e99e1bfe79d8a0def0b481c56059ee6716214f7e425d8e737e412d69677 \
-    --hash=sha256:0694e601c028fd97dc5c6ee244675bc241aeefced7ef80cd9c6935a871078f53 \
-    --hash=sha256:29cbb1255a9797903f6dde5ba0188c707907ff44a9006eb273b5a17bfa0739a2 \
-    --hash=sha256:2b0c7c341f68adb01c488c3b7d4b49aa8ea97409eae6462d860a79cf55f431b6 \
-    --hash=sha256:45a70921b80e1c10cf0b734ef09421f71b5aa11d27404edc89d7e8a69505e43d \
-    --hash=sha256:4965bac6ac9ea86772f4e23587746f0b7a395eccabb823eb8bfacc3fa06069f7 \
-    --hash=sha256:55cc15eee27dc0eebdfcb0d185a6153420efbedc15eb1d38fe5e685657b0f840 \
-    --hash=sha256:6d3fcbca7388b066139c523bda744c822258ebdcfbba7d24410c3f454cc9af71 \
-    --hash=sha256:6efbe303983441c51975c243e26dff328aca11f94b70992f35b093c2e71801e1 \
-    --hash=sha256:7b34a9766aeec27a222373d0b055722900fbc0582b24f39661aa96f3fe6ad901 \
-    --hash=sha256:89dd695bc72ae76ff484ae54b7e8b0f6b50f49046e198355e44ea656e521fef9 \
-    --hash=sha256:8e1ddb11dbd61d5983fa2d7d6370ef3eb210951e443cace19594c01c72abab4c \
-    --hash=sha256:9439a342adb8725f32f92732e2bafb6d5246bd7a5021101166b223d312e8fc59 \
-    --hash=sha256:9c5e6faf9d97c8edc43877c3f406f47446fc48c40e1442d58cfcdaba2acea745 \
-    --hash=sha256:a6537f6eed5cda688c81073d46ffdfb962a5f29ecb6f7e770b2dc920598997ed \
-    --hash=sha256:bde6ff36eaf72b700f32b7196088970bf8fdb2b917b7accd8c371bfc0fd573ec \
-    --hash=sha256:ce187224ef1de1bd225bc9a152ac7102a6171107f026e81f317e4257052916d5 \
-    --hash=sha256:eaf05aad70ca5b5a0a4b0e080df3a6b699803916d88f006efd1f5b46302daab8
+ruff==0.15.13 \
+    --hash=sha256:1c26d2f66163deeb6e08d8b39fbbe983ce3c71cea06a6d7591cfd1421793c629 \
+    --hash=sha256:2471da9bd1068c8c064b5fd9c0c4b6dddffd6369cb1cd68b29993b1709ff1b21 \
+    --hash=sha256:2e2e39bff6c341f4b577a21b801326fab0b11847f48fcaa83f00a113c9b3cb55 \
+    --hash=sha256:4044f94208b3b05ba0fc4a4abd0558cf4d6459bd18325eead7fd8cc66f909b41 \
+    --hash=sha256:444b580fc72fd6887e650acd3e575e18cdc79dbcf42fb4030b491057921f61f8 \
+    --hash=sha256:6590d009e7cb7ebf36f83dbdd44a3fa48a0994ff6f1cdc1b08006abe58f98dc7 \
+    --hash=sha256:7064884d442b7d477b4e7473d12da7f08851d2b1982763c5d3f388a19468a1a4 \
+    --hash=sha256:768494eb08b9cee54e2fd27969966f74db5a57f6eaa7a90fcb3306af34dfc4bd \
+    --hash=sha256:7ef823f817fcd191dc934e984be9cf4094f808effa16f2542ad8e821ba02bbf2 \
+    --hash=sha256:8cb74dd33bb2f6613faf7fc03b660053b5ac4f80e706d5788c6335e2a8048d51 \
+    --hash=sha256:9dbd6f94b434f896308e4d57fb7bfde0d02b99f7a64b3bdab0fdfa6a864203a5 \
+    --hash=sha256:ae9c17e5eb4430c154e76abc25d79a318190f5a997f38fb6b114416c5319ffc9 \
+    --hash=sha256:bf3259f3be4d181bda591da5db2571aed6853c6a048157756448020bc6c5cd22 \
+    --hash=sha256:cc411dfebe5eebe55ce041c6ae080eb7668955e866daa2fbb16692a784f1c4ca \
+    --hash=sha256:e8d9a8e08013542e94d3220bc5b62cc3e5ef87c5f74bff367d3fac14fab013e6 \
+    --hash=sha256:f345a13937bd7f09f6f5d19fa0721b0c103e00e7f62bc67089a8e5e037719e0b \
+    --hash=sha256:f9d89f17f7ba7fb2ed42921f0df75da797a9a5d71bc39049e2c687cf2baf44b7 \
+    --hash=sha256:fb75f9a3a7e42ffe117d734494e6c5e5cb3565d66e12612cb63d0e572a41a5b6
     # via feast (pyproject.toml)
 s3transfer==0.13.1 \
     --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
@@ -5252,7 +5794,9 @@ scikit-learn==1.8.0 \
     --hash=sha256:fe1c011a640a9f0791146011dfd3c7d9669785f9fed2b2a5f9e207536cf5c2fd
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   sentence-transformers
+    #   skops
 scipy==1.17.1 \
     --hash=sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0 \
     --hash=sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458 \
@@ -5319,9 +5863,11 @@ scipy==1.17.1 \
     #   docling
     #   easyocr
     #   great-expectations
+    #   mlflow
     #   scikit-image
     #   scikit-learn
     #   sentence-transformers
+    #   skops
 semchunk==3.2.5 \
     --hash=sha256:ee15e9a06a69a411937dd8fcf0a25d7ef389c5195863140436872a02c95b0218 \
     --hash=sha256:fd09cc5f380bd010b8ca773bd81893f7eaf11d37dd8362a83d46cedaf5dae076
@@ -5330,9 +5876,9 @@ send2trash==2.1.0 \
     --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c \
     --hash=sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459
     # via jupyter-server
-sentence-transformers==5.3.0 \
-    --hash=sha256:414a0a881f53a4df0e6cbace75f823bfcb6b94d674c42a384b498959b7c065e2 \
-    --hash=sha256:dca6b98db790274a68185d27a65801b58b4caf653a4e556b5f62827509347c7d
+sentence-transformers==5.5.0 \
+    --hash=sha256:75313fdcc2397ec4b58297c25d6187fcca5a6b2aeb09570a72eff5a3223d8d58 \
+    --hash=sha256:9cec675e68bfe09d07466d1f13ab06d1d79d60a0f45b154baf433bde6ae159cb
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -5432,10 +5978,18 @@ six==1.17.0 \
     #   python-dateutil
     #   rfc3339-validator
     #   thriftpy2
-smart-open==7.5.1 \
-    --hash=sha256:3e07cbbd9c8a908bcb8e25d48becf1a5cbb4886fa975e9f34c672ed171df2318 \
-    --hash=sha256:3f08e16827c4733699e6b2cc40328a3568f900cb12ad9a3ad233ba6c872d9fe7
+skops==0.14.0 \
+    --hash=sha256:60a5db78a9db46ccee2139a0ba13ab5afb1c96f4749b382e75a371291bbe3e36 \
+    --hash=sha256:6c8c0e047f691a3a582c3258943eecafcbfd79c8c7eef66260f3703e363254f0
+    # via mlflow
+smart-open==7.6.1 \
+    --hash=sha256:4347996e7ba21db7cd1e059632e0b30395407e4f6c660d2ddffc8f2a9ae5f990 \
+    --hash=sha256:b4de6aebef023aca91cc9fb372052e1343ba3f152de215bd22391a663e3ddd21
     # via ray
+smmap==5.0.3 \
+    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+    # via gitdb
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
@@ -5447,32 +6001,32 @@ snowballstemmer==3.0.1 \
     --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
     --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.5.0 \
+    --hash=sha256:0c92794e56faaafbdf6fedfa0473bd29f40ea89ad258b322c92b27b27f57bc35 \
+    --hash=sha256:16311dc9c4a0e2d6cd14ecd43f1f607e291ba5397832123a0b04a326897ef8b0 \
+    --hash=sha256:1897be7487587d9ce7feae132a288e714b3b07f3b3f3404e62b6dfcebde94bb9 \
+    --hash=sha256:206ea5e947ac346d121dd344048b7dd1b2ab4a0da03375ce3d90321a8ce598db \
+    --hash=sha256:2c04c2a7ee5a183be1204417077584c07569e66997e8d093403bb1604b5463bd \
+    --hash=sha256:34fbeb3f8ad26f34659c687cb27136d8eb9aea1ac65bc4b8b32091dc727f1f14 \
+    --hash=sha256:376eb9d956f6b9287df448e483ec862b94fb9ccb06cefc945b68ddac1c7d1c48 \
+    --hash=sha256:39c2b9d17da9a23475ad52a8e7b389001d7277bf400428c4c6af6bd1099bc62e \
+    --hash=sha256:4870858f2fa312343b0063fb4da57b3e893d80aa00e371bc637981f3eed9c254 \
+    --hash=sha256:56baa39a1fa9f0cdcdad3da022508396268d0bf6bb6df28087b02e4826e88bd1 \
+    --hash=sha256:583adc49b38316d3023dc80bef81a27a3027a2f8109a36e69a0083785b7f8662 \
+    --hash=sha256:5f73f1b0ed24e01d9dd627b088cc83e62e81ea5b19bee679946941f6d1947ef9 \
+    --hash=sha256:64ec9b5dddf19c7f4ce4355d1b8e16239a26d1d161d92219919953510664269c \
+    --hash=sha256:6bb323323c573c903500e1c654f71c0aad7b62149e2f719c611377fac9c05833 \
+    --hash=sha256:7badadc59d7e75550c7f35bdb9414895cae5898a4f9901b02231d0eaa694a4a0 \
+    --hash=sha256:81bfdbd865fceb5e9ac1969976c8f635e21185c06d97a31cac8ca3a4b4697b1d \
+    --hash=sha256:92d865b9b60a767a55787540dbf04b3074a7b1a728f24ddbec2bbcf257215625 \
+    --hash=sha256:93febe6d69c4dc46a64d16a0b6ed65b523d869f1691ead791eb22ebd8b6725ce \
+    --hash=sha256:9a17b5a8e43611bd7eae289de2b8f71679bb386b8d82036f0b36436827308f81 \
+    --hash=sha256:9c0cc17ceb915842dfdee7baaccbdcd5b5e3de06977231b8a31704c2ed8532d8 \
+    --hash=sha256:a1aa9128aa43d09771e845a1af1fc2a5d5a014ab0bea8bea4b72501662ba601f \
+    --hash=sha256:a28a9391b464f9060304d8468a24bff6a2d13bf5801c92fbf8c05907e5fb06f4 \
+    --hash=sha256:d7f5e2ea42521c033c4ac0e60685c50a47082715eb57cdaf92b438d9bb44d220 \
+    --hash=sha256:e4481849c65d4eeaef89efd589c7690bc51d7535524f278dde9b29012fdf5084 \
+    --hash=sha256:ee03a9b8f61192d72374e3785650460ed0c996c7153a8b38140be6e162ac4fb1
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
@@ -5510,103 +6064,102 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
-    # via feast (pyproject.toml)
-sqlglot[rs]==30.2.1 \
-    --hash=sha256:ef4a67cc6f66a8043085eb8ea95fa9541c1625dffa9145ad4e9815a7ba60a199 \
-    --hash=sha256:f23d9ee9427ef9d20df15f9b0ffa57d9eb45e52b012219a349d1e6b50ed926d1
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+    # via
+    #   feast (pyproject.toml)
+    #   alembic
+    #   mlflow
+sqlglot[rs]==30.8.0 \
+    --hash=sha256:1c5f93fb742dd9aaa75eee6bb33a637794a858b9a86375fac23a2dc0f7bc127e \
+    --hash=sha256:af903378c331d5b72277a1b41118f07bc3e50cf4478e2d47eed12c96ee6a22a4
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-sqlglotc==30.2.1 \
-    --hash=sha256:052cd7bb41fc9b841eb268d4dd601eb6b5954b7c6d5656795d4350a0f8020d53 \
-    --hash=sha256:058f0e9aed2b8dff87dc893b8793e514204c8dfef699b7d3d1704dfbdd949f2b \
-    --hash=sha256:0e6be524252894c0fa98d25d4e60dfae6485ba66ca1abd40bf05f16a9cf26baf \
-    --hash=sha256:13f8f68808777ba7d845bc908bf09f72a0c9899a19811483dc52f0fa48b38d5a \
-    --hash=sha256:1a004086ab871be0cc97766f7b6fb8866729f09dd7272254fd31c05107f3fdc8 \
-    --hash=sha256:25c6f62f31cd3a051285635c3f6a01d2f3c73ca2baaa26970815166928042ace \
-    --hash=sha256:2b5fe8adc1a1e2fb819e014e94974a274f30dbf9684ceed9f171fb0889f80f0b \
-    --hash=sha256:2ffe527bc8664b03cc936bae7ebf965f482beb4acee7a815c2ec2d9aea720b4e \
-    --hash=sha256:4aa90e08f53409b1857572836e57a31835ed20e32521c6fafdc6af96199baff7 \
-    --hash=sha256:507935a971e0a9e5d4ac7ca14df479f8e270502b44904f71d95c0aaed066006f \
-    --hash=sha256:515e092ab8fb522b256fa8a34f471e9b187bb8a50a7c0226a65b036a07d6d188 \
-    --hash=sha256:585bb610fde3e3dd1d7e5ff3cce14f70fbd53ced6769cd104679adf8b5c4ab5b \
-    --hash=sha256:850e7517dd4739cad9af65bcb9699825f9202e5971407bf955e3248fe4814f96 \
-    --hash=sha256:8f063af733cbcc51686380470e7f3f80b589b8c58084baa138efb3b8ca821597 \
-    --hash=sha256:b17e3002ed10747388367621b2ecf39c06d5fdc6b3c31a8c32be2f5ef546fc0b \
-    --hash=sha256:d577e1635e127febb7012bc42fa1c3b958076e59a1a116ade20048c572a1be42 \
-    --hash=sha256:dc292cd73e0c447253877c27f00454a2d09b71324a130ad4c58c145ab753889e \
-    --hash=sha256:de168df756a21a028cf1f917f92da2f77bb135f3b6cdd960914460942a5eca10 \
-    --hash=sha256:de884dd224220002c3e940ca5bdceb27ef9638e5f02493db133ffb8ae88b5610 \
-    --hash=sha256:f33c7d1646ff6531cb9b07f0740b2939f3ecaa31efebfbec8adb6b275f1a45f2 \
-    --hash=sha256:f9a1fc7b1ff3b51d0d03a391768a79964f68541b4c2f294a25a6f14e6670ffab \
-    --hash=sha256:fae4edad0b7c5f9f963bd63452f722f0d7f77a436c2d334b555b31722f9573ad \
-    --hash=sha256:fdc19623a1c7659918c3cee18ea8849fc4af9eaeb87247acf37e0393295d32b7 \
-    --hash=sha256:feefc0ab7606d1fe284d23bef09ea4829ce4fad679936959c29324310f23e081 \
-    --hash=sha256:ff19b7ecb931aef6c7c6168af5530c07e67915102b701d45ae80446f0695ba54
+sqlglotc==30.8.0 \
+    --hash=sha256:02ead13bbaf56a7eb0fdf1eb6ea23b1d70857901a60ea5118e09151ca4051712 \
+    --hash=sha256:172ea79fcdcf3795134dcdff03995681c60bdc0c0874d43dc06ab06fecc0ae25 \
+    --hash=sha256:1863950ef7f41467fe32f7cc55d10d4d747f2b532023c82ccbb44693e6911bc9 \
+    --hash=sha256:2dcdf0a8e9f07f9cd95eb0b6e653352f85862feee0fb6e7a48251e888ae42a5c \
+    --hash=sha256:3176d7a5dc4c97d462ef3a73eb32e513033cf61fc5a794d5e2a310621d078d9b \
+    --hash=sha256:4fad7bceb63f831ec0ec07b5199a7e3f7448323354b9dd7b6f262b501cd76185 \
+    --hash=sha256:62dfdd3ad97d80034ebf8d8117d15fff936aa9aa8394139f0f5f05aac25dc36b \
+    --hash=sha256:6576f7979a506ff5cab4af781c058c0a9caa654d2cd4a864c96c2d785f44711c \
+    --hash=sha256:7068fcfd64ebcedc10bd174b69e0d8d312a89a18772f6312e51a8d3bb1757f1d \
+    --hash=sha256:86c974ec80867180f5bb9a67b9d801095a59b3b046da6df5d989c1572629b2ec \
+    --hash=sha256:960ddda931beb89ae01f8d7c10fa72c486d4d04b077672f94978adb976adc60f \
+    --hash=sha256:9f2dc50e2ca234c40dce5d5a3dfb212c6ed73278043225ac1b0ab577a2db1815 \
+    --hash=sha256:ac64dd30ecc20421e0133883db4e10c3699354c592513aeb50b1ee243a8a5c60 \
+    --hash=sha256:b7dca8aedfdd8f50694e04ea55b040e2cb685dcaf600ca4ea5dd0a141a6a6835 \
+    --hash=sha256:be6257bdbdf2fd2a4daea46c0781542b69e94d968ba745374721dc96d0e55d02 \
+    --hash=sha256:c445f11b470475848b75a03bc3d8ef765cf86e098c4f5003701838da435d492a \
+    --hash=sha256:e6fa017c3fbcf28b1b259e254995949733bafa2d94f3c9398e4cc4230394f8e7 \
+    --hash=sha256:ed86cbfc5b2b292e0474ca9fcf71b82b39aef150d968d8ac97d35a8ab85c43cd \
+    --hash=sha256:f5f17e336a073d7087271468155cb401687e931b5b61d6438233278c2a636baf \
+    --hash=sha256:f640eb821b7bf82e21557f3683f4db89302a9bac4680e8ff53dd951ad7e995d8 \
+    --hash=sha256:f79acd23fcf6ef2e5ef42df26010f699134b3653ff40cb3e403fed083e3e38dc
     # via sqlglot
 sqlglotrs==0.13.0 \
     --hash=sha256:6b934a244b16f26fca50974328a2ebc7689583c59f06203cebb46e2e6e8d93a7 \
@@ -5623,20 +6176,25 @@ sqlparams==6.2.0 \
     --hash=sha256:3744a2ad16f71293db6505b21fd5229b4757489a9b09f3553656a1ae97ba7ca5 \
     --hash=sha256:63b32ed9051bdc52e7e8b38bc4f78aed51796cdd9135e730f4c6a7db1048dedf
     # via singlestoredb
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
+    --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
+    # via mlflow-skinny
+sse-starlette==3.4.4 \
+    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
     # via ipython
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==0.52.1 \
+    --hash=sha256:0029d43eb3d273bc4f83a08720b4912ea4b071087a3b48db01b7c839f7954d74 \
+    --hash=sha256:834edd1b0a23167694292e94f597773bc3f89f362be6effee198165a35d62933
     # via
     #   fastapi
     #   mcp
+    #   mlflow-skinny
     #   sse-starlette
 sympy==1.14.0 \
     --hash=sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517 \
@@ -5659,9 +6217,9 @@ terminado==0.18.1 \
     # via
     #   jupyter-server
     #   jupyter-server-terminals
-testcontainers==4.9.0 \
-    --hash=sha256:2cd6af070109ff68c1ab5389dc89c86c2dc3ab30a21ca734b2cb8f0f80ad479e \
-    --hash=sha256:c6fee929990972c40bf6b91b7072c94064ff3649b405a14fde0274c8b2479d32
+testcontainers==4.15.0rc2 \
+    --hash=sha256:4764016e73da0fa960eb8360687d22710cd68bcc01a4d03189fbe1da896a805d \
+    --hash=sha256:e55b9045842c5bdfdd295e0d0b09aeafb3c1fb9d6f30bd8e718df8fd48dcdc41
     # via feast (pyproject.toml)
 threadpoolctl==3.6.0 \
     --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
@@ -5734,13 +6292,13 @@ thriftpy2==0.6.0 \
     --hash=sha256:f6b86112cca7bd04151ce248d781763ea5f74cc18d148476c6d16cee32db81ac \
     --hash=sha256:f837ab85ae93b118766b8b28a1cec47a1daddee303e1f986a595c56379062a5c
     # via happybase
-tifffile==2026.3.3 \
-    --hash=sha256:d9a1266bed6f2ee1dd0abde2018a38b4f8b2935cb843df381d70ac4eac5458b7 \
-    --hash=sha256:e8be15c94273113d31ecb7aa3a39822189dd11c4967e3cc88c178f1ad2fd1170
+tifffile==2026.5.15 \
+    --hash=sha256:6715515a53cabc0cefc5c9f13a0ae2c250e63e2ca784ce02d0b6c333810c2a17 \
+    --hash=sha256:ee4f3e07ee0d8ff4745a8c735ac2b72caa3173c7d6059b00fdc3ff492a0b635b
     # via scikit-image
-timm==1.0.26 \
-    --hash=sha256:985c330de5ccc3a2aa0224eb7272e6a336084702390bb7e3801f3c91603d3683 \
-    --hash=sha256:f66f082f2f381cf68431c22714c8b70f723837fa2a185b155961eab90f2d5b10
+timm==1.0.27 \
+    --hash=sha256:315dfe63186ca9fb7ff941268941231fd5be259f2b4bb4afa28560ae1015cb9a \
+    --hash=sha256:5ff07c9ddf53cbada88eab1c93ff175c64cab683b5a2fddf863bcee985926f89
     # via feast (pyproject.toml)
 tinycss2==1.4.0 \
     --hash=sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7 \
@@ -5825,9 +6383,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -5837,35 +6395,35 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-torch==2.11.0 \
-    --hash=sha256:01018087326984a33b64e04c8cb5c2795f9120e0d775ada1f6638840227b04d7 \
-    --hash=sha256:0f68f4ac6d95d12e896c3b7a912b5871619542ec54d3649cf48cc1edd4dd2756 \
-    --hash=sha256:1b32ceda909818a03b112006709b02be1877240c31750a8d9c6b7bf5f2d8a6e5 \
-    --hash=sha256:1e6debd97ccd3205bbb37eb806a9d8219e1139d15419982c09e23ef7d4369d18 \
-    --hash=sha256:2658f34ce7e2dabf4ec73b45e2ca68aedad7a5be87ea756ad656eaf32bf1e1ea \
-    --hash=sha256:2b4e811728bd0cc58fb2b0948fe939a1ee2bf1422f6025be2fca4c7bd9d79718 \
-    --hash=sha256:2bb3cc54bd0dea126b0060bb1ec9de0f9c7f7342d93d436646516b0330cd5be7 \
-    --hash=sha256:2c0d7fcfbc0c4e8bb5ebc3907cbc0c6a0da1b8f82b1fc6e14e914fa0b9baf74e \
-    --hash=sha256:4b5866312ee6e52ea625cd211dcb97d6a2cdc1131a5f15cc0d87eec948f6dd34 \
-    --hash=sha256:4cf8687f4aec3900f748d553483ef40e0ac38411c3c48d0a86a438f6d7a99b18 \
-    --hash=sha256:4dc8b3809469b6c30b411bb8c4cad3828efd26236153d9beb6a3ec500f211a60 \
-    --hash=sha256:4dda3b3f52d121063a731ddb835f010dc137b920d7fec2778e52f60d8e4bf0cd \
-    --hash=sha256:563ed3d25542d7e7bbc5b235ccfacfeb97fb470c7fee257eae599adb8005c8a2 \
-    --hash=sha256:63a68fa59de8f87acc7e85a5478bb2dddbb3392b7593ec3e78827c793c4b73fd \
-    --hash=sha256:73e24aaf8f36ab90d95cd1761208b2eb70841c2a9ca1a3f9061b39fc5331b708 \
-    --hash=sha256:7aa2f9bbc6d4595ba72138026b2074be1233186150e9292865e04b7a63b8c67a \
-    --hash=sha256:7b6a60d48062809f58595509c524b88e6ddec3ebe25833d6462eeab81e5f2ce4 \
-    --hash=sha256:8245477871c3700d4370352ffec94b103cfcb737229445cf9946cddb7b2ca7cd \
-    --hash=sha256:8b394322f49af4362d4f80e424bcaca7efcd049619af03a4cf4501520bdf0fb4 \
-    --hash=sha256:98bb213c3084cfe176302949bdc360074b18a9da7ab59ef2edc9d9f742504778 \
-    --hash=sha256:a97b94bbf62992949b4730c6cd2cc9aee7b335921ee8dc207d930f2ed09ae2db \
-    --hash=sha256:ab9a8482f475f9ba20e12db84b0e55e2f58784bdca43a854a6ccd3fd4b9f75e6 \
-    --hash=sha256:b2a43985ff5ef6ddd923bbcf99943e5f58059805787c5c9a2622bf05ca2965b0 \
-    --hash=sha256:b3c712ae6fb8e7a949051a953fc412fe0a6940337336c3b6f905e905dac5157f \
-    --hash=sha256:cc89b9b173d9adfab59fd227f0ab5e5516d9a52b658ae41d64e59d2e55a418db \
-    --hash=sha256:d91aac77f24082809d2c5a93f52a5f085032740a1ebc9252a7b052ef5a4fddc6 \
-    --hash=sha256:f99924682ef0aa6a4ab3b1b76f40dc6e273fca09f367d15a524266db100a723f \
-    --hash=sha256:fbf39280699d1b869f55eac536deceaa1b60bd6788ba74f399cc67e60a5fab10
+torch==2.12.0 \
+    --hash=sha256:10802fd383bbfed646212e765a72c37d2185205d4f26eb197a254e8ac7ddcb25 \
+    --hash=sha256:10ee1448a9f304d3b987eb4656f664ba6e4d7b410ca7a5a7c642199777a2cf88 \
+    --hash=sha256:1834bd984f8a2f4f16bdfbeecca9146184b220aa46276bf5756735b5dae12812 \
+    --hash=sha256:2140e373e9a51a3e22ef62e8d14366d0b470d18f0adf19fdc757368077133a34 \
+    --hash=sha256:3fee918902090ade827643e758e98363278815de583c75d111fdd665ebffde9f \
+    --hash=sha256:415c1b8d0412f67551c8e89a2daca0fb3e56694af0281ba155eaa9da481f58b4 \
+    --hash=sha256:4b4f64c2c2b11f7510d93dd6412b87025ff6eddd6bb61c3b5a3d892ea20c4756 \
+    --hash=sha256:5d6b560dfa7d56291c07d615c3bb73e8d9943d9b6d87f76cd0d9d570c4797fa6 \
+    --hash=sha256:5f96b63f8287f66a005dd1b5a6abba2920f11156c5e5c4d815f3e2050fd1aa16 \
+    --hash=sha256:6a7512adfdd7f6732e40de1c620831e3c75b39b98cef60b11d0c5f0a76473ec5 \
+    --hash=sha256:864392c73b7654f4d2b3ae712f607937d0dbb1101c4555fbb41848106b297f39 \
+    --hash=sha256:891c769072637c74e9a5a77a3bc782894696d8ffec83b938df8536dee7f0ba78 \
+    --hash=sha256:8b958caff4a14d3a3b0b2dfc6a378f64dda9728a9dad28c08a0db9ce4dafb549 \
+    --hash=sha256:8fbef9f108a863e7722a73740998967e3b074742a834fc5be3a535a2befa7057 \
+    --hash=sha256:90dd587a5f61bfe1307148b581e2084fc5bc4a06e2b90a20e9a36b81087ff16b \
+    --hash=sha256:a43ac605a5e13116c72b64c359644cce0229f213dde48d2ae0ae5eb5becf7feb \
+    --hash=sha256:a6a2eebb237d3b1d9ad3b378e86d9b9e0782afdea8b1e0eba6a13646b9b49c07 \
+    --hash=sha256:af68dbf403439cae9ceaeaaf92f8352b460787dcd27b92aa05c40dd4a19c0f1e \
+    --hash=sha256:b41339df93d491435e790ff8bcbae1c0ce777175889bfd1281d119862793e6a2 \
+    --hash=sha256:b4556715c8572758625d62b6e0ae3b1f76c440221913a6fb5e100f321fb4fb02 \
+    --hash=sha256:c12592630aef72feaf18bd3f197ef587bbfa21131b31c38b23ab2e55fce92e36 \
+    --hash=sha256:c66696857e987efb8bc1777a37357ec4f60ab5e8af6250b83d6034437fa2d8f3 \
+    --hash=sha256:cf9839790285dd472e7a16aafcb4a4e6bf58ec1b494045044b0eefb0eb4bd1f2 \
+    --hash=sha256:d47e7dee68ac4cd7a068b26bcd6b989935427709fae1c8f7bd0019978f829e15 \
+    --hash=sha256:d4d029801cb7b6df858804a2a21b00cc2aa0bf0ee5d2ab18d343c9e9e5681f35 \
+    --hash=sha256:dd37188ea325042cb1f6cafa56822b11ada2520c04791a52629b0af25bdfbfd9 \
+    --hash=sha256:e2ad3eb85d39c3cab62dfa93ed5a73516e6a53c6713cb97d004004fe089f0f1f \
+    --hash=sha256:f7dfae4a519197dfa050e98d8e36378a0fb5899625a875c2b54445005a2e404e
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -5875,35 +6433,35 @@ torch==2.11.0 \
     #   sentence-transformers
     #   timm
     #   torchvision
-torchvision==0.26.0 \
-    --hash=sha256:0f3e572efe62ad645017ea847e0b5e4f2f638d4e39f05bc011d1eb9ac68d4806 \
-    --hash=sha256:114bec0c0e98aa4ba446f63e2fe7a2cbca37b39ac933987ee4804f65de121800 \
-    --hash=sha256:1c55dc8affbcc0eb2060fbabbe996ae9e5839b24bb6419777f17848945a411b1 \
-    --hash=sha256:2adfbe438473236191ff077a4a9a0c767436879c89628aa97137e959b0c11a94 \
-    --hash=sha256:358fc4726d0c08615b6d83b3149854f11efb2a564ed1acb6fce882e151412d23 \
-    --hash=sha256:3daf9cc149cf3cdcbd4df9c59dae69ffca86c6823250442c3bbfd63fc2e26c61 \
-    --hash=sha256:406557718e62fdf10f5706e88d8a5ec000f872da913bf629aab9297622585547 \
-    --hash=sha256:4280c35ec8cba1fcc8294fb87e136924708726864c379e4c54494797d86bc474 \
-    --hash=sha256:55bd6ad4ae77be01ba67a410b05b51f53b0d0ee45f146eb6a0dfb9007e70ab3c \
-    --hash=sha256:5d63dd43162691258b1b3529b9041bac7d54caa37eae0925f997108268cbf7c4 \
-    --hash=sha256:7058c5878262937e876f20c25867b33724586aa4499e2853b2d52b99a5e51953 \
-    --hash=sha256:7993c01648e7c61d191b018e84d38fe0825c8fcb2720cd0f37caf7ba14404aa1 \
-    --hash=sha256:8008474855623c6ba52876589dc52df0aa66e518c25eca841445348e5f79844c \
-    --hash=sha256:82c3965eca27e86a316e31e4c3e5a16d353e0bcbe0ef8efa2e66502c54493c4b \
-    --hash=sha256:9a904f2131cbfadab4df828088a9f66291ad33f49ff853872aed1f86848ef776 \
-    --hash=sha256:a06d4772a8e13e772906ed736cc53ec6639e5e60554f8e5fa6ca165aabebc464 \
-    --hash=sha256:a39c7a26538c41fda453f9a9692b5ff9b35a5437db1d94f3027f6f509c160eac \
-    --hash=sha256:b6f9ad1ecc0eab52647298b379ee9426845f8903703e6127973f8f3d049a798b \
-    --hash=sha256:b7d3e295624a28b3b1769228ce1345d94cf4d390dd31136766f76f2d20f718da \
-    --hash=sha256:b7e6213620bbf97742e5f79832f9e9d769e6cf0f744c5b53dad80b76db633691 \
-    --hash=sha256:c409e1c3fdebec7a3834465086dbda8bf7680eff79abf7fd2f10c6b59520a7a4 \
-    --hash=sha256:d61a5abb6b42a0c0c311996c2ac4b83a94418a97182c83b055a2a4ae985e05aa \
-    --hash=sha256:de6424b12887ad884f39a0ee446994ae3cd3b6a00a9cafe1bead85a031132af0 \
-    --hash=sha256:e9d0e022c19a78552fb055d0414d47fecb4a649309b9968573daea160ba6869c \
-    --hash=sha256:eb61804eb9dbe88c5a2a6c4da8dec1d80d2d0a6f18c999c524e32266cb1ebcd3 \
-    --hash=sha256:ebc043cc5a4f0bf22e7680806dbba37ffb19e70f6953bbb44ed1a90aeb5c9bea \
-    --hash=sha256:f13f12b3791a266de2d599cb8162925261622a037d87fc03132848343cf68f75 \
-    --hash=sha256:fd10b5f994c210f4f6d6761cf686f82d748554adf486cb0979770c3252868c8f
+torchvision==0.27.0 \
+    --hash=sha256:0822b58d2c5d325cd0c7152b744acbd15f898c07572e2cfb70b075a865a4f6f9 \
+    --hash=sha256:1a6dd742a150645126df9e0b2e449874c1d635897c773b322c2e067e98382dfe \
+    --hash=sha256:1c01f0d1091ae22b9dfc082b0a0fe5faaf053686a29b4fb082ba7691375c73cf \
+    --hash=sha256:1c2db4bde82bc48ebff73436a6adf34d4f809448268a70d9a1285f5c8f92313d \
+    --hash=sha256:2664d06acd64d328aa7689b0d0c81ee31e240e9977d8768816b4be7c66c03211 \
+    --hash=sha256:2c037709072ca9b19750c0cbe9e8bb6f91c9a1be1befa26df33e281deccbd8c7 \
+    --hash=sha256:2c4099a15150143b9b034730b404a56d572efe0b79489b4c765d929cb4eac7f3 \
+    --hash=sha256:419c98a9275b27660cdce6d09080fd5974d1ec1d4a225f71439ebacb3b0c4e64 \
+    --hash=sha256:41d6dae73e1af09fa82ded597ae57f2a2314285acde54b25890a8f8e51b999d7 \
+    --hash=sha256:5bb82fc3c55daf1788621e504310b0a286f1069627a8742f692aebb075ef25a7 \
+    --hash=sha256:65772ff3ec4f4f5d680e30019835555dd239e7fefee4b0a846375fe1cb1592ef \
+    --hash=sha256:70f071c6f74b60d5fe8851636d8d4cd5f4fa29d57fd9348a87a6f17b990b95ba \
+    --hash=sha256:72bf547e58ddb948689734eed6f4b6a2031f979dba4fb08e3690688b392e929f \
+    --hash=sha256:7a9966a088d06b4cf6c610e03be62de469efa6f2cd2e7c7eed8e925ed6af59ac \
+    --hash=sha256:91f61b9865423037c327eb56afa207cc72de874e458c361840db9dcf5ce0c0eb \
+    --hash=sha256:9bb9251f64b854124efed95d02953a89f7e2726c3ca662d7ea0151129157297f \
+    --hash=sha256:a49e55055a39a8506fe7e59850522cab004efb2c3839f6057658889c1d69c815 \
+    --hash=sha256:aaafa6962c9d91f42503de1957d6fa349907d028c06f335bd95da7a5bc57147d \
+    --hash=sha256:aee384a2782c89517c4ab9061d2720ba59fd2ffe5ef89d0a149cc2d43abdf521 \
+    --hash=sha256:b4aacff70ea4b7377f996f9048989c850d221fef33658ddbcae42aa5bd4ca11a \
+    --hash=sha256:b4c6bb0a670dcba017b3643e21902c9b8a1cc1c127d602f1488fa29ec3c6e865 \
+    --hash=sha256:c1fac0fc2a7adf29481fc1938a0e7845c57ba1147a986784109c4d98f434ea8c \
+    --hash=sha256:c5121f1b9ab09a7f73e837871deb8321551f7eaeb19d87aa00de9191968eae44 \
+    --hash=sha256:c9f44e35e6ec01caedacce9e941a5bf21fe424403321efac2507a201273653c5 \
+    --hash=sha256:cbf89764fc76f3f17fbf80c12d5a89c691e91cb9d82c38412aaf0568655ffb19 \
+    --hash=sha256:dadea3c5ecfd05bbb2a3312ab0374f213c58bf6459cb059122e2f4dfe13d10ed \
+    --hash=sha256:df0c166b6bdf7c47f88e81e8b43bc085451d5c50d0c5d1691bc474c1227d6fed \
+    --hash=sha256:f44453f107c296d5446a79f7ac59733ad8bf5ddfa04c53805dfbae298a42a798
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
@@ -5942,9 +6500,9 @@ tqdm==4.67.3 \
     #   semchunk
     #   sentence-transformers
     #   transformers
-traitlets==5.14.3 \
-    --hash=sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7 \
-    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traitlets==5.15.0 \
+    --hash=sha256:4fead733f81cf1c4c938e06f8ca4633896833c9d89eff878159457f4d4392971 \
+    --hash=sha256:fb36a18867a6803deab09f3c5e0fa81bb7b26a5c9e82501c9933f759166eff40
     # via
     #   ipykernel
     #   ipython
@@ -6004,15 +6562,16 @@ tree-sitter==0.25.2 \
     --hash=sha256:fbb1706407c0e451c4f8cc016fec27d72d4b211fdd3173320b1ada7a6c74c3ac \
     --hash=sha256:fe43c158555da46723b28b52e058ad444195afd1db3ca7720c59a254544e9c20
     # via docling-core
-tree-sitter-c==0.24.1 \
-    --hash=sha256:290bff0f9c79c966496ebae45042f77543e6e4aea725f40587a8611d566231a8 \
-    --hash=sha256:789781afcb710df34144f7e2a20cd80e325114b9119e3956c6bd1dd2d365df98 \
-    --hash=sha256:7d2d0cda0b8dda428c81440c1e94367f9f13548eedca3f49768bde66b1422ad6 \
-    --hash=sha256:942bcd7cbecd810dcf7ca6f8f834391ebf0771a89479646d891ba4ca2fdfdc88 \
-    --hash=sha256:9a74cfd7a11ca5a961fafd4d751892ee65acae667d2818968a6f079397d8d28c \
-    --hash=sha256:9c06ac26a1efdcc8b26a8a6970fbc6997c4071857359e5837d4c42892d45fe1e \
-    --hash=sha256:a6a807705a3978911dc7ee26a7ad36dcfacb6adfc13c190d496660ec9bd66707 \
-    --hash=sha256:d46bbda06f838c2dcb91daf767813671fd366b49ad84ff37db702129267b46e1
+tree-sitter-c==0.24.2 \
+    --hash=sha256:1628584df0299b5a340aa63f8e67b6c97c91517f52fa7e7a4c557e40adb330a9 \
+    --hash=sha256:4a2f4371cd816cc3153458f69062135ebb2ea5f275ddd90494e5c823d778204a \
+    --hash=sha256:4d4579a8b54f0a442f903d88d3304cab77cd5c2031d4015baa4f2f8e15d6dcb7 \
+    --hash=sha256:5041ef67eb68ce6bc8bb0b1f8ef3a5585ce523dae0c7eec109ab0627dd75aede \
+    --hash=sha256:82842c5a5f2acd93f4de10038c33ac179c8979defc39376f990348d6289e933b \
+    --hash=sha256:97bc80a224d48215d4e6e6376bf30d114f4c317b8145ff1b02afe785d4ba7bdd \
+    --hash=sha256:abb549225091f7b25df2dd3a0143ece6e208f7055d8bcb4700b41ee79b9ef1e1 \
+    --hash=sha256:c098bedcd5ac86ff93fa734d51d1dd86aed40fd5ed7d634c7af11380a0469969 \
+    --hash=sha256:e2b42e8e22202c251f8629306f9321233542e07a6e01611b5fe83489272143eb
     # via docling-core
 tree-sitter-javascript==0.25.0 \
     --hash=sha256:199d09985190852e0912da2b8d26c932159be314bc04952cf917ed0e4c633e6b \
@@ -6050,9 +6609,9 @@ trino==0.337.0 \
     --hash=sha256:3a0bd03a09b7ea5dccd41ca6e58abfb127c6303f3a48a258ff794d411dd83a3c \
     --hash=sha256:868f2b8137d4d1baa84c9bc341f2cdf29039462aa69d7c089a0b821b5a91f29c
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
 typer==0.12.5 \
     --hash=sha256:62fe4e471711b147e3365034133904df3e235698399bc4de2b36c8579298d52b \
@@ -6061,9 +6620,9 @@ typer==0.12.5 \
     #   docling
     #   docling-core
     #   fastapi-mcp
-types-cffi==2.0.0.20260402 \
-    --hash=sha256:47e1320c009f630c59c55c8e3d2b8c501e280babf52e92f6109cbfb0864ba367 \
-    --hash=sha256:f647a400fba0a31d603479169d82ee5359db79bd1136e41dc7e6489296e3a2b2
+types-cffi==2.0.0.20260518 \
+    --hash=sha256:5b68a215a95d0eac4203b58e766ff7fe40c2e091b1fa1a9e54111f04cc560084 \
+    --hash=sha256:f9707e66c13454789a58f8843d1ded4a66f1e9c8b10bd24d5eb5e0f25c0c5472
     # via types-pyopenssl
 types-protobuf==3.19.22 \
     --hash=sha256:d291388678af91bb045fafa864f142dc4ac22f5d4cdca097c7d8d8a32fa9b3ab \
@@ -6071,25 +6630,25 @@ types-protobuf==3.19.22 \
     # via
     #   feast (pyproject.toml)
     #   mypy-protobuf
-types-pymysql==1.1.0.20251220 \
-    --hash=sha256:ae1c3df32a777489431e2e9963880a0df48f6591e0aa2fd3a6fabd9dee6eca54 \
-    --hash=sha256:fa1082af7dea6c53b6caa5784241924b1296ea3a8d3bd060417352c5e10c0618
+types-pymysql==1.1.0.20260518 \
+    --hash=sha256:39a2448c4267dc4551e0824d2bfaecf7dfd171e89e6dbba90f4d4d45d55e4342 \
+    --hash=sha256:cf697ce4e44124fc859e8e8a7f047c1dc864745c3c628b85a51b3ee01502ef98
     # via feast (pyproject.toml)
 types-pyopenssl==24.1.0.20240722 \
     --hash=sha256:47913b4678a01d879f503a12044468221ed8576263c1540dcb0484ca21b08c39 \
     --hash=sha256:6a7a5d2ec042537934cfb4c9d4deb0e16c4c6250b09358df1f083682fe6fda54
     # via types-redis
-types-python-dateutil==2.9.0.20260402 \
-    --hash=sha256:7827e6a9c93587cc18e766944254d1351a2396262e4abe1510cbbd7601c5e01f \
-    --hash=sha256:a980142b9966713acb382c467e35c5cc4208a2f91b10b8d785a0ae6765df6c0b
+types-python-dateutil==2.9.0.20260518 \
+    --hash=sha256:51f02dc03b61c7f6a07df45797d4dfe8a1aa47f0b7db9ad89f6fd3a1a70e1b51 \
+    --hash=sha256:d6a9c5bd0de61460c8fdef8ab2b400f956a1a1075cce08d4e2b4434e478c50b8
     # via feast (pyproject.toml)
-types-pytz==2026.1.1.20260402 \
-    --hash=sha256:0d9a60ed1c6ad4fce7c6395b5bd2d9827db41d4b83de7c0322cf85869c2bfda3 \
-    --hash=sha256:79209aa51dc003a4a6a764234d92b14e5c09a1b7f24e0f00c493929fd33618e8
+types-pytz==2026.2.0.20260518 \
+    --hash=sha256:3a12eaa38f476bd650902a9c9bb442f03f3c7dee2be5c5848bce61bd708d205a \
+    --hash=sha256:e5d254329e9c4e91f0781b22c43a4bb2d10bb044d97b24c4b05d45567b0eae16
     # via feast (pyproject.toml)
-types-pyyaml==6.0.12.20250915 \
-    --hash=sha256:0f8b54a528c303f0e6f7165687dd33fafa81c807fcac23f632b63aa624ced1d3 \
-    --hash=sha256:e7d4d9e064e89a3b3cae120b4990cd370874d2bf12fa5f46c97018dd5d3c9ab6
+types-pyyaml==6.0.12.20260518 \
+    --hash=sha256:d2150f75a231c9fe9c7463bd29487d93e60bac90400287351384bc2284eba7cd \
+    --hash=sha256:d917f83fb38462550338c1297faedd860b3ec83912b96b1e3d73255f7473e466
     # via feast (pyproject.toml)
 types-redis==4.6.0.20241004 \
     --hash=sha256:5f17d2b3f9091ab75384153bfa276619ffa1cf6a38da60e10d5e6749cc5b902e \
@@ -6099,15 +6658,15 @@ types-requests==2.30.0.0 \
     --hash=sha256:c6cf08e120ca9f0dc4fa4e32c3f953c3fba222bcc1db6b97695bce8da1ba9864 \
     --hash=sha256:dec781054324a70ba64430ae9e62e7e9c8e4618c185a5cb3f87a6738251b5a31
     # via feast (pyproject.toml)
-types-setuptools==82.0.0.20260402 \
-    --hash=sha256:4b9a9f6c3c4c65107a3956ad6a6acbccec38e398ff6d5f78d5df7f103dadb8d6 \
-    --hash=sha256:63d2b10ba7958396ad79bbc24d2f6311484e452daad4637ffd40407983a27069
+types-setuptools==82.0.0.20260518 \
+    --hash=sha256:31c04a62b57a653a5021caf191be0f10f70df890f813b51f02bab3969d300f20 \
+    --hash=sha256:3b743cfe63d0981ea4c15b90710fc1ed41e3464a537d51e705be514e891c1d07
     # via
     #   feast (pyproject.toml)
     #   types-cffi
-types-tabulate==0.10.0.20260308 \
-    --hash=sha256:724dcb1330ffba5f46d3cf6e29f45089fccb8e85801e6e7ac9efb1195bf7bea1 \
-    --hash=sha256:94a9795965bc6290f844d61e8680a1270040664b88fd12014624090fd847e13c
+types-tabulate==0.10.0.20260508 \
+    --hash=sha256:8e51f159e8b24976849706ae2ed1dc9adba8ebbd080b17e494ebb66a8cc92c74 \
+    --hash=sha256:b1e1a2d0456fbd655a71690b09a7aaeffdf2978d32049184ea436492aa51d20a
     # via feast (pyproject.toml)
 types-urllib3==1.26.25.14 \
     --hash=sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f \
@@ -6118,6 +6677,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
     #   aiosignal
+    #   alembic
     #   anyio
     #   azure-core
     #   azure-identity
@@ -6126,12 +6686,14 @@ typing-extensions==4.15.0 \
     #   docling-core
     #   elasticsearch
     #   fastapi
+    #   graphene
     #   great-expectations
     #   huggingface-hub
     #   ibis-framework
     #   jwcrypto
     #   mcp
     #   minio
+    #   mlflow-skinny
     #   mypy
     #   opentelemetry-api
     #   opentelemetry-sdk
@@ -6162,9 +6724,9 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via
     #   arrow
     #   ibis-framework
@@ -6175,93 +6737,91 @@ tzlocal==5.3.1 \
     # via
     #   great-expectations
     #   trino
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
+ujson==5.12.1 \
+    --hash=sha256:07f307780f85b49cba93f291718421b6f5f3b627a323b431fad937a18f6587cb \
+    --hash=sha256:080bc65ac7c0a6314d45d55b6171d3a48b1aeaf89895654d625b291cfe46309f \
+    --hash=sha256:0be2b4f2f547b9f0f3d902640e410e5a2fc851576cbe033c88445a23e3e7aef1 \
+    --hash=sha256:10f44bd08ae52ee23ca6e8b472692e5da1768af2d53ff1bad6f40b532e0bc7ee \
+    --hash=sha256:12e99e49c62322ed0394c914aff15403ba7ede0b74f05a0faa4ec12c7d17a139 \
+    --hash=sha256:191d2077fd53441599a2efd3dcc205b9cc5f3a4d685a76e9f73f4b6c19aee0c9 \
+    --hash=sha256:19ea07e29a45d199f926aadf93a9974128438c01b83141fba32477c0ee604b33 \
+    --hash=sha256:1a09636220f26c66f80c6c6283023cb53120e843825f890be92696cd1aa43f39 \
+    --hash=sha256:1c335caea51c31494e514b82d50763b9792d3960d2c7d9fdb6b6fb8ed50ebdd0 \
+    --hash=sha256:251ba8229e19b4b0b3efb5e7e3ddfa67c5c466aa492707bc3f6568bf714604dc \
+    --hash=sha256:26dcb43869057373048cbd2678293c5b0f962d5774cc76fc9488564a209bcbf2 \
+    --hash=sha256:289f13095764d03734adfa10107da9b530ceb64dc1b02a5f507588d978d5b7df \
+    --hash=sha256:29d1d64ed2c3c17666f4f0e15462800f3477255dc53667ad5d099277866c5666 \
+    --hash=sha256:2cfbd6b0c677d5d053964b8f98d8bb1af10c591c8c24454bcd40006ac8ba18db \
+    --hash=sha256:3a6efff7dc6515416366819de4a1bc449b77107c5b48508b101fd40f7f8bec08 \
+    --hash=sha256:3e30fa6bc7156ed709e13f8b52e917db08fbfd611ba61346b62630974ec0ba8e \
+    --hash=sha256:427893168d074e59214b0ee058337c57f5bb80175cdd5b4799a9c931aae22022 \
+    --hash=sha256:45022aae09ac3d45bda6fbfc631088d1aff9a0465542d40bd6d295ced378c430 \
+    --hash=sha256:46315b82505c99101dcab3bd979f15fecfde85c02df7efbb4e428fa357665290 \
+    --hash=sha256:485f0182a0c0b54c304061cdc826d8343ce595c4055f7a24e72772a8520e5f7b \
+    --hash=sha256:49dd9c378e1c8e676785ff2b62cb490074229f15ab54abf45b623713cb2c36b5 \
+    --hash=sha256:4e12ca368b397aed7fa1eec534ea1ba8d94977b376f9df3e93ae1acfd004ec40 \
+    --hash=sha256:4ea0c490c702c20495e97345acfcf0c2f3153e658ef537ff111929c48b89e10a \
+    --hash=sha256:4f39ba3b65cc637b59731532f7e7c807786bff1d0332ab2d5b96a04d2584d78f \
+    --hash=sha256:50d07e79ec70d32b4fbe18ab706ed0b172be08710d5901b9d067d7951bfaa164 \
+    --hash=sha256:558673c6c3a2309775683ca96d5f1e4cd99889f71b1ba5cb6be8aa37ae67f9e0 \
+    --hash=sha256:5b7e96406c301a1366534479a7352ec40ec68bb327c0c119091635acd5925e35 \
+    --hash=sha256:5dc91fa06ea35920b704fd9d70871897680145998071cfbf5ee3e19f2c9fc242 \
+    --hash=sha256:66005b49c753a1b9f2f8853919dc58e1e6bd66846ea341a33afa76c6d7602485 \
+    --hash=sha256:696224d4cfb8883fa5c0285dff31e5ce924704dd9ccd38e9ea8b5bf4a42b12fc \
+    --hash=sha256:6cc6ea753b7303fa5629fa9ac9257ea4b001c4d72583b2bb36ff1855a07db49f \
+    --hash=sha256:6d8827904358d7da59ccf2e1fd8de59e78248036d17fecc0462e62c6721f1102 \
+    --hash=sha256:6f19e9a407a24230df0cc1ec1c0f5999872ba526b14a780f80ad6479f5eed9bc \
+    --hash=sha256:71bdb5d10c6d7e710cfa78e743d9fb79a37c7c66fa916cd287bffbaa520f5abe \
+    --hash=sha256:727e983ef27892d86ee2d28fd517eeb02b2c1165aafcbe929dce988aeee81bfe \
+    --hash=sha256:757f2026bef09d231d63a2250a2c7ad21ea1c9cb1ded6480659d202c4e2ef09e \
+    --hash=sha256:758e5c8fbe4e6d483041e03b307b01fb5d2f2dd4452d4d4b927ab902e188939e \
+    --hash=sha256:7642a41520ac1b2bc25ea282b66b8da522cc43424442e6fb5e039be4d4f96530 \
+    --hash=sha256:77a71fe53427a0cf49d56eafd801d9f7e203b784b7f99cc717783fd6f6f7b732 \
+    --hash=sha256:7957b64583793042521f7f7c71c01626b3d32a17528eaab980eb8cdc3d4eec68 \
+    --hash=sha256:7bba5ab7965619db7d6f5503133b8e2d8bfce9bb6754224ca64d19261cc52f7c \
+    --hash=sha256:7dc5cf44ea42365cd1b66e6ed3fc6ca040c86587b024a6659b98e99d31cff2cd \
+    --hash=sha256:7e31afad20cd6837a5ac6965d95b44b0ff06e42a82b01a8d3dc606a07f0b7a2a \
+    --hash=sha256:80f58ae2be100da0f525330ee274accd8892d1c125fea75076f60539d9a5f9cd \
+    --hash=sha256:8416bb724db9accfa97bdb77245952494b1800c23e42defd46afb5c661c9af19 \
+    --hash=sha256:8aa731138d6dfca4ab84501b72384e6c544bfb48cb87a0dd4d304df3246cac25 \
+    --hash=sha256:8b657e870c77aaacdeea86cfad3e6d2ef9b52517e45988c9c367f7ee764fe4dd \
+    --hash=sha256:8df5d984ff4ac1ef292d70f30da03417038a7e1e0bc272d28ca9d34f02f41682 \
+    --hash=sha256:949cb4863a5d4847edeb47c5364b334e8cadf23a7cbdaa547d86098a4b093106 \
+    --hash=sha256:9523d67d45334f9a1d62e423bd72be62b58d2289a50420ffffa9363763eab73f \
+    --hash=sha256:963287e4b1bc463735c4056968a2dfa59bb831b6daba68bddd14f451191fe9e5 \
+    --hash=sha256:984b5a99d1e0a037c2046c3c4b34cec832565d62d5017be0a035bf3cbfab72dc \
+    --hash=sha256:a7a81724d5d90a2da7155d15d8b156ce57eaed7cdd622df813f36a8e612fd4c8 \
+    --hash=sha256:b21b4c680594c8686bcd4cdda0fd3ea2567b9d42bcf1d1e3d92d39bcdb02e8f1 \
+    --hash=sha256:b22aa0f644516d3d5b29464949e4b23fe784f84b4a1030ab9ac3cb42aaedabb1 \
+    --hash=sha256:b2c419bf42ae40963fc27f70c59e24e9a97f5cf168dbce2c572f3c0ce3595912 \
+    --hash=sha256:b5db0849c0e3da54822a5834f2dc51d7c51072d7f7d665014ee34600dc10889b \
+    --hash=sha256:b6afa86c117b66034004ee83c5149c6dccf7cb88941f9d3a1640c7076577f2d4 \
+    --hash=sha256:bca3f04b2f590a8211acdc3ca06649b65a7ed1e999437dccf095310be9d3ba4e \
+    --hash=sha256:bdc6b277dcd27663f7fb76b6a5088424c66e0407c23e9884f80cd733f7d71b19 \
+    --hash=sha256:c4bdc052a5d097f0a2e56d93aed97355f9f7a62ef9baa4f8517e43245434af9c \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba \
+    --hash=sha256:c8e626b6bc9bdd2e8f7393b7d99f3daa2ca4022e6203662e70de7bb3604b21b9 \
+    --hash=sha256:cec6b9b539539affc1f01a795c99574592a635ce22331b64f2b42e0af570659e \
+    --hash=sha256:d57d731ecf492d3d011e65369f8330654f0875b19f646be5270d478e843d3b81 \
+    --hash=sha256:d90d27953716ef206c42f166932b3dbb264dc638bbf32acae81b216ae35f566d \
+    --hash=sha256:dc26caebea90425662ef0b979f945f6ac832651881107d6ec9a3c4d4a4ba929c \
+    --hash=sha256:e08d9e096c416ddc34519241f97c201258b42639f2012d9547d8ae32921800dd \
+    --hash=sha256:e3c9c894971f4ada3ded16a804ed4640e1f2b3e5239beaeec7c48296f39f4232 \
+    --hash=sha256:e4b0c9f6a56aa94bb98b403e1f57a866f0b43abaa89757b24d4a4b3cd8643ced \
+    --hash=sha256:ea3bed53d2ea8e5642e814a9e41f3e29420a8067874ba03ace8c0462e160490c \
+    --hash=sha256:ee83fbac03a0896faf190177c938f94eb610b798d495a19d50997242c4eca685 \
+    --hash=sha256:f48ef8a16f1d85bd7982beac7adfd3fb704058631db84c1c61c8a1b7072b1508 \
+    --hash=sha256:f6074d3d3267ba1914c624b6e1fa3d8152648ff36b0ab77ddf83b92db488c30d \
+    --hash=sha256:f67c5f0d64eba0fbbd6d2d6a79b0c43c5bc06f27564378fd5d716e0d40360068 \
+    --hash=sha256:f75caed5b6d1fc271bb720a780c4199914267f7b865f9bf17826c4feccea582c
     # via pymilvus
 uri-template==1.3.0 \
     --hash=sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7 \
     --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
     # via jsonschema
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   feast (pyproject.toml)
     #   botocore
@@ -6283,6 +6843,7 @@ uvicorn[standard]==0.34.0 \
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
+    #   mlflow-skinny
     #   uvicorn-worker
 uvicorn-worker==0.3.0 \
     --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
@@ -6346,121 +6907,121 @@ virtualenv==20.23.0 \
     #   feast (pyproject.toml)
     #   pre-commit
     #   ray
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
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-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
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-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
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-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
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-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
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-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-wcwidth==0.6.0 \
-    --hash=sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad \
-    --hash=sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159
-    # via prompt-toolkit
+wcwidth==0.7.0 \
+    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2 \
+    --hash=sha256:90e3a7ea092341c44b99562e75d09e4d5160fe7a3974c6fb842a101a95e7eed0
+    # via
+    #   prettytable
+    #   prompt-toolkit
 webcolors==25.10.0 \
     --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d \
     --hash=sha256:62abae86504f66d0f6364c2a8520de4a0c47b80c03fc3a5f1815fedbef7c19bf
@@ -6543,10 +7104,13 @@ websockets==16.0 \
 werkzeug==3.1.8 \
     --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50 \
     --hash=sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44
-    # via moto
-wheel==0.46.3 \
-    --hash=sha256:4b399d56c9d9338230118d705d9737a2a468ccca63d5e813e2a4fc7815d8bc4d \
-    --hash=sha256:e3e79874b07d776c40bd6033f8ddf76a7dad46a7b8aa1b2787a83083519a1803
+    # via
+    #   flask
+    #   flask-cors
+    #   moto
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
+    --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
     # via
     #   pip-tools
     #   singlestoredb
@@ -6638,6 +7202,7 @@ wrapt==1.17.3 \
     --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
     # via
     #   aiobotocore
+    #   deprecated
     #   smart-open
     #   testcontainers
 xlsxwriter==3.2.9 \
@@ -6648,147 +7213,194 @@ xmltodict==1.0.4 \
     --hash=sha256:6d94c9f834dd9e44514162799d344d815a3a4faec913717a9ecbfa5be1bb8e61 \
     --hash=sha256:a4a00d300b0e1c59fc2bfccb53d7b2e88c32f200df138a0dd2229f842497026a
     # via moto
-xxhash==3.6.0 \
-    --hash=sha256:01262da8798422d0685f7cef03b2bd3f4f46511b02830861df548d7def4402ad \
-    --hash=sha256:01362c4331775398e7bb34e3ab403bc9ee9f7c497bc7dee6272114055277dd3c \
-    --hash=sha256:016e9190af8f0a4e3741343777710e3d5717427f175adfdc3e72508f59e2a7f3 \
-    --hash=sha256:01be0c5b500c5362871fc9cfdf58c69b3e5c4f531a82229ddb9eb1eb14138004 \
-    --hash=sha256:0226aa89035b62b6a86d3c68df4d7c1f47a342b8683da2b60cedcddb46c4d95b \
-    --hash=sha256:02ea4cb627c76f48cd9fb37cf7ab22bd51e57e1b519807234b473faebe526796 \
-    --hash=sha256:0444e7967dac37569052d2409b00a8860c2135cff05502df4da80267d384849f \
-    --hash=sha256:08d45aef063a4531b785cd72de4887766d01dc8f362a515693df349fdb825e0c \
-    --hash=sha256:0d50101e57aad86f4344ca9b32d091a2135a9d0a4396f19133426c88025b09f1 \
-    --hash=sha256:0e4edbfc7d420925b0dd5e792478ed393d6e75ff8fc219a6546fb446b6a417b1 \
-    --hash=sha256:0f7b7e2ec26c1666ad5fc9dbfa426a6a3367ceaf79db5dd76264659d509d73b0 \
-    --hash=sha256:1244460adc3a9be84731d72b8e80625788e5815b68da3da8b83f78115a40a7ec \
-    --hash=sha256:15e0dac10eb9309508bfc41f7f9deaa7755c69e35af835db9cb10751adebc35d \
-    --hash=sha256:18b242455eccdfcd1fa4134c431a30737d2b4f045770f8fe84356b3469d4b919 \
-    --hash=sha256:1cf9dcc4ab9cff01dfbba78544297a3a01dafd60f3bde4e2bfd016cf7e4ddc67 \
-    --hash=sha256:1fc1ed882d1e8df932a66e2999429ba6cc4d5172914c904ab193381fba825360 \
-    --hash=sha256:2577b276e060b73b73a53042ea5bd5203d3e6347ce0d09f98500f418a9fcf799 \
-    --hash=sha256:25915e6000338999236f1eb68a02a32c3275ac338628a7eaa5a269c401995679 \
-    --hash=sha256:26734cdc2d4ffe449b41d186bbeac416f704a482ed835d375a5c0cb02bc63fef \
-    --hash=sha256:2762bfff264c4e73c0e507274b40634ff465e025f0eaf050897e88ec8367575d \
-    --hash=sha256:277175a73900ad43a8caeb8b99b9604f21fe8d7c842f2f9061a364a7e220ddb7 \
-    --hash=sha256:297b7fbf86c82c550e12e8fb71968b3f033d27b874276ba3624ea868c11165a8 \
-    --hash=sha256:2aa5ee3444c25b69813663c9f8067dcfaa2e126dc55e8dddf40f4d1c25d7effa \
-    --hash=sha256:2ab89a6b80f22214b43d98693c30da66af910c04f9858dd39c8e570749593d7e \
-    --hash=sha256:2b6821e94346f96db75abaa6e255706fb06ebd530899ed76d32cd99f20dc52fa \
-    --hash=sha256:2f171a900d59d51511209f7476933c34a0c2c711078d3c80e74e0fe4f38680ec \
-    --hash=sha256:339f518c3c7a850dd033ab416ea25a692759dc7478a71131fe8869010d2b75e4 \
-    --hash=sha256:39be8e4e142550ef69629c9cd71b88c90e9a5db703fecbcf265546d9536ca4ad \
-    --hash=sha256:3cd01fa2aa00d8b017c97eb46b9a794fbdca53fc14f845f5a328c71254b0abb7 \
-    --hash=sha256:3ed0df1b11a79856df5ffcab572cbd6b9627034c1c748c5566fa79df9048a7c5 \
-    --hash=sha256:40c391dd3cd041ebc3ffe6f2c862f402e306eb571422e0aa918d8070ba31da11 \
-    --hash=sha256:418daf3db71e1413cfe211c2f9a528456936645c17f46b5204705581a45390ae \
-    --hash=sha256:42c36dd7dbad2f5238950c377fcbf6811b1cdb1c444fab447960030cea60504d \
-    --hash=sha256:44e342e8cc11b4e79dae5c57f2fb6360c3c20cc57d32049af8f567f5b4bcb5f4 \
-    --hash=sha256:457b8f85dec5825eed7b69c11ae86834a018b8e3df5e77783c999663da2f96d6 \
-    --hash=sha256:45aae0c9df92e7fa46fbb738737324a563c727990755ec1965a6a339ea10a1df \
-    --hash=sha256:48e6f2ffb07a50b52465a1032c3cf1f4a5683f944acaca8a134a2f23674c2058 \
-    --hash=sha256:4903530e866b7a9c1eadfd3fa2fbe1b97d3aed4739a80abf506eb9318561c850 \
-    --hash=sha256:49e03e6fe2cac4a1bc64952dd250cf0dbc5ef4ebb7b8d96bce82e2de163c82a2 \
-    --hash=sha256:4a082ffff8c6ac07707fb6b671caf7c6e020c75226c561830b73d862060f281d \
-    --hash=sha256:4b54219177f6c6674d5378bd862c6aedf64725f70dd29c472eaae154df1a2e89 \
-    --hash=sha256:4ccbff013972390b51a18ef1255ef5ac125c92dc9143b2d1909f59abc765540e \
-    --hash=sha256:4da8168ae52c01ac64c511d6f4a709479da8b7a4a1d7621ed51652f93747dffa \
-    --hash=sha256:4f6f72232f849eb9d0141e2ebe2677ece15adfd0fa599bc058aad83c714bb2c6 \
-    --hash=sha256:50fc255f39428a27299c20e280d6193d8b63b8ef8028995323bf834a026b4fbb \
-    --hash=sha256:51312c768403d8540487dbbfb557454cfc55589bbde6424456951f7fcd4facb3 \
-    --hash=sha256:51a73fb7cb3a3ead9f7a8b583ffd9b8038e277cdb8cb87cf890e88b3456afa0b \
-    --hash=sha256:5576b002a56207f640636056b4160a378fe36a58db73ae5c27a7ec8db35f71d4 \
-    --hash=sha256:568a6d743219e717b07b4e03b0a828ce593833e498c3b64752e0f5df6bfe84db \
-    --hash=sha256:5851f033c3030dd95c086b4a36a2683c2ff4a799b23af60977188b057e467119 \
-    --hash=sha256:599e64ba7f67472481ceb6ee80fa3bd828fd61ba59fb11475572cc5ee52b89ec \
-    --hash=sha256:5c1343d49ac102799905e115aee590183c3921d475356cb24b4de29a4bc56518 \
-    --hash=sha256:5dc1e14d14fa0f5789ec29a7062004b5933964bb9b02aae6622b8f530dc40296 \
-    --hash=sha256:5f059d9faeacd49c0215d66f4056e1326c80503f51a1532ca336a385edadd033 \
-    --hash=sha256:6105ef7e62b5ac73a837778efc331a591d8442f8ef5c7e102376506cb4ae2729 \
-    --hash=sha256:627f0af069b0ea56f312fd5189001c24578868643203bca1abbc2c52d3a6f3ca \
-    --hash=sha256:63275a8aba7865e44b1813d2177e0f5ea7eadad3dd063a21f7cf9afdc7054063 \
-    --hash=sha256:653a91d7c2ab54a92c19ccf43508b6a555440b9be1bc8be553376778be7f20b5 \
-    --hash=sha256:6551880383f0e6971dc23e512c9ccc986147ce7bfa1cd2e4b520b876c53e9f3d \
-    --hash=sha256:6812c25fe0d6c36a46ccb002f40f27ac903bf18af9f6dd8f9669cb4d176ab18f \
-    --hash=sha256:6965e0e90f1f0e6cb78da568c13d4a348eeb7f40acfd6d43690a666a459458b8 \
-    --hash=sha256:6f2580ffab1a8b68ef2b901cde7e55fa8da5e4be0977c68f78fc80f3c143de42 \
-    --hash=sha256:6fb5f5476bef678f69db04f2bd1efbed3030d2aba305b0fc1773645f187d6a4e \
-    --hash=sha256:757320d45d2fbcce8f30c42a6b2f47862967aea7bf458b9625b4bbe7ee390392 \
-    --hash=sha256:780b90c313348f030b811efc37b0fa1431163cb8db8064cf88a7936b6ce5f222 \
-    --hash=sha256:78e7f2f4c521c30ad5e786fdd6bae89d47a32672a80195467b5de0480aa97b1f \
-    --hash=sha256:794fe9145fe60191c6532fa95063765529770edcdd67b3d537793e8004cabbfd \
-    --hash=sha256:7a0b169aafb98f4284f73635a8e93f0735f9cbde17bd5ec332480484241aaa77 \
-    --hash=sha256:7c35c4cdc65f2a29f34425c446f2f5cdcd0e3c34158931e1cc927ece925ab802 \
-    --hash=sha256:7d14a6cfaf03b1b6f5f9790f76880601ccc7896aff7ab9cd8978a939c1eb7e0d \
-    --hash=sha256:7d8b8aaa30fca4f16f0c84a5c8d7ddee0e25250ec2796c973775373257dde8f1 \
-    --hash=sha256:7dac94fad14a3d1c92affb661021e1d5cbcf3876be5f5b4d90730775ccb7ac41 \
-    --hash=sha256:843b52f6d88071f87eba1631b684fcb4b2068cd2180a0224122fe4ef011a9374 \
-    --hash=sha256:858dc935963a33bc33490128edc1c12b0c14d9c7ebaa4e387a7869ecc4f3e263 \
-    --hash=sha256:87ff03d7e35c61435976554477a7f4cd1704c3596a89a8300d5ce7fc83874a71 \
-    --hash=sha256:881b47fc47e051b37d94d13e7455131054b56749b91b508b0907eb07900d1c13 \
-    --hash=sha256:89952ea539566b9fed2bbd94e589672794b4286f342254fad28b149f9615fef8 \
-    --hash=sha256:8a8f1972e75ebdd161d7896743122834fe87378160c20e97f8b09166213bf8cc \
-    --hash=sha256:8b29ee68625ab37b04c0b40c3fafdf24d2f75ccd778333cfb698f65f6c463f62 \
-    --hash=sha256:8cb2f4f679b01513b7adbb9b1b2f0f9cdc31b70007eaf9d59d0878809f385b11 \
-    --hash=sha256:9085e798c163ce310d91f8aa6b325dda3c2944c93c6ce1edb314030d4167cc65 \
-    --hash=sha256:9176dcaddf4ca963d4deb93866d739a343c01c969231dbe21680e13a5d1a5bf0 \
-    --hash=sha256:929142361a48ee07f09121fe9e96a84950e8d4df3bb298ca5d88061969f34d7b \
-    --hash=sha256:93f107c673bccf0d592cdba077dedaf52fe7f42dcd7676eba1f6d6f0c3efffd2 \
-    --hash=sha256:97460eec202017f719e839a0d3551fbc0b2fcc9c6c6ffaa5af85bbd5de432788 \
-    --hash=sha256:9b3222c686a919a0f3253cfc12bb118b8b103506612253b5baeaac10d8027cf6 \
-    --hash=sha256:9e040d3e762f84500961791fa3709ffa4784d4dcd7690afc655c095e02fff05f \
-    --hash=sha256:a034590a727b44dd8ac5914236a7b8504144447a9682586c3327e935f33ec8cc \
-    --hash=sha256:a40a3d35b204b7cc7643cbcf8c9976d818cb47befcfac8bbefec8038ac363f3e \
-    --hash=sha256:a42e633d75cdad6d625434e3468126c73f13f7584545a9cf34e883aa1710e702 \
-    --hash=sha256:a54844be970d3fc22630b32d515e79a90d0a3ddb2644d8d7402e3c4c8da61405 \
-    --hash=sha256:a756fe893389483ee8c394d06b5ab765d96e68fbbfe6fde7aa17e11f5720559f \
-    --hash=sha256:a75ffc1bd5def584129774c158e108e5d768e10b75813f2b32650bb041066ed6 \
-    --hash=sha256:a87f271a33fad0e5bf3be282be55d78df3a45ae457950deb5241998790326f87 \
-    --hash=sha256:a881851cf38b0a70e7c4d3ce81fc7afd86fbc2a024f4cfb2a97cf49ce04b75d3 \
-    --hash=sha256:aa912c62f842dfd013c5f21a642c9c10cd9f4c4e943e0af83618b4a404d9091a \
-    --hash=sha256:aed058764db109dc9052720da65fafe84873b05eb8b07e5e653597951af57c3b \
-    --hash=sha256:af1f3278bd02814d6dedc5dec397993b549d6f16c19379721e5a1d31e132c49b \
-    --hash=sha256:b0359391c3dad6de872fefb0cf5b69d55b0655c55ee78b1bb7a568979b2ce96b \
-    --hash=sha256:b1e420ef35c503869c4064f4a2f2b08ad6431ab7b229a05cce39d74268bca6b8 \
-    --hash=sha256:b45fad44d9c5c119e9c6fbf2e1c656a46dc68e280275007bbfd3d572b21426db \
-    --hash=sha256:b465afd7909db30168ab62afe40b2fcf79eedc0b89a6c0ab3123515dc0df8b99 \
-    --hash=sha256:b47bbd8cf2d72797f3c2772eaaac0ded3d3af26481a26d7d7d41dc2d3c46b04a \
-    --hash=sha256:b5b848ad6c16d308c3ac7ad4ba6bede80ed5df2ba8ed382f8932df63158dd4b2 \
-    --hash=sha256:b7b2df81a23f8cb99656378e72501b2cb41b1827c0f5a86f87d6b06b69f9f204 \
-    --hash=sha256:b9c6df83594f7df8f7f708ce5ebeacfc69f72c9fbaaababf6cf4758eaada0c9b \
-    --hash=sha256:ba284920194615cb8edf73bf52236ce2e1664ccd4a38fdb543506413529cc546 \
-    --hash=sha256:bb79b1e63f6fd84ec778a4b1916dfe0a7c3fdb986c06addd5db3a0d413819d95 \
-    --hash=sha256:bd17fede52a17a4f9a7bc4472a5867cb0b160deeb431795c0e4abe158bc784e9 \
-    --hash=sha256:bec91b562d8012dae276af8025a55811b875baace6af510412a5e58e3121bc54 \
-    --hash=sha256:bf48889c9630542d4709192578aebbd836177c9f7a4a2778a7d6340107c65f06 \
-    --hash=sha256:c0f2ab8c715630565ab8991b536ecded9416d615538be8ecddce43ccf26cbc7c \
-    --hash=sha256:c1ce4009c97a752e682b897aa99aef84191077a9433eb237774689f14f8ec152 \
-    --hash=sha256:c2f9ccd5c4be370939a2e17602fbc49995299203da72a3429db013d44d590e86 \
-    --hash=sha256:c5294f596a9017ca5a3e3f8884c00b91ab2ad2933cf288f4923c3fd4346cf3d4 \
-    --hash=sha256:c5aa639bc113e9286137cec8fadc20e9cd732b2cc385c0b7fa673b84fc1f2a93 \
-    --hash=sha256:c6dc31591899f5e5666f04cc2e529e69b4072827085c1ef15294d91a004bc1bd \
-    --hash=sha256:c6e193e9f56e4ca4923c61238cdaced324f0feac782544eb4c6d55ad5cc99ddd \
-    --hash=sha256:cc604dc06027dbeb8281aeac5899c35fcfe7c77b25212833709f0bff4ce74d2a \
-    --hash=sha256:cfbc5b91397c8c2972fdac13fb3e4ed2f7f8ccac85cd2c644887557780a9b6e2 \
-    --hash=sha256:d0a9751f71a1a65ce3584e9cae4467651c7e70c9d31017fa57574583a4540248 \
-    --hash=sha256:d1927a69feddc24c987b337ce81ac15c4720955b667fe9b588e02254b80446fd \
-    --hash=sha256:d597acf8506d6e7101a4a44a5e428977a51c0fadbbfd3c39650cca9253f6e5a6 \
-    --hash=sha256:d706dca2d24d834a4661619dcacf51a75c16d65985718d6a7d73c1eeeb903ddf \
-    --hash=sha256:d72f67ef8bf36e05f5b6c65e8524f265bd61071471cd4cf1d36743ebeeeb06b7 \
-    --hash=sha256:dc94790144e66b14f67b10ac8ed75b39ca47536bf8800eb7c24b50271ea0c490 \
-    --hash=sha256:dea26ae1eb293db089798d3973a5fc928a18fdd97cc8801226fae705b02b14b0 \
-    --hash=sha256:e4ff728a2894e7f436b9e94c667b0f426b9c74b71f900cf37d5468c6b5da0536 \
-    --hash=sha256:e82da5670f2d0d98950317f82a0e4a0197150ff19a6df2ba40399c2a3b9ae5fb \
-    --hash=sha256:eae5c13f3bc455a3bbb68bdc513912dc7356de7e2280363ea235f71f54064829 \
-    --hash=sha256:ec44b73a4220623235f67a996c862049f375df3b1052d9899f40a6382c32d746 \
-    --hash=sha256:ee34327b187f002a596d7b167ebc59a1b729e963ce645964bbc050d2f1b73d07 \
-    --hash=sha256:f01375c0e55395b814a679b3eea205db7919ac2af213f4a6682e01220e5fe292 \
-    --hash=sha256:f0162a78b13a0d7617b2845b90c763339d1f1d82bb04a4b07f4ab535cc5e05d6 \
-    --hash=sha256:f205badabde7aafd1a31e8ca2a3e5a763107a71c397c4481d6a804eb5063d8bd \
-    --hash=sha256:f22927652cba98c44639ffdc7aaf35828dccf679b10b31c4ad72a5b530a18eb7 \
-    --hash=sha256:f572dfd3d0e2eb1a57511831cf6341242f5a9f8298a45862d085f5b93394a27d \
-    --hash=sha256:f7f99123f0e1194fa59cc69ad46dbae2e07becec5df50a0509a808f90a0f03f0 \
-    --hash=sha256:fba27a198363a7ef87f8c0f6b171ec36b674fe9053742c58dd7e3201c1ab30ee \
-    --hash=sha256:ffc578717a347baf25be8397cb10d2528802d24f94cfc005c0e44fef44b5cdd6
+xxhash==3.7.0 \
+    --hash=sha256:01cf5c5333aed26cc8d5eea33b8d6398e085e365a704b7372fabdf7ab06441a9 \
+    --hash=sha256:030c0fd688fce3569fbb49a2feefd4110cbb0b650186fb4610759ecfac677548 \
+    --hash=sha256:03f8ff4474ee61c845758ce00711d7087a770d77efb36f7e74a6e867301000b8 \
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+    --hash=sha256:ec101643395d7f21405b640f728f6f627e6986557027d740f2f9b220955edafe \
+    --hash=sha256:ec68dbba21532c0173a9872298e65c89749f7c9d21538c3a78b5bb6105871568 \
+    --hash=sha256:ed4a6efe2dee1655adb73e7ad40c6aa955a6892422b1e3b95de6a34de56e3cbb \
+    --hash=sha256:f13319fb8e6ef636f71db3c254d01cbf1543786e10a945a3ff180144618e25b6 \
+    --hash=sha256:f14bb8b22a4a91325813e3d553b8963c10cf8c756cff65ee50c194431296c655 \
+    --hash=sha256:f1598916cb197681e03e601901e4ab96a9a963de398c59d0964f8a6f44a2b361 \
+    --hash=sha256:f1e65d52c2d526734abecb98372c256b7eacce8fdc42e0df8570417fb39e2772 \
+    --hash=sha256:f262b8f7599516567e070abf607b9af649052b2c4bd6f9be02b0cb41b7024805 \
+    --hash=sha256:f3e7b689c3bce16699efcf736066f5c6cc4472c3840fe4b22bd8279daf4abdac \
+    --hash=sha256:f420ad3d41e38194353a498bbc9561fd5a9973a27b536ce46d8583479cf44335 \
+    --hash=sha256:f749e52b539e2934171a3718cbf061dc12d74719eddde2d0f025c99637ddbe01 \
+    --hash=sha256:f99a15867cbf9fcf753ea72b82a1d6fe6552e6feea3b4842c86a951525685bbb \
+    --hash=sha256:f9fd595f1e5941b3d7863e4774e4b30caa6731fc34b9277da032295aa5656ee5 \
+    --hash=sha256:fa77e7ec1450d415d20129961814787c9abd9a07f98872f070b1fe96c5084611 \
+    --hash=sha256:fc84bf7aa7592f31ec63a3e7b11d624f468a3f19f5238cec7282a42e838ab1d7 \
+    --hash=sha256:fd880353cf1ffaf321bc18dd663e111976dbd0d3bbd8a66d58d2b470dfa7f396 \
+    --hash=sha256:fdc7d06929ae28dda98297a18eef7b0fd38991a3b405d8d7b55c9ef24c296958 \
+    --hash=sha256:fddbbb69a6fff4f421e7a0d1fa28f894b20112e9e3fab306af451e2dfd0e459b \
+    --hash=sha256:fe14c356f8b23ad811dc026077a6d4abccdaa7bce5ca98579605550657b6fcfb \
+    --hash=sha256:fe32736295ea38e43e7d9424053c8c47c9f64fecfc7c895fb3da9b30b131c9ee \
+    --hash=sha256:fe820f104473d1516ecd628993690bc1f79b0e699f32711d42a5a70b3d0f8170
     # via datasets
 yarl==1.23.0 \
     --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
@@ -6920,9 +7532,9 @@ yarl==1.23.0 \
     --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
     --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
     # via aiohttp
-zipp==3.23.0 \
-    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
-    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 zstandard==0.25.0 \
     --hash=sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64 \
diff --git a/sdk/python/requirements/py3.12-minimal-requirements.txt b/sdk/python/requirements/py3.12-minimal-requirements.txt
index 71c61613cb2..b52f33348d0 100644
--- a/sdk/python/requirements/py3.12-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-requirements.txt
@@ -161,6 +161,41 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 atpublic==7.0.0 \
     --hash=sha256:466ef10d0c8bbd14fd02a5fbd5a8b6af6a846373d91106d3a07c16d72d96b63e \
     --hash=sha256:6702bd9e7245eb4e8220a3e222afcef7f87412154732271ee7deee4433b72b4b
@@ -172,9 +207,9 @@ attrs==26.1.0 \
     #   aiohttp
     #   jsonschema
     #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
 boto3==1.38.27 \
     --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
@@ -190,9 +225,9 @@ botocore==1.38.46 \
     #   boto3
     #   s3transfer
     #   snowflake-connector-python
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via
     #   httpcore
     #   httpx
@@ -420,9 +455,9 @@ charset-normalizer==3.4.7 \
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -436,56 +471,56 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==48.0.0 \
+    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
+    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
+    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
+    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
+    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
+    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
+    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
+    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
+    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
+    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
+    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
+    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
+    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
+    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
+    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
+    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
+    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
+    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
+    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
+    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
+    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
+    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
+    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
+    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
+    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
+    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
+    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
+    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
+    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
+    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
+    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
+    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
+    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
+    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
+    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
+    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
+    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
+    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
+    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
+    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
+    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
+    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
+    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
+    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
+    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
+    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
+    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
+    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
+    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
     # via
     #   google-auth
     #   pyjwt
@@ -495,9 +530,9 @@ dask[dataframe]==2026.3.0 \
     --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
     --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.6.0 \
+    --hash=sha256:03f0ff5798fa5e407f07e84de2d619cbc363b8dcc40104825a85519793ffee8d \
+    --hash=sha256:4ba87b15cc972a7cc0aed2b7483e0823c7765eca88128453f52c88c5e0f4ae46
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -505,50 +540,50 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-duckdb==1.5.1 \
-    --hash=sha256:054ad424b051b334052afac58cb216f3b1ebb8579fc8c641e60f0182e8725ea9 \
-    --hash=sha256:05fc91767d0cfc4cf2fa68966ab5b479ac07561752e42dd0ae30327bd160f64a \
-    --hash=sha256:0a6acc2040bec1f05de62a2f3f68f4c12f3ec7d6012b4317d0ab1a195af26225 \
-    --hash=sha256:26e56b5f0c96189e3288d83cf7b476e23615987902f801e5788dee15ee9f24a9 \
-    --hash=sha256:36e8e32621a9e2a9abe75dc15a4b54a3997f2d8b1e53ad754bae48a083c91130 \
-    --hash=sha256:40c5220ec93790b18ec6278da9c6ac2608d997ee6d6f7cd44c5c3992764e8e71 \
-    --hash=sha256:446d500a2977c6ae2077f340c510a25956da5c77597175c316edfa87248ceda3 \
-    --hash=sha256:46f92ada9023e59f27edc048167b31ac9a03911978b1296c845a34462a27f096 \
-    --hash=sha256:482f8a13f2600f527e427f73c42b5aa75536f9892868068f0aaf573055a0135f \
-    --hash=sha256:553c273a6a8f140adaa6da6a6135c7f95bdc8c2e5f95252fcdf9832d758e2141 \
-    --hash=sha256:5ae7c0d744d64e2753149634787cc4ab60f05ef1e542b060eeab719f3cdb7723 \
-    --hash=sha256:5d4147422d91ccdc2d2abf6ed24196025e020259d1d267970ae20c13c2ce84b1 \
-    --hash=sha256:6af347debc8b721aa72e48671166282da979d5e5ae52dbc660ab417282b48e23 \
-    --hash=sha256:6ba302115f63f6482c000ccfd62efdb6c41d9d182a5bcd4a90e7ab8cd13856eb \
-    --hash=sha256:6f7361d66cc801d9eb4df734b139cd7b0e3c257a16f3573ebd550ddb255549e6 \
-    --hash=sha256:715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7 \
-    --hash=sha256:71dddcebbc5a70e946a06c30b59b5dd7999c9833d307168f90fb4e4b672ab63e \
-    --hash=sha256:8150c569b2aa4573b51ba8475e814aa41fd53a3d510c1ffb96f1139f46faf611 \
-    --hash=sha256:8843bd9594e1387f1e601439e19ad73abdf57356104fd1e53a708255bb95a13d \
-    --hash=sha256:8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea \
-    --hash=sha256:972d0dbf283508f9bc446ee09c3838cb7c7f114b5bdceee41753288c97fe2f7c \
-    --hash=sha256:a28531cee2a5a42d89f9ba4da53bfeb15681f12acc0263476c8705380dadce07 \
-    --hash=sha256:a3be2072315982e232bfe49c9d3db0a59ba67b2240a537ef42656cc772a887c7 \
-    --hash=sha256:ac2804043bd1bc10b5da18f8f4c706877197263a510c41be9b4c0062f5783dcc \
-    --hash=sha256:afab8b4b1f4469c3879bb049dd039f8fce402712050324e9524a43d7324c5e87 \
-    --hash=sha256:b370d1620a34a4538ef66524fcee9de8171fa263c701036a92bc0b4c1f2f9c6d \
-    --hash=sha256:b8b0808dba0c63b7633bdaefb34e08fe0612622224f9feb0e7518904b1615101 \
-    --hash=sha256:bc7ca6a1a40e7e4c933017e6c09ef18032add793df4e42624c6c0c87e0bebdad \
-    --hash=sha256:caa65e1f5bf007430bf657c37cab7ab81a4ddf8d337e3062bcc5085d17ef038b \
-    --hash=sha256:d68c5a01a283cb13b79eafe016fe5869aa11bff8c46e7141c70aa0aac808010f \
-    --hash=sha256:da137802688190835b4c863cafa77fd7e29dff662ee6d905a9ffc14f00299c91 \
-    --hash=sha256:e56a20ab6cdb90a95b0c99652e28de3504ce77129087319c03c9098266183ae5 \
-    --hash=sha256:e878ccb7d20872065e1597935fdb5e65efa43220c8edd0d9c4a1a7ff1f3eb277 \
-    --hash=sha256:eba81e0b3011c1f23df7ea47ef4ffaa8239817959ae291515b6efd068bde2161 \
-    --hash=sha256:ed6d23a3f806898e69c77430ebd8da0c79c219f97b9acbc9a29a653e09740c59
+duckdb==1.5.2 \
+    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
+    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
+    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
+    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
+    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
+    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
+    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
+    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
+    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
+    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
+    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
+    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
+    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
+    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
+    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
+    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
+    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
+    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
+    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
+    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
+    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
+    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
+    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
+    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
+    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
+    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
+    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
+    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
+    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
+    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
+    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
+    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
+    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
+    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
+    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -556,9 +591,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.25.2 \
-    --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
-    --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
+filelock==3.29.0 \
+    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
+    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
     # via snowflake-connector-python
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
@@ -700,9 +735,9 @@ fsspec==2024.9.0 \
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.2 \
-    --hash=sha256:9a8113e1a88bdc09a7ff629707f2214d98d61c7f6ceb0ea38c42a095d02dc0f9 \
-    --hash=sha256:a4c226766d6af2580577db1f1a51bf53cd262f722b49731ce7414c43068a9594
+google-api-core[grpc]==2.30.3 \
+    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
+    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -712,9 +747,9 @@ google-api-core[grpc]==2.30.2 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+google-auth==2.53.0 \
+    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
+    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -726,9 +761,9 @@ google-auth==2.49.1 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
@@ -738,17 +773,17 @@ google-cloud-bigquery[pandas]==3.41.0 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.38.0 \
+    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
+    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.38.0 \
+    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
+    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
@@ -800,15 +835,15 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.9.0 \
+    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
+    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -878,6 +913,7 @@ grpcio==1.62.3 \
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -897,9 +933,9 @@ grpcio-status==1.62.3 \
     --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
     --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -909,101 +945,112 @@ h11==0.16.0 \
     # via
     #   httpcore
     #   uvicorn
-hiredis==2.4.0 \
-    --hash=sha256:06815c3b9bf7225c4dcc9dd9dfb5a9fa91b4f680104443ef3fcd78410d7eb027 \
-    --hash=sha256:070a0198401bc567709b9edff7f01e94c136dcca69d0ded4747b116bb0b8b577 \
-    --hash=sha256:082ba6a3189d59f44bf75ca2c0467cdbc67c860eacd4bf564b9a927471888603 \
-    --hash=sha256:0a87a249124666db2b795a0eb77cea5b8af8b148566616a681304826b4405869 \
-    --hash=sha256:1537d13eefe4f48cb979362264851ee90d2bb7a221c8c350e9ceeda9f0392228 \
-    --hash=sha256:168de1672bd73f7f3cdf0097084b4a71651ac35f7d99d0229ea8f223358d3a79 \
-    --hash=sha256:1bfa50491d3222e3c2297b52c14e835ac52702ac8a91ec3fc1ff5201912623bb \
-    --hash=sha256:1c0e706e0c3d1ec54d8243410e0fd5974b1c7b69db5c54cd9ae6a3a4b64fae33 \
-    --hash=sha256:1d16f5023c1d9971f284231eb7036a25d4d123138a5adc4512c92a73d83b9a77 \
-    --hash=sha256:2a21e2740c33347740dceb106b64b8a384e91da49aac7e8b3f2a25a9b33714b9 \
-    --hash=sha256:2b76a5600047387c73c1b3d950e4ae3feffaefd442b20ba2f5fea773881d9bcd \
-    --hash=sha256:2b90d9861673b0ba04651ade62e0fe568df71bbff8468657406848e9abf3650a \
-    --hash=sha256:2d7715598c9034369cf739475ccc2db53a8ca895ff398fef6b9c597c30960ea8 \
-    --hash=sha256:339f29542be968153afd6c6495c1222681c4b66b9a5a5573c11512378b7167c9 \
-    --hash=sha256:38dd931f1124bd9781d3027a0cd6fb6f5a75b5c4ba4fe5540584105239b1f901 \
-    --hash=sha256:39e1c7212dea1bbed0b075574808bc7c3192b324f54ea5d9ee522f6c35014ce7 \
-    --hash=sha256:3abc0936c1efc59b510c7eab3799119a6ce8da94cea1f891854a6c3678d711f0 \
-    --hash=sha256:3ced14fbec28fbabda7cb9f9094f2578c154c14f1a820a91c30fc8ee0bea1a0d \
-    --hash=sha256:400a42b8d16206e45c8223cdaf5acc35839e10c35383b3fba3f43e7eb315c213 \
-    --hash=sha256:468efdcbad7349a44aace693aed8324a01de180fcd4ef5513199eedb9b4341c8 \
-    --hash=sha256:469c1a85017abf11d854fb16eca9a4093ebe1f2dacf777fed869d726f02b1389 \
-    --hash=sha256:48baae8fbebf3b11660db6e51a55ff51516ed32edcd44a57f51ea9b373aca330 \
-    --hash=sha256:4bf4b8513cea6e04ddee1b578ab306fb8bfa84b2f7e92ee3dbaf65652abb07d1 \
-    --hash=sha256:4da6d881033a1bcb31bba152ea0925344127f0a98f86a6cf2ceb01cf6ecd29e2 \
-    --hash=sha256:52d92df0eb5bba7f31f302a08174d628956d7216453da9d96498da9341179288 \
-    --hash=sha256:54409fbefebe26274170c1c54e1852d310d84b85e405258aea6a78bec03b3eba \
-    --hash=sha256:5598afad9e2f8e4fc9a456d281a9cc80315b0e18f5064437223dbfe67f49bded \
-    --hash=sha256:5b0b2463906cc4119187dfaad493c48a7b2e17120946feb3eb7c2328c8cb4bca \
-    --hash=sha256:5bdb223e7c3b9470f126bb77879ee2593fd79b28e1e8b11ad9edd3f866556109 \
-    --hash=sha256:5cc3c59dd0cd67d0aa0481a43392848a60f1a81d12b38ce8d56d6a5d6c190de8 \
-    --hash=sha256:5e45171fd046bbed2ce6ac485071cd0575d18ae98b5bbcf6533356e443ec47ea \
-    --hash=sha256:6033cc6caaf056969af9ce372282a6ef2838559f2eadffe7ddb73bf65dcb27d6 \
-    --hash=sha256:605fe35ebb482b7c8d5daadcf3d264dc5edd205a352d89ee3a983861ef73cda8 \
-    --hash=sha256:6494120d0a0f46a1d7dfc7def55782782856bdd5acb2f6039fb1eafecea2c2c0 \
-    --hash=sha256:668b02556d12046e7ce94ded5bfe0ad9989d26e6977ecc55941b9a1a4a49d7d5 \
-    --hash=sha256:68e39d2c0beed53e5361caacd0de98f864b3532344edb79e27e62efba2262de5 \
-    --hash=sha256:6c3f8e0c3a0744d843e3044ea76db8aa996a6cc7541693111acc2c9c30a05182 \
-    --hash=sha256:6ceaf7c6b593bf62e0567fd16547727f502ed704352392708a57c65bfd2feb73 \
-    --hash=sha256:6dac8a5be01d92707409feec61b98721b7b5c3e77fe7e9e5c7cfb9fdd28385af \
-    --hash=sha256:6e38f66dd7fd07a9306ed37d6d02bc584b67e5945f2ddc98e5c78420cc66dbac \
-    --hash=sha256:7236b26828e005435fb3013894eed6a40c6f9b1b11a48391a904eee693ded204 \
-    --hash=sha256:737585b122fca03273bbf1f4e98909254dba6f8cd85f1cb566d6c890d0389277 \
-    --hash=sha256:764032f2222d70a130445fd332cf45d46d8226f4b3a7bf8abc314aa93d5a8212 \
-    --hash=sha256:76503a0edaf3d1557518127511e69e5d9fa37b6ff15598b0d9d9c2db18b08a41 \
-    --hash=sha256:83538638a788b7b4a0b02de0eedcf0e71ae27474b031276e4c8ca88285281a2e \
-    --hash=sha256:8767cae1474f8102ec3d362976f80c8dd4eafd4109c6072adee0a15e37ba919c \
-    --hash=sha256:87a8ece3e893f45354395c6b9dc0479744c1c8c6ee4471b60945d96c9b5ce6c2 \
-    --hash=sha256:8b88390a5e31572e05e8eab476ed3176cc3d2f9622ccc059398ffdb02aaefec4 \
-    --hash=sha256:90d7af678056c7889d86821344d79fec3932a6a1480ebba3d644cb29a3135348 \
-    --hash=sha256:98148ecaa7836f76ed33429e84a23253ac00acbad90c62b8b4ad0f61de31da2b \
-    --hash=sha256:9aabc6098ef00e158598489db5a8b9e12d57a55ea5a4ec35ba3b527dfb88d16e \
-    --hash=sha256:9ae4b19cab270fae77d7f944d56bbb308c9886d9577891b347a8deea75563995 \
-    --hash=sha256:9b4039cd40335f66e55a8bee314b6a795f169fb02d70215d482023ec74613371 \
-    --hash=sha256:9fc1a6c78197eff8b4d125bb98410b661e732f3ec563c03264d2d7378cf9e613 \
-    --hash=sha256:a40f1d985047fe4654a1afb4702cbe0daeacde3868d52be9e4652615d387e05b \
-    --hash=sha256:a459b7ff3d802792254d6fc6a622e53ca9cf9f002ed79db7e4dee536b2e20e5d \
-    --hash=sha256:a4f733882b67407d4b667eafd61fce86e8e204b158258cc1d0cb0843f6bb4708 \
-    --hash=sha256:a56a35e2e0b7eda39957ccd33059b79bb2fc57f54c501a917d1092c895f56d08 \
-    --hash=sha256:a5c3a32af789b0ec413a606c99b55579abbcb6c86220610a5c5041da8688e7ca \
-    --hash=sha256:a5d2776c7cd6a338cd9338fb50f2a38a7ca3e16250b40ab2d0c41eb1697ebc12 \
-    --hash=sha256:a816f732f695261798a8a0fc1e0232a3638933b8ddfc574c00f9ef70d9f34cb8 \
-    --hash=sha256:a9d559775a95aee0ff06c0aaac638691619d6342b7cde85c62ad228804f82829 \
-    --hash=sha256:ac9d91b4d9c306e66a1abd224524fada07684a57f7da72a675e4b8bee9302b38 \
-    --hash=sha256:ae340c41024b9be566f600f364c8d286217f2975fd765fb3fb4dd6dfbdbec825 \
-    --hash=sha256:aeb60452d5b6150075974bc36e1cc74a46bd4b125cd5e72a86a04f4d6abf4e67 \
-    --hash=sha256:aee6c4e8f670ea685345ce4ca01c574a52e0a4318af2b8cdd563de9567731056 \
-    --hash=sha256:b027b53adb1df11923753d85587e3ab611fe70bc69596e9eb3269acab809c376 \
-    --hash=sha256:b0adbe8f33f57f2b6bfa8a2ea18f3e4ed91676503673f70f796bfbd06a1a2214 \
-    --hash=sha256:b30dcfbc5ab2fc932a723a39c2cb52d4f5c8b1705aa05a0bae23f28f70e06982 \
-    --hash=sha256:b385fc7fc7b0811c3fcac4b0a35e5606eca693efba0d1446623ef0158a078034 \
-    --hash=sha256:b4e5e9d1f84bbc01bf6a32a4704920c72e37d9090b3e0e29bd1574d06b3249f1 \
-    --hash=sha256:b50ad622d8a71c8b72582dc84a990f3f079775edc1bcf0f43ed59bb2277fca2f \
-    --hash=sha256:b544a1a78e0812134572cc13f5ee330bfb6bfe6dda58d2e26c20557bb0e0cec9 \
-    --hash=sha256:b8472151e6f7ae90d7fd231a1ac16d2e628b93ce20d0f8063da25bd8bfdeb9e5 \
-    --hash=sha256:b868b7fc24dd8ab4762b59a533bdbd096ebba7eabc853c7f78af8edce46d1390 \
-    --hash=sha256:b8eee5d25efee64e172ed0d60ebcf6bca92b0b26a7fd048bb946b32fb90dbdc0 \
-    --hash=sha256:bae7f07731c6c285b87111c7d5c5efa65f8b48016a98bcc57eebc24a3c7d854d \
-    --hash=sha256:beb0f7f8371d933072e9bdc00c6df7eb5fdf76b93f08bfe73094f60c3f011f57 \
-    --hash=sha256:c2676e2a934e046200faf0dc26ffa48c4989c3561c9bb97832e79969a41b2afe \
-    --hash=sha256:c77113fbdbd7ca5de72dd3b7d113856609a1b878f6164de09dd95d12e6a51de2 \
-    --hash=sha256:c85110f536e59fe19ea4b002d04228f57f55462add1630a0785cd6ec62e70415 \
-    --hash=sha256:c9f8827cd7a84f5344779754ebb633bca71c470e028f92ecc959e666ef5c5e3c \
-    --hash=sha256:cb62c82a2518b8446be1cc5eb4319e282776bf96fdb2964e81ff2c15d632248b \
-    --hash=sha256:d5c711c8ca8d5767ed8ecd5fb5602c12eaf8fb256a5f4308ae36f2dc79e6f853 \
-    --hash=sha256:d851b7ff732ebc9d823de3c7cc95a5ed4261a0226acd46861a18369ac9568f36 \
-    --hash=sha256:e2a917ab420cd88b040ec85b5abc1244ab82b34d56461e2ffff58e0c7d018bae \
-    --hash=sha256:e3215b43632a23b5b99165097949ce51dd093ab33d410bcf8aa901cdbc64d9cd \
-    --hash=sha256:e71386f89dc2db805b4c9518dee6d81abddb8e79e4d9313cecdb702c924b8187 \
-    --hash=sha256:f34b39057956305935c71f51a0860709b6124c92281dc03841587dd45a86322c \
-    --hash=sha256:f44715d6a3313d614ff7550e52ecff67a283776909d960f338701b57e6013542 \
-    --hash=sha256:f74bfa9f1b91718d6664d4708d092f7d44e2f0f825a5fab82819d43d41e0302d \
-    --hash=sha256:f76fcf2867d19259b53680c08314435b46f632d20a4d7b9f0ccbb5dd3e925e79 \
-    --hash=sha256:fa4842977924209ae653e856238a30b1c68e579ecde5cf1c16c4de471b35cec7 \
-    --hash=sha256:fc8d3edbc9f32da930da6ea33d43ce0c3239e6b2018a77907fbf4e9836bd6def
+hiredis==3.3.1 \
+    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
+    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
+    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
+    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
+    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
+    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
+    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
+    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
+    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
+    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
+    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
+    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
+    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
+    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
+    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
+    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
+    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
+    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
+    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
+    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
+    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
+    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
+    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
+    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
+    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
+    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
+    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
+    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
+    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
+    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
+    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
+    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
+    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
+    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
+    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
+    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
+    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
+    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
+    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
+    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
+    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
+    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
+    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
+    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
+    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
+    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
+    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
+    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
+    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
+    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
+    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
+    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
+    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
+    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
+    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
+    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
+    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
+    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
+    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
+    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
+    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
+    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
+    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
+    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
+    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
+    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
+    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
+    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
+    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
+    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
+    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
+    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
+    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
+    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
+    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
+    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
+    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
+    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
+    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
+    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
+    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
+    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
+    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
+    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
+    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
+    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
+    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
+    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
+    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
+    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
+    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
+    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
+    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
+    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
+    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
+    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
+    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
+    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
+    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
+    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
+    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
+    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
+    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
+    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
+    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
@@ -1068,9 +1115,9 @@ ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   httpx
@@ -1102,105 +1149,105 @@ kubernetes==35.0.0 \
     --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
     --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
     # via feast (pyproject.toml)
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1293,9 +1340,9 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+mcp==1.27.1 \
+    --hash=sha256:0f47e1820f8f8f941466b39749eb1d1839a04caddca2bc60e9d46e8a99914924 \
+    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -1569,129 +1616,129 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.0 \
-    --hash=sha256:002b613ae19f4ac7d18b7e168ffe1cb9013b37c57f7411984abbd3b817b0a214 \
-    --hash=sha256:00e047c74d3ec6e71a2eb88e9ea551a2edb90c21f993aefa9e0d2a898e0bb732 \
-    --hash=sha256:02cca0761c75b42a20a2757ae58713276605eb29a08dd8a6e092aa347c4115ca \
-    --hash=sha256:0ecd63f75fdd30327e4ad8b5704bd6d91fc6c1b2e029f8ee14705e1207212489 \
-    --hash=sha256:0f42dfaab7ec1baff3b383ad7af562ab0de573c5f6edb44b2dab016082b89948 \
-    --hash=sha256:1973868d2adbb4584a3835780b27436f06d1dc606af5be09f187aaa25be1070f \
-    --hash=sha256:26c8b52627b6552f47ff11adb4e1509605f094e29815323e487fc0053ebe93d1 \
-    --hash=sha256:2721f0ce49cb74a38f00c50da67cb7d36317b5eda38877a49614dc018e91c787 \
-    --hash=sha256:2fcedb16d456106e545b2bfd7ef9d24e70b38ec252d2a629823a4d07ebcdb69e \
-    --hash=sha256:31b5dbb55293c1bd27c0fc813a0d2bb5ceef9d65ac5afa2e58f829dab7921fd5 \
-    --hash=sha256:34506397dbf40c15dc567635d18a21d33827e9ab29014fb83d292a8f4f8953b6 \
-    --hash=sha256:367e5c993ba34d5054d11937d0485ad6dfc60ba760fa326c01090fc256adf15c \
-    --hash=sha256:379edf079ce44ac8d2805bcf9b3dd7340d4f97aad3a5e0ebabbf9d125b84b442 \
-    --hash=sha256:39362cdb4ba5f916e7976fccecaab1ba3a83e35f60fa68b64e9a70e221bb2436 \
-    --hash=sha256:4525e7010b1b38334516181c5b81e16180b8e149e6684cee5a727c78186b4e3b \
-    --hash=sha256:47781555a7aa5fedcc2d16bcd72e0dc83eb272c10dd657f9fb3f9cc08e2e6abb \
-    --hash=sha256:49d11c6f573a5a08f77fad13faff2139f6d0730ebed2cfa9b3d2702671dd7188 \
-    --hash=sha256:555493c44a4f5a1b58d611a43333e71a9981c6dbe26270377b6f8174126a0526 \
-    --hash=sha256:555658c611099455b2da507582ea20d2043dfdfe7f5ad0add472b1c6238b433f \
-    --hash=sha256:697f102c5c1d526bdd761a69f17c6070f9892eebcb94b1a5963d679288c09e78 \
-    --hash=sha256:76a70bf840495729be47510856b978f1b0ec7d08f257ca38c9d932720bf6b43e \
-    --hash=sha256:7d3243c406773185144527f83be0e0aefc7bf4601b0b2b956665608bf7c98a83 \
-    --hash=sha256:931a7630bba591593dcf6e97224a21ff80fb357e7982628d25e3c618e7f598ef \
-    --hash=sha256:9804c3ad27f78e54e58b32e7cb532d128b43dbfb9f3f9f06262b821a0f6bd3f5 \
-    --hash=sha256:a17c5d0bdcca61ce24a35beb828a2d0d323d3fcf387d7512206888c900193367 \
-    --hash=sha256:a6e0641147cbfa7e4e94efdb95c2dab1aff8cfc159ded13e07f308ddccc8c48e \
-    --hash=sha256:a79c1eba7ac4209f2d850f0edd0a2f8bba88cbfdfefe6fb76a19e9d4fe5e71a2 \
-    --hash=sha256:a9336b5e6712f4adaf5afc3203a99a40b379049104349d747eb3e5a3aa23ac2e \
-    --hash=sha256:b20c8b0fd5877abdf402e79a3af987053de07e6fb208c18df6659f708b535134 \
-    --hash=sha256:b3a49064504be59e59da664c5e149edc1f26c67c4f8e8456f6ba6aba55033018 \
-    --hash=sha256:b503ab55a836136b619b5fc21c8803d810c5b87551af8600b72eecafb0059cb0 \
-    --hash=sha256:bd0212976dc57a5bfeede7c219e7cd66568a32c05c9129686dd487c059c1b88a \
-    --hash=sha256:c70380fe5d64010f79fb863b9081c7004dd65225d2277333c219d93a10dad4dd \
-    --hash=sha256:d99f515f95fd03a90875fdb2cca12ff074aa04490db4d190905851bdf8a549a8 \
-    --hash=sha256:e80cf77847d0d3e6e3111b7b25db32a7f8762fd4b9a3a72ce53fe16a2863b281 \
-    --hash=sha256:eb96c84efcc33f0b5e0e04beacf00129dd963b67226b01c00b9dfc8affb464c3 \
-    --hash=sha256:ebea00201737ad4391142808ed16e875add5c17f676e0912b387739f84991e13 \
-    --hash=sha256:efe8d70949c3023698c3fca1e94527e7e790a361ab8116f90d11221421cd8726 \
-    --hash=sha256:f13b3e41bce9d257eded794c0f12878af3129d80aacd8a3ee0dee51f3a978651 \
-    --hash=sha256:f194db59657c58593a3c47c6dfd7bad4ef4ac12dbc94d01b3a95521f78177e33 \
-    --hash=sha256:f49590891d2c2f8a9de15614e32e459a794bcba84693c2394291a2038bbaaa69 \
-    --hash=sha256:f75ff57defcd0f1d6e006d721ccdec6c88d4f6a7816eb92f1c4890d979d9ee62 \
-    --hash=sha256:f799d9db89fc00446f03281f84a221e50018fc40113a3ba9864b132895619ebe \
-    --hash=sha256:f8426d4d75d68714abc17a4292d922f6ba2cfb984b72c2278c437f6dae797865
+mypy==2.1.0 \
+    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
+    --hash=sha256:0b1a5260c95aa443083f9ed3592662941951bca3d4ca224a5dc517c38b7cf666 \
+    --hash=sha256:11a6beb180257a805961aea9ec591bbd0bd17f1e18d35b8456d57aee5bedfedc \
+    --hash=sha256:1a293c534adb55271fef24a26da04b855540a8c13cc07bc5917b9fd2c394f2ca \
+    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
+    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
+    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
+    --hash=sha256:3712c20deed54e814eaaa825603bada8ea1c390670a397c95b98405347acc563 \
+    --hash=sha256:47cebf61abde7c088a4e27718a8b13a81655686b2e9c251f5c0915a802248166 \
+    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
+    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
+    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
+    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
+    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
+    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
+    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
+    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
+    --hash=sha256:7406f4d048e71e576f5356d317e5b0a9e666dfd966bd99f9d14ca06e1a341538 \
+    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
+    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
+    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
+    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
+    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
+    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
+    --hash=sha256:8ef78c1d306bbf9a8a12f526c44902c9c28dffd6c52c52bf6a72641ce18d3849 \
+    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
+    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
+    --hash=sha256:a683016b16fe2f572dc04c72be7ee0504ac1605a265d0200f5cea695fb788f41 \
+    --hash=sha256:aea7f7a8a55b459c34275fc468ada6ca7c173a5e43a68f5dbe588a563d8a06b8 \
+    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
+    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
+    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
+    --hash=sha256:c209a90853081ff01d01ee895cafe10f7db1474e0d95beaeef0f6c1db9119bbd \
+    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
+    --hash=sha256:c989640253f0d76843e9c6c1bbf4bd48c5e85ada61bde4beb37cb3eca035685e \
+    --hash=sha256:d57a90ae5e872138a425ec328edbc9b235d1934c4377881a33ec05b341acc9a8 \
+    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
+    --hash=sha256:e0210d626fc8b31ccc90233754c7bc90e1f43205e85d96387f7db1285b55c398 \
+    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
+    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
+    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
+    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
+    --hash=sha256:fcaa0e479066e31f7cceb6a3bea39cb22b2ff51a6b2f24f193d19179ba17c389 \
+    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -1703,9 +1750,9 @@ oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
@@ -1779,9 +1826,9 @@ pandas==2.3.3 \
     #   pandas-gbq
     #   pymilvus
     #   snowflake-connector-python
-pandas-gbq==0.34.1 \
-    --hash=sha256:6bea5b85937251b976cf9db38151ea59abbff98771179183488d4614694bff67 \
-    --hash=sha256:b74932c6ee35dfc81582f39c792e3a68c9ef9bee8c85f25667d9d05dfadd0daf
+pandas-gbq==0.35.0 \
+    --hash=sha256:258de481019566611031919997bf9c1ece4ca30a4dd02d3fc3664b251d446182 \
+    --hash=sha256:596c908487ef0649a161e86ef272c00c267e581b95dc5ee0dc3518545b33bcfc
     # via google-cloud-bigquery
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -1791,163 +1838,160 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-platformdirs==4.9.4 \
-    --hash=sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934 \
-    --hash=sha256:68a9a4619a666ea6439f2ff250c12a853cd1cbd5158d258bd824a7df6be2f868
+platformdirs==4.9.6 \
+    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
+    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
     # via snowflake-connector-python
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
-    --hash=sha256:948dab269721ae9a87fd16c514a0a2c2a1bdb23a9a61b969b0f9d9ee2968546f \
-    --hash=sha256:981333cb2f4c1896a12f4ab92a9cc8f09ea664e9b7dbdc4eff74627af3a11c0f \
-    --hash=sha256:990f6b3e2a27d683cb7602ed6c86f15ee6b43b1194736f9baaeb93d0016633b1 \
-    --hash=sha256:99d43339c83aaf4d32bda60928231848eee470c6bda8d02599cc4cebe872d183 \
-    --hash=sha256:9a0bd56e5b100aef69bd8562b74b46254e7c8812918d3baa700c8a8009b0af66 \
-    --hash=sha256:9a52009f2adffe195d0b605c25ec929d26b36ef986ba85244891dee3b294df21 \
-    --hash=sha256:9d2b6caef873b4f09e26ea7e33d65f42b944837563a47a94719cc3544319a0db \
-    --hash=sha256:9f302f4783709a78240ebc311b793f123328716a60911d667e0c036bc5dcbded \
-    --hash=sha256:a0ee98db9c5f80785b266eb805016e36058ac72c51a064040f2bc43b61101cdb \
-    --hash=sha256:a129e76735bc792794d5177069691c3217898b9f5cee2b2661471e52ffe13f19 \
-    --hash=sha256:a78372c932c90ee474559c5ddfffd718238e8673c340dc21fe45c5b8b54559a0 \
-    --hash=sha256:a9695397f85973bb40427dedddf70d8dc4a44b22f1650dd4af9eedf443d45165 \
-    --hash=sha256:ab08df6c9a035bee56e31af99be621526bd237bea9f32def431c656b29e41778 \
-    --hash=sha256:ab2943be7c652f09638800905ee1bab2c544e537edb57d527997a24c13dc1455 \
-    --hash=sha256:ab4c29b49d560fe48b696cdcb127dd36e0bc2472548f3bf56cc5cb3da2b2984f \
-    --hash=sha256:af223b406d6d000830c6f65f1e6431783fc3f713ba3e6cc8c024d5ee96170a4b \
-    --hash=sha256:af2a6052aeb6cf17d3e46ee169099044fd8224cbaf75c76a2ef596e8163e2237 \
-    --hash=sha256:bcc9aaa5d80322bc2fb24bb7accb4a30f81e90ab8d6ba187aec0744bc302ad81 \
-    --hash=sha256:c07fda85708bc48578467e85099645167a955ba093be0a2dcba962195676e859 \
-    --hash=sha256:c0d4b719b7da33599dfe3b22d3db1ef789210a0597bc650b7cee9c77c2be8c5c \
-    --hash=sha256:c0ef0aaafc66fbd87842a3fe3902fd889825646bc21149eafe47be6072725835 \
-    --hash=sha256:c2b5e7db5328427c57c8e8831abda175421b709672f6cfc3d630c3b7e2146393 \
-    --hash=sha256:c30b53e7e6bda1d547cabb47c825f3843a0a1a42b0496087bb58d8fedf9f41b5 \
-    --hash=sha256:c80ee5802e3fb9ea37938e7eecc307fb984837091d5fd262bb37238b1ae97641 \
-    --hash=sha256:c9b822a577f560fbd9554812526831712c1436d2c046cedee4c3796d3543b144 \
-    --hash=sha256:cae65ad55793da34db5f54e4029b89d3b9b9490d8abe1b4c7ab5d4b8ec7ebf74 \
-    --hash=sha256:cb2d222e72399fcf5890d1d5cc1060857b9b236adff2792ff48ca2dfd46c81db \
-    --hash=sha256:cbc3b6dfc728105b2a57c06791eb07a94229202ea75c59db644d7d496b698cac \
-    --hash=sha256:cd547953428f7abb73c5ad82cbb32109566204260d98e41e5dfdc682eb7f8403 \
-    --hash=sha256:cfc27c945f422e8b5071b6e93169679e4eb5bf73bbcbf1ba3ae3a83d2f78ebd9 \
-    --hash=sha256:d472aeb4fbf9865e0c6d622d7f4d54a4e101a89715d8904282bb5f9a2f476c3f \
-    --hash=sha256:d62cdfcfd89ccb8de04e0eda998535c406bf5e060ffd56be6c586cbcc05b3311 \
-    --hash=sha256:d82ad62b19645419fe79dd63b3f9253e15b30e955c0170e5cebc350c1844e581 \
-    --hash=sha256:d8f353eb14ee3441ee844ade4277d560cdd68288838673273b978e3d6d2c8f36 \
-    --hash=sha256:daede9cd44e0f8bdd9e6cc9a607fc81feb80fae7a5fc6cecaff0e0bb32e42d00 \
-    --hash=sha256:db65d2af507bbfbdcedb254a11149f894169d90488dd3e7190f7cdcb2d6cd57a \
-    --hash=sha256:dee69d7015dc235f526fe80a9c90d65eb0039103fe565776250881731f06349f \
-    --hash=sha256:e153e9cd40cc8945138822807139367f256f89c6810c2634a4f6902b52d3b4e2 \
-    --hash=sha256:e35b88984e7fa64aacecea39236cee32dd9bd8c55f57ba8a75cf2399553f9bd7 \
-    --hash=sha256:e53f3a38d3510c11953f3e6a33f205c6d1b001129f972805ca9b42fc308bc239 \
-    --hash=sha256:e9b0d8d0845bbc4cfcdcbcdbf5086886bc8157aa963c31c777ceff7846c77757 \
-    --hash=sha256:ec17c65562a827bba85e3872ead335f95405ea1674860d96483a02f5c698fa72 \
-    --hash=sha256:ecef2343af4cc68e05131e45024ba34f6095821988a9d0a02aa7c73fcc448aa9 \
-    --hash=sha256:ed5a841e8bb29a55fb8159ed526b26adc5bdd7e8bd7bf793ce647cb08656cdf4 \
-    --hash=sha256:ee17f18d2498f2673e432faaa71698032b0127ebf23ae5974eeaf806c279df24 \
-    --hash=sha256:f048da1b4f243fc44f205dfd320933a951b8d89e0afd4c7cacc762a8b9165207 \
-    --hash=sha256:f10207adf04d08bec185bae14d9606a1444715bc99180f9331c9c02093e1959e \
-    --hash=sha256:f1d2f90aeec838a52f1c1a32fe9a619fefd5e411721a9117fbf82aea638fe8a1 \
-    --hash=sha256:f48107a8c637e80362555f37ecf49abe20370e557cc4ab374f04ec4423c97c3d \
-    --hash=sha256:f7ee0e597f495cf415bcbd3da3caa3bd7e816b74d0d52b8145954c5e6fd3ff37 \
-    --hash=sha256:f93243fdc5657247533273ac4f86ae106cc6445a0efacb9a1bfe982fcfefd90c \
-    --hash=sha256:f95393b4d66bfae908c3ca8d169d5f79cd65636ae15b5e7a4f6e67af675adb0e \
-    --hash=sha256:fc38cba02d1acba4e2869eef1a57a43dfbd3d49a59bf90dda7444ec2be6a5570 \
-    --hash=sha256:fd0858c20f078a32cf55f7e81473d96dcf3b93fd2ccdb3d40fdf54b8573df3af \
-    --hash=sha256:fd138803047fb4c062b1c1dd95462f5209456bfab55c734458f15d11da288f8f \
-    --hash=sha256:fd2dbc472da1f772a4dae4fa24be938a6c544671a912e30529984dd80400cd88 \
-    --hash=sha256:fd6f30fdcf9ae2a70abd34da54f18da086160e4d7d9251f81f3da0ff84fc5a48 \
-    --hash=sha256:fe49d0a85038f36ba9e3ffafa1103e61170b28e95b16622e11be0a0ea07c6781
+propcache==0.5.2 \
+    --hash=sha256:01c4fc7480cd0598bb4b57022df55b9ca296da7fc5a8760bd8451a7e63a7d427 \
+    --hash=sha256:04dc2390d9edbbaef7461f33322555976ffddf0b650a038649d026358714e6c5 \
+    --hash=sha256:06187263ddad280d05b4d8a8b3bb7d164cbebd469236544a42e6d9b28ac6a4fa \
+    --hash=sha256:0958834041a0166d343b8d2cedcd8bcbaeb4fdbe0cf08320c5379f143c3be6e7 \
+    --hash=sha256:099aaf4b4d1a02265b92a977edf00b5c4f63b3b17ac6de39b0d637c9cac0188a \
+    --hash=sha256:0d2c9bf8528f135dbb805ce027567e09164f7efa51a2be07458a2c0420f292d0 \
+    --hash=sha256:0fd59b5af35f74da48d905dcbad55449ba13be91823cb05a9bd590bbf5b61660 \
+    --hash=sha256:10734b5484ea113152ee25a91dccedf81631791805d2c9ccb054958e51842c94 \
+    --hash=sha256:13fef48778b5a2a756523fdb781326b028ca75e32858b04f2cdd19f394564917 \
+    --hash=sha256:178b4a2cdaac1818e2bf1c5a99b94383fa73ea5382e032a48dec07dc5668dc42 \
+    --hash=sha256:196913dea116aeb5a2ba95af4ddcb7ea85559ae07d8eee8751688310d09168c3 \
+    --hash=sha256:1b31822f4474c4036bae62de9402710051d431a606d6a0f907fec79935a071aa \
+    --hash=sha256:1ca071adabaab6e9219924bbe00af821f1ee7de113a9eca1cdc292de3d120f4d \
+    --hash=sha256:1d1ad32d9d4355e2be65574fd0bfd3677e7066b009cd5b9b2dee8aa6a6393b33 \
+    --hash=sha256:1dbcf7675229b35d31abb6547d8ebc8c27a830ac3f9a794edff6254873ec7c0a \
+    --hash=sha256:2293949b855ce597f2826452d17c2d545fb5622379c4ea6fdf525e9b8e8a2511 \
+    --hash=sha256:26a4dca084132874e639895c3135dfad5eb20bae209f62d1aeb31b03e601c3c0 \
+    --hash=sha256:2800a4a8ead6b28cccd1ec54b59346f0def7922ee1c7598e8499c733cfbb7c84 \
+    --hash=sha256:29cbaac5ea0212663e6845e04b5e188d5a6ae6dd919810ac835bf1d3b42c3f4c \
+    --hash=sha256:29f9309a2e42b0d273be006fdb4be2d6c39a47f6f57d8fb1cf9f81481df81b66 \
+    --hash=sha256:2d7aa89ebca5acc98cba9d1472d976e394782f587bad6661003602a619fd1821 \
+    --hash=sha256:2f22cbbac9e26a8e864c0985ff1268d5d939d53d9d9411a9824279097e03a2cb \
+    --hash=sha256:2f8ea531c794b9d6274acd4e8d2c2ebcac590a4361d27482edd3010b79f1325e \
+    --hash=sha256:3115559b8effafd63b142ea5ed53d63a16ea6469cbc63dce4ee194b42db5d853 \
+    --hash=sha256:32775082acd2d807ee3db715c7770d38767b817870acfa08c29e057f3c4d5b56 \
+    --hash=sha256:3430bb2bfe1331885c427745a751e774ee679fd4344f80b97bf879815fe8fa55 \
+    --hash=sha256:3b199b9b2b3d6a7edf3183ba8a9a137a22b97f7df525feb5ae1eccf026d2a9c6 \
+    --hash=sha256:40314bca9ac559716fe374094fc81c11dcc34b64fd6c585360f5775690505704 \
+    --hash=sha256:44e488ef40dbb452700b2b1f8188934121f6648f52c295055662d2191959ff82 \
+    --hash=sha256:452b5065457eb9991ec5eb38ff41d6cd4c991c9ac7c531c4d5849ae473a9a13f \
+    --hash=sha256:45f11346f884bc47444f6e6647131055844134c3175b629f84952e2b5cd62b64 \
+    --hash=sha256:46088abff4cba581dea21ae0467a480526cb25aa5f3c269e909f800328bc3999 \
+    --hash=sha256:4621064bbf28fa77ff64dd5d94367c04684c67d3a5bf1dff25f0cd0d98a38f3b \
+    --hash=sha256:4bc8ff1feffc6a61c7002ffe84634c41b822e104990ae009f44a0834430070bb \
+    --hash=sha256:4db0ba63d693afd40d249bd93f842b5f144f8fcbb83de05660373bcf30517b1d \
+    --hash=sha256:51f96d685ab16e88cab128cd37a52c5da540809c8b879fa047731bfcb4ad35a4 \
+    --hash=sha256:54adaa85a22078d1e306304a40984dc5be99d599bf3dc0a24dc98f7daeab89ab \
+    --hash=sha256:552ffadf6ad409844bc5919c42a0a83d88314cedddaea0e41e80a8b8fffe881f \
+    --hash=sha256:5538d2c13d93e4698af7e092b57bc7298fd35d1d58e656ae18f23ee0d0378e03 \
+    --hash=sha256:5570dbcc97571c15f68068e529c92715a12f8d54030e272d264b377e22bd17a5 \
+    --hash=sha256:5671d09a36b06d0fd4a3da0fccbcae360e9b1570924171a15e9e0997f0249fba \
+    --hash=sha256:583c19759d9eec1e5b69e2fbef36a7d9c326041be9746cb822d335c8cedc2979 \
+    --hash=sha256:5aaa2b923c1944ac8febd6609cb373540a5563e7cbcb0fd770f75dace2eb817b \
+    --hash=sha256:5dbc581d2814337da56222fab8dc5f161cd798a434e49bac27930aaef798e144 \
+    --hash=sha256:5fcb98e7598b1ee0addab320d90f65b530297a867dbfe9de52ea838077e16e3d \
+    --hash=sha256:6041d31504dc1779d700e1edcfb08eea334b357620b06681a4eabb57a74e574e \
+    --hash=sha256:66ea454f095ddf5b6b14f56c064c0941c4788be11e18d2464cf643bf7203ff67 \
+    --hash=sha256:68ce1c44c7a813a7f71ea04315a8c7b330b63db99d059a797a4651bb6f69f117 \
+    --hash=sha256:6a997d0489e9668a384fcfd5061b857aa5361de73191cac204d04b889cfbbafa \
+    --hash=sha256:6bf3be92233808fcd338eba0fb4d0b59ec5772af4f4ecfcec450d1bfc0f8b5eb \
+    --hash=sha256:6de8bd93ddde9b992cf2b2e0d796d501a19026b5b9fd87356d7d0779531a8d96 \
+    --hash=sha256:6e7b8719005dd1175be4ab1cd25e9b98659a5e0347331506ec6760d2773a7fb5 \
+    --hash=sha256:6f328175a2cde1f0ff2c4ed8ce968b9dcfb55f3a7153f39e2957ed994da13476 \
+    --hash=sha256:72d61e16dd78228b58c5d47be830ff3da7e5f139abdf0aef9d86cde1c5cf2191 \
+    --hash=sha256:74b70780220e2dd89175ca24b81b68b67c83db499ae611e7f2313cb329801c78 \
+    --hash=sha256:79aa3ff0a9b566633b642fa9caf7e21ed1c13d6feca718187873f199e1514078 \
+    --hash=sha256:7afa37062e6650640e932e4cc9297d81f9f42d9944029cc386b8247dea4da837 \
+    --hash=sha256:80168e2ebe4d3ec6599d10ad8f520304ae1cad9b6c5a95372aef1b66b7bfb53a \
+    --hash=sha256:806719138ecd720339a12410fb9614ac9b2b2d3a5fdf8235d56981c36f4039ba \
+    --hash=sha256:8114f28879e0904748e831c3a7774261bd9e75f49be089f389a76f959dcd13fe \
+    --hash=sha256:81e3a30b0bb60caa22033dd0f8a3618d1d67356212514f62c57db75cb0ef410c \
+    --hash=sha256:823581fd5cb08b12a48bfa11fe962a7916766b6170c17b028fbdf762b85eb9bf \
+    --hash=sha256:85341b12b9d55bad0bded24cac341bb34289469e03a11f3f583ea1cc1db0326c \
+    --hash=sha256:857187f381f88c8e2fa2fe56ab94879d011b883d5a2ee5a1b60a8cd2a06846d9 \
+    --hash=sha256:8a90efd5777e996e42d568db9ac740b944d691e565cbfd31b2f7832f9184b2b8 \
+    --hash=sha256:8b73ab70f1a3351fbc71f663b3e645af6dd0329100c353081cf69c37433fc6fe \
+    --hash=sha256:8c7972d8f193740d9175f0998ab38717e6cd322d5935c5b0fef8c0d323fd9031 \
+    --hash=sha256:8e778ebd44ef4f66ed60a0416b06b489687db264a9c0b3620362f26489492913 \
+    --hash=sha256:9282fb1a3bccd038da9f768b927b24a0c753e466c086b7c4f3c6982851eefb2d \
+    --hash=sha256:949c91d1a990cf3b2e8188dfcfb25005e0b834a06c63fa4ef9f360878ce21ecf \
+    --hash=sha256:95f1e3f4760d404b13c9976c0229b2b49a3c8e2c62a9ce92efdd2b11ada75e3f \
+    --hash=sha256:97797ebb098e670a2f92dd66f32897e30d7615b14e7f59711de23e30a9072539 \
+    --hash=sha256:a0e399a2eccb91ed18721f86aa85757727400b6865c89e88934781deb9c8498b \
+    --hash=sha256:a473b3440261e0c60706e732b2ed2f517857344fc21bf48fdfe211e2d98eb285 \
+    --hash=sha256:a4840ab0ae0216d952f4b53dc6d0b992bfc2bedbfe360bdd9b548bc184c08959 \
+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.0 \
+    --hash=sha256:38e5696342835b08fc116f30a25665b29531cda9d5d5643e9b81fc312385abd9 \
+    --hash=sha256:a630604310899e73c59ec302e5765c058d412b2f090b9c79c8822589f14955b8
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.34.1 \
+    --hash=sha256:34b84ce27680df7cca9f231043ada0daa55d0c44a2ddfaa58ec1d0d89d8bf60a \
+    --hash=sha256:403b093a6e28a960372b44e5eb081775c9b056e816a8029c61231743d63f881a \
+    --hash=sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b \
+    --hash=sha256:8ff40ce8cd688f7265326b38d5a1bed9bfdf5e6723d49961432f83e21d5713e4 \
+    --hash=sha256:9ce42245e704cc5027be797c1db1eb93184d44d1cdd71811fb2d9b25ad541280 \
+    --hash=sha256:bb3812cd53aefea2b028ef42bd780f5b96407247f20c6ef7c679807e9d188f11 \
+    --hash=sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7 \
+    --hash=sha256:e97b55646e6ce5cbb0954a8c28cd39a5869b59090dfaa7df4598a7fba869468c
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1993,61 +2037,61 @@ psycopg[c, pool]==3.2.5 \
 psycopg-c==3.2.5 \
     --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==23.0.1 \
-    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
-    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
-    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
-    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
-    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
-    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
-    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
-    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
-    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
-    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
-    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
-    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
-    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
-    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
-    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
-    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
-    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
-    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
-    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
-    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
-    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
-    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
-    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
-    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
-    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
-    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
-    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
-    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
-    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
-    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
-    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
-    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
-    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
-    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
-    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
-    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
-    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
-    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
-    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
-    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
-    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
-    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
-    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
-    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
-    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
-    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
-    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
-    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
-    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
-    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
+pyarrow==24.0.0 \
+    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
+    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
+    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
+    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
+    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
+    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
+    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
+    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
+    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
+    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
+    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
+    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
+    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
+    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
+    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
+    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
+    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
+    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
+    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
+    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
+    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
+    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
+    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
+    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
+    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
+    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
+    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
+    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
+    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
+    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
+    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
+    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
+    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
+    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
+    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
+    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
+    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
+    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
+    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
+    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
+    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
+    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
+    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
+    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
+    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
+    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
+    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
+    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
+    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
+    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -2072,141 +2116,140 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
     #   pydantic-settings
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
-    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
-    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
-    --hash=sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963 \
-    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
-    --hash=sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808 \
-    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
-    --hash=sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1 \
-    --hash=sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2 \
-    --hash=sha256:299e0a22e7ae2b85c1a57f104538b2656e8ab1873511fd718a1c1c6f149b77b5 \
-    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
-    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
-    --hash=sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b \
-    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
-    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
-    --hash=sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093 \
-    --hash=sha256:346285d28e4c8017da95144c7f3acd42740d637ff41946af5ce6e5e420502dd5 \
-    --hash=sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594 \
-    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
-    --hash=sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a \
-    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
-    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
-    --hash=sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284 \
-    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
-    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
-    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
-    --hash=sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f \
-    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
-    --hash=sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51 \
-    --hash=sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc \
-    --hash=sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97 \
-    --hash=sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a \
-    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
-    --hash=sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9 \
-    --hash=sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c \
-    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
-    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
-    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
-    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
-    --hash=sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e \
-    --hash=sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941 \
-    --hash=sha256:707625ef0983fcfb461acfaf14de2067c5942c6bb0f3b4c99158bed6fedd3cf3 \
-    --hash=sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612 \
-    --hash=sha256:753e230374206729bf0a807954bcc6c150d3743928a73faffee51ac6557a03c3 \
-    --hash=sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b \
-    --hash=sha256:76ee27c6e9c7f16f47db7a94157112a2f3a00e958bc626e2f4ee8bec5c328fbe \
-    --hash=sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146 \
-    --hash=sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11 \
-    --hash=sha256:7b93a4d08587e2b7e7882de461e82b6ed76d9026ce91ca7915e740ecc7855f60 \
-    --hash=sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd \
-    --hash=sha256:7f3bf998340c6d4b0c9a2f02d6a400e51f123b59565d74dc60d252ce888c260b \
-    --hash=sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c \
-    --hash=sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a \
-    --hash=sha256:873e0d5b4fb9b89ef7c2d2a963ea7d02879d9da0da8d9d4933dee8ee86a8b460 \
-    --hash=sha256:88942d3a3dff3afc8288c21e565e476fc278902ae4d6d134f1eeda118cc830b1 \
-    --hash=sha256:8bfeaf8735be79f225f3fefab7f941c712aaca36f1128c9d7e2352ee1aa87bdf \
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+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.14.1 \
+    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
+    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
     # via
     #   fastapi-mcp
     #   mcp
@@ -2231,13 +2274,13 @@ pymilvus==2.5.18 \
     --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
     --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
     # via feast (pyproject.toml)
-pymysql==1.1.2 \
-    --hash=sha256:4961d3e165614ae65014e361811a724e2044ad3ea3739de9903ae7c21f539f03 \
-    --hash=sha256:e6b1d89711dd51f8f74b1631fe08f039e7d76cf67a42a323d3178f0f25762ed9
+pymysql==1.1.3 \
+    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
+    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
     # via feast (pyproject.toml)
-pyopenssl==26.0.0 \
-    --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
-    --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -2256,13 +2299,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.29 \
+    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
+    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2345,9 +2388,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==4.6.0 \
-    --hash=sha256:585dc516b9eb042a619ef0a39c3d7d55fe81bdb4df09a52c9cdde0d07bf1aa7d \
-    --hash=sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c
+redis==7.4.0 \
+    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
+    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2355,9 +2398,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2373,9 +2416,9 @@ requests-oauthlib==2.0.0 \
     # via
     #   google-auth-oauthlib
     #   kubernetes
-rich==14.3.3 \
-    --hash=sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d \
-    --hash=sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
+    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
     # via
     #   fastapi-mcp
     #   ibis-framework
@@ -2521,109 +2564,109 @@ six==1.17.0 \
     # via
     #   kubernetes
     #   python-dateutil
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.5.0 \
+    --hash=sha256:0c92794e56faaafbdf6fedfa0473bd29f40ea89ad258b322c92b27b27f57bc35 \
+    --hash=sha256:16311dc9c4a0e2d6cd14ecd43f1f607e291ba5397832123a0b04a326897ef8b0 \
+    --hash=sha256:1897be7487587d9ce7feae132a288e714b3b07f3b3f3404e62b6dfcebde94bb9 \
+    --hash=sha256:206ea5e947ac346d121dd344048b7dd1b2ab4a0da03375ce3d90321a8ce598db \
+    --hash=sha256:2c04c2a7ee5a183be1204417077584c07569e66997e8d093403bb1604b5463bd \
+    --hash=sha256:34fbeb3f8ad26f34659c687cb27136d8eb9aea1ac65bc4b8b32091dc727f1f14 \
+    --hash=sha256:376eb9d956f6b9287df448e483ec862b94fb9ccb06cefc945b68ddac1c7d1c48 \
+    --hash=sha256:39c2b9d17da9a23475ad52a8e7b389001d7277bf400428c4c6af6bd1099bc62e \
+    --hash=sha256:4870858f2fa312343b0063fb4da57b3e893d80aa00e371bc637981f3eed9c254 \
+    --hash=sha256:56baa39a1fa9f0cdcdad3da022508396268d0bf6bb6df28087b02e4826e88bd1 \
+    --hash=sha256:583adc49b38316d3023dc80bef81a27a3027a2f8109a36e69a0083785b7f8662 \
+    --hash=sha256:5f73f1b0ed24e01d9dd627b088cc83e62e81ea5b19bee679946941f6d1947ef9 \
+    --hash=sha256:64ec9b5dddf19c7f4ce4355d1b8e16239a26d1d161d92219919953510664269c \
+    --hash=sha256:6bb323323c573c903500e1c654f71c0aad7b62149e2f719c611377fac9c05833 \
+    --hash=sha256:7badadc59d7e75550c7f35bdb9414895cae5898a4f9901b02231d0eaa694a4a0 \
+    --hash=sha256:81bfdbd865fceb5e9ac1969976c8f635e21185c06d97a31cac8ca3a4b4697b1d \
+    --hash=sha256:92d865b9b60a767a55787540dbf04b3074a7b1a728f24ddbec2bbcf257215625 \
+    --hash=sha256:93febe6d69c4dc46a64d16a0b6ed65b523d869f1691ead791eb22ebd8b6725ce \
+    --hash=sha256:9a17b5a8e43611bd7eae289de2b8f71679bb386b8d82036f0b36436827308f81 \
+    --hash=sha256:9c0cc17ceb915842dfdee7baaccbdcd5b5e3de06977231b8a31704c2ed8532d8 \
+    --hash=sha256:a1aa9128aa43d09771e845a1af1fc2a5d5a014ab0bea8bea4b72501662ba601f \
+    --hash=sha256:a28a9391b464f9060304d8468a24bff6a2d13bf5801c92fbf8c05907e5fb06f4 \
+    --hash=sha256:d7f5e2ea42521c033c4ac0e60685c50a47082715eb57cdaf92b438d9bb44d220 \
+    --hash=sha256:e4481849c65d4eeaef89efd589c7690bc51d7535524f278dde9b29012fdf5084 \
+    --hash=sha256:ee03a9b8f61192d72374e3785650460ed0c996c7153a8b38140be6e162ac4fb1
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
     # via feast (pyproject.toml)
-sqlglot==30.2.1 \
-    --hash=sha256:ef4a67cc6f66a8043085eb8ea95fa9541c1625dffa9145ad4e9815a7ba60a199 \
-    --hash=sha256:f23d9ee9427ef9d20df15f9b0ffa57d9eb45e52b012219a349d1e6b50ed926d1
+sqlglot==30.8.0 \
+    --hash=sha256:1c5f93fb742dd9aaa75eee6bb33a637794a858b9a86375fac23a2dc0f7bc127e \
+    --hash=sha256:af903378c331d5b72277a1b41118f07bc3e50cf4478e2d47eed12c96ee6a22a4
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.4 \
+    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2693,9 +2736,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2710,17 +2753,17 @@ tqdm==4.67.3 \
     # via
     #   feast (pyproject.toml)
     #   milvus-lite
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
-typer==0.24.1 \
-    --hash=sha256:112c1f0ce578bfb4cab9ffdabc68f031416ebcc216536611ba21f04e9aa84c9e \
-    --hash=sha256:e39b4732d65fbdcde189ae76cf7cd48aeae72919dea1fdfc16593be016256b45
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
-types-pymysql==1.1.0.20251220 \
-    --hash=sha256:ae1c3df32a777489431e2e9963880a0df48f6591e0aa2fd3a6fabd9dee6eca54 \
-    --hash=sha256:fa1082af7dea6c53b6caa5784241924b1296ea3a8d3bd060417352c5e10c0618
+types-pymysql==1.1.0.20260518 \
+    --hash=sha256:39a2448c4267dc4551e0824d2bfaecf7dfd171e89e6dbba90f4d4d45d55e4342 \
+    --hash=sha256:cf697ce4e44124fc859e8e8a7f047c1dc864745c3c628b85a51b3ee01502ef98
     # via feast (pyproject.toml)
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -2751,95 +2794,93 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
+ujson==5.12.1 \
+    --hash=sha256:07f307780f85b49cba93f291718421b6f5f3b627a323b431fad937a18f6587cb \
+    --hash=sha256:080bc65ac7c0a6314d45d55b6171d3a48b1aeaf89895654d625b291cfe46309f \
+    --hash=sha256:0be2b4f2f547b9f0f3d902640e410e5a2fc851576cbe033c88445a23e3e7aef1 \
+    --hash=sha256:10f44bd08ae52ee23ca6e8b472692e5da1768af2d53ff1bad6f40b532e0bc7ee \
+    --hash=sha256:12e99e49c62322ed0394c914aff15403ba7ede0b74f05a0faa4ec12c7d17a139 \
+    --hash=sha256:191d2077fd53441599a2efd3dcc205b9cc5f3a4d685a76e9f73f4b6c19aee0c9 \
+    --hash=sha256:19ea07e29a45d199f926aadf93a9974128438c01b83141fba32477c0ee604b33 \
+    --hash=sha256:1a09636220f26c66f80c6c6283023cb53120e843825f890be92696cd1aa43f39 \
+    --hash=sha256:1c335caea51c31494e514b82d50763b9792d3960d2c7d9fdb6b6fb8ed50ebdd0 \
+    --hash=sha256:251ba8229e19b4b0b3efb5e7e3ddfa67c5c466aa492707bc3f6568bf714604dc \
+    --hash=sha256:26dcb43869057373048cbd2678293c5b0f962d5774cc76fc9488564a209bcbf2 \
+    --hash=sha256:289f13095764d03734adfa10107da9b530ceb64dc1b02a5f507588d978d5b7df \
+    --hash=sha256:29d1d64ed2c3c17666f4f0e15462800f3477255dc53667ad5d099277866c5666 \
+    --hash=sha256:2cfbd6b0c677d5d053964b8f98d8bb1af10c591c8c24454bcd40006ac8ba18db \
+    --hash=sha256:3a6efff7dc6515416366819de4a1bc449b77107c5b48508b101fd40f7f8bec08 \
+    --hash=sha256:3e30fa6bc7156ed709e13f8b52e917db08fbfd611ba61346b62630974ec0ba8e \
+    --hash=sha256:427893168d074e59214b0ee058337c57f5bb80175cdd5b4799a9c931aae22022 \
+    --hash=sha256:45022aae09ac3d45bda6fbfc631088d1aff9a0465542d40bd6d295ced378c430 \
+    --hash=sha256:46315b82505c99101dcab3bd979f15fecfde85c02df7efbb4e428fa357665290 \
+    --hash=sha256:485f0182a0c0b54c304061cdc826d8343ce595c4055f7a24e72772a8520e5f7b \
+    --hash=sha256:49dd9c378e1c8e676785ff2b62cb490074229f15ab54abf45b623713cb2c36b5 \
+    --hash=sha256:4e12ca368b397aed7fa1eec534ea1ba8d94977b376f9df3e93ae1acfd004ec40 \
+    --hash=sha256:4ea0c490c702c20495e97345acfcf0c2f3153e658ef537ff111929c48b89e10a \
+    --hash=sha256:4f39ba3b65cc637b59731532f7e7c807786bff1d0332ab2d5b96a04d2584d78f \
+    --hash=sha256:50d07e79ec70d32b4fbe18ab706ed0b172be08710d5901b9d067d7951bfaa164 \
+    --hash=sha256:558673c6c3a2309775683ca96d5f1e4cd99889f71b1ba5cb6be8aa37ae67f9e0 \
+    --hash=sha256:5b7e96406c301a1366534479a7352ec40ec68bb327c0c119091635acd5925e35 \
+    --hash=sha256:5dc91fa06ea35920b704fd9d70871897680145998071cfbf5ee3e19f2c9fc242 \
+    --hash=sha256:66005b49c753a1b9f2f8853919dc58e1e6bd66846ea341a33afa76c6d7602485 \
+    --hash=sha256:696224d4cfb8883fa5c0285dff31e5ce924704dd9ccd38e9ea8b5bf4a42b12fc \
+    --hash=sha256:6cc6ea753b7303fa5629fa9ac9257ea4b001c4d72583b2bb36ff1855a07db49f \
+    --hash=sha256:6d8827904358d7da59ccf2e1fd8de59e78248036d17fecc0462e62c6721f1102 \
+    --hash=sha256:6f19e9a407a24230df0cc1ec1c0f5999872ba526b14a780f80ad6479f5eed9bc \
+    --hash=sha256:71bdb5d10c6d7e710cfa78e743d9fb79a37c7c66fa916cd287bffbaa520f5abe \
+    --hash=sha256:727e983ef27892d86ee2d28fd517eeb02b2c1165aafcbe929dce988aeee81bfe \
+    --hash=sha256:757f2026bef09d231d63a2250a2c7ad21ea1c9cb1ded6480659d202c4e2ef09e \
+    --hash=sha256:758e5c8fbe4e6d483041e03b307b01fb5d2f2dd4452d4d4b927ab902e188939e \
+    --hash=sha256:7642a41520ac1b2bc25ea282b66b8da522cc43424442e6fb5e039be4d4f96530 \
+    --hash=sha256:77a71fe53427a0cf49d56eafd801d9f7e203b784b7f99cc717783fd6f6f7b732 \
+    --hash=sha256:7957b64583793042521f7f7c71c01626b3d32a17528eaab980eb8cdc3d4eec68 \
+    --hash=sha256:7bba5ab7965619db7d6f5503133b8e2d8bfce9bb6754224ca64d19261cc52f7c \
+    --hash=sha256:7dc5cf44ea42365cd1b66e6ed3fc6ca040c86587b024a6659b98e99d31cff2cd \
+    --hash=sha256:7e31afad20cd6837a5ac6965d95b44b0ff06e42a82b01a8d3dc606a07f0b7a2a \
+    --hash=sha256:80f58ae2be100da0f525330ee274accd8892d1c125fea75076f60539d9a5f9cd \
+    --hash=sha256:8416bb724db9accfa97bdb77245952494b1800c23e42defd46afb5c661c9af19 \
+    --hash=sha256:8aa731138d6dfca4ab84501b72384e6c544bfb48cb87a0dd4d304df3246cac25 \
+    --hash=sha256:8b657e870c77aaacdeea86cfad3e6d2ef9b52517e45988c9c367f7ee764fe4dd \
+    --hash=sha256:8df5d984ff4ac1ef292d70f30da03417038a7e1e0bc272d28ca9d34f02f41682 \
+    --hash=sha256:949cb4863a5d4847edeb47c5364b334e8cadf23a7cbdaa547d86098a4b093106 \
+    --hash=sha256:9523d67d45334f9a1d62e423bd72be62b58d2289a50420ffffa9363763eab73f \
+    --hash=sha256:963287e4b1bc463735c4056968a2dfa59bb831b6daba68bddd14f451191fe9e5 \
+    --hash=sha256:984b5a99d1e0a037c2046c3c4b34cec832565d62d5017be0a035bf3cbfab72dc \
+    --hash=sha256:a7a81724d5d90a2da7155d15d8b156ce57eaed7cdd622df813f36a8e612fd4c8 \
+    --hash=sha256:b21b4c680594c8686bcd4cdda0fd3ea2567b9d42bcf1d1e3d92d39bcdb02e8f1 \
+    --hash=sha256:b22aa0f644516d3d5b29464949e4b23fe784f84b4a1030ab9ac3cb42aaedabb1 \
+    --hash=sha256:b2c419bf42ae40963fc27f70c59e24e9a97f5cf168dbce2c572f3c0ce3595912 \
+    --hash=sha256:b5db0849c0e3da54822a5834f2dc51d7c51072d7f7d665014ee34600dc10889b \
+    --hash=sha256:b6afa86c117b66034004ee83c5149c6dccf7cb88941f9d3a1640c7076577f2d4 \
+    --hash=sha256:bca3f04b2f590a8211acdc3ca06649b65a7ed1e999437dccf095310be9d3ba4e \
+    --hash=sha256:bdc6b277dcd27663f7fb76b6a5088424c66e0407c23e9884f80cd733f7d71b19 \
+    --hash=sha256:c4bdc052a5d097f0a2e56d93aed97355f9f7a62ef9baa4f8517e43245434af9c \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba \
+    --hash=sha256:c8e626b6bc9bdd2e8f7393b7d99f3daa2ca4022e6203662e70de7bb3604b21b9 \
+    --hash=sha256:cec6b9b539539affc1f01a795c99574592a635ce22331b64f2b42e0af570659e \
+    --hash=sha256:d57d731ecf492d3d011e65369f8330654f0875b19f646be5270d478e843d3b81 \
+    --hash=sha256:d90d27953716ef206c42f166932b3dbb264dc638bbf32acae81b216ae35f566d \
+    --hash=sha256:dc26caebea90425662ef0b979f945f6ac832651881107d6ec9a3c4d4a4ba929c \
+    --hash=sha256:e08d9e096c416ddc34519241f97c201258b42639f2012d9547d8ae32921800dd \
+    --hash=sha256:e3c9c894971f4ada3ded16a804ed4640e1f2b3e5239beaeec7c48296f39f4232 \
+    --hash=sha256:e4b0c9f6a56aa94bb98b403e1f57a866f0b43abaa89757b24d4a4b3cd8643ced \
+    --hash=sha256:ea3bed53d2ea8e5642e814a9e41f3e29420a8067874ba03ace8c0462e160490c \
+    --hash=sha256:ee83fbac03a0896faf190177c938f94eb610b798d495a19d50997242c4eca685 \
+    --hash=sha256:f48ef8a16f1d85bd7982beac7adfd3fb704058631db84c1c61c8a1b7072b1508 \
+    --hash=sha256:f6074d3d3267ba1914c624b6e1fa3d8152648ff36b0ab77ddf83b92db488c30d \
+    --hash=sha256:f67c5f0d64eba0fbbd6d2d6a79b0c43c5bc06f27564378fd5d716e0d40360068 \
+    --hash=sha256:f75caed5b6d1fc271bb720a780c4199914267f7b865f9bf17826c4feccea582c
     # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
@@ -2907,116 +2948,114 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
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+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
diff --git a/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt b/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
index 15c53b6ba7e..48163513c45 100644
--- a/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
@@ -4,6 +4,41 @@
 #
 #    pybuild-deps compile --generate-hashes --output-file=sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
 #
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
@@ -208,9 +243,9 @@ cython==3.2.4 \
     # via
     #   pyarrow
     #   uvloop
-dunamai==1.26.0 \
-    --hash=sha256:5396ac43aa20ed059040034e9f9798c7464cf4334c6fc3da3732e29273a2f97d \
-    --hash=sha256:f584edf0fda0d308cce0961f807bc90a8fe3d9ff4d62f94e72eca7b43f0ed5f6
+dunamai==1.26.1 \
+    --hash=sha256:2727d939c5b4257cb01ea404372803b477f5176e5a347c43beaf89cd5072e853 \
+    --hash=sha256:3b46007bd65b00b4824ead0a1aee365fd22d0ec2b9c219497d4fd48f52860c8b
     # via uv-dynamic-versioning
 expandvars==1.1.2 \
     --hash=sha256:6c5822b7b756a99a356b915dd1267f52ab8a4efaa135963bd7f4bd5d368f71d7 \
@@ -250,9 +285,9 @@ gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
     # via gitpython
-gitpython==3.1.46 \
-    --hash=sha256:400124c7d0ef4ea03f7310ac2fbf7151e09ff97f2a3288d64a440c584a29c37f \
-    --hash=sha256:79812ed143d9d25b6d176a10bb511de0f9c67b1fa641d82097b0ab90398a2058
+gitpython==3.1.50 \
+    --hash=sha256:80da2d12504d52e1f998772dc5baf6e553f8d2fcfe1fcc226c9d9a2ee3372dcc \
+    --hash=sha256:d352abe2908d07355014abdd21ddf798c2a961469239afec4962e9da884858f9
     # via pymilvus
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
@@ -307,6 +342,7 @@ hatchling==1.29.0 \
     #   pydantic-settings
     #   pygments
     #   python-multipart
+    #   redis
     #   referencing
     #   scikit-build-core
     #   starlette
@@ -319,97 +355,164 @@ jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
     # via uv-dynamic-versioning
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+libcst==1.8.6 \
+    --hash=sha256:04030ea4d39d69a65873b1d4d877def1c3951a7ada1824242539e399b8763d30 \
+    --hash=sha256:06fc56335a45d61b7c1b856bfab4587b84cfe31e9d6368f60bb3c9129d900f58 \
+    --hash=sha256:089c58e75cb142ec33738a1a4ea7760a28b40c078ab2fd26b270dac7d2633a4d \
+    --hash=sha256:08bd63a8ce674be431260649e70fca1d43f1554f1591eac657f403ff8ef82c7a \
+    --hash=sha256:0c13d5bd3d8414a129e9dccaf0e5785108a4441e9b266e1e5e9d1f82d1b943c9 \
+    --hash=sha256:0cbe17067055829607c5ba4afa46bfa4d0dd554c0b5a583546e690b7367a29b6 \
+    --hash=sha256:16cfe0cfca5fd840e1fb2c30afb628b023d3085b30c3484a79b61eae9d6fe7ba \
+    --hash=sha256:1a3a5e4ee870907aa85a4076c914ae69066715a2741b821d9bf16f9579de1105 \
+    --hash=sha256:1dc3b897c8b0f7323412da3f4ad12b16b909150efc42238e19cbf19b561cc330 \
+    --hash=sha256:203ec2a83f259baf686b9526268cd23d048d38be5589594ef143aee50a4faf7e \
+    --hash=sha256:207481197afd328aa91d02670c15b48d0256e676ce1ad4bafb6dc2b593cc58f1 \
+    --hash=sha256:25eaeae6567091443b5374b4c7d33a33636a2d58f5eda02135e96fc6c8807786 \
+    --hash=sha256:25fc7a1303cad7639ad45ec38c06789b4540b7258e9a108924aaa2c132af4aca \
+    --hash=sha256:2f04d3672bde1704f383a19e8f8331521abdbc1ed13abb349325a02ac56e5012 \
+    --hash=sha256:351ab879c2fd20d9cb2844ed1ea3e617ed72854d3d1e2b0880ede9c3eea43ba8 \
+    --hash=sha256:36473e47cb199b7e6531d653ee6ffed057de1d179301e6c67f651f3af0b499d6 \
+    --hash=sha256:3649a813660fbffd7bc24d3f810b1f75ac98bd40d9d6f56d1f0ee38579021073 \
+    --hash=sha256:375965f34cc6f09f5f809244d3ff9bd4f6cb6699f571121cebce53622e7e0b86 \
+    --hash=sha256:3a926a4b42015ee24ddfc8ae940c97bd99483d286b315b3ce82f3bafd9f53474 \
+    --hash=sha256:3f4fbb7f569e69fd9e89d9d9caa57ca42c577c28ed05062f96a8c207594e75b8 \
+    --hash=sha256:42a4f68121e2e9c29f49c97f6154e8527cd31021809cc4a941c7270aa64f41aa \
+    --hash=sha256:44f38139fa95e488db0f8976f9c7ca39a64d6bc09f2eceef260aa1f6da6a2e42 \
+    --hash=sha256:455f49a93aea4070132c30ebb6c07c2dea0ba6c1fde5ffde59fc45dbb9cfbe4b \
+    --hash=sha256:4d7bbdd35f3abdfb5ac5d1a674923572dab892b126a58da81ff2726102d6ec2e \
+    --hash=sha256:4fc3fef8a2c983e7abf5d633e1884c5dd6fa0dcb8f6e32035abd3d3803a3a196 \
+    --hash=sha256:536567441182a62fb706e7aa954aca034827b19746832205953b2c725d254a93 \
+    --hash=sha256:5432e785322aba3170352f6e72b32bea58d28abd141ac37cc9b0bf6b7c778f58 \
+    --hash=sha256:55ec021a296960c92e5a33b8d93e8ad4182b0eab657021f45262510a58223de1 \
+    --hash=sha256:59a7e388c57d21d63722018978a8ddba7b176e3a99bd34b9b84a576ed53f2978 \
+    --hash=sha256:5dcaaebc835dfe5755bc85f9b186fb7e2895dda78e805e577fef1011d51d5a5c \
+    --hash=sha256:6366ab2107425bf934b0c83311177f2a371bfc757ee8c6ad4a602d7cbcc2f363 \
+    --hash=sha256:6421a930b028c5ef4a943b32a5a78b7f1bf15138214525a2088f11acbb7d3d64 \
+    --hash=sha256:6609291c41f7ad0bac570bfca5af8fea1f4a27987d30a1fa8b67fe5e67e6c78d \
+    --hash=sha256:6a65f844d813ab4ef351443badffa0ae358f98821561d19e18b3190f59e71996 \
+    --hash=sha256:6aa11df6c58812f731172b593fcb485d7ba09ccc3b52fea6c7f26a43377dc748 \
+    --hash=sha256:6b23d14a7fc0addd9795795763af26b185deb7c456b1e7cc4d5228e69dab5ce8 \
+    --hash=sha256:6cad63e3a26556b020b634d25a8703b605c0e0b491426b3e6b9e12ed20f09100 \
+    --hash=sha256:6d8b67874f2188399a71a71731e1ba2d1a2c3173b7565d1cc7ffb32e8fbaba5b \
+    --hash=sha256:72cca15800ffc00ba25788e4626189fe0bc5fe2a0c1cb4294bce2e4df21cc073 \
+    --hash=sha256:7445479ebe7d1aff0ee094ab5a1c7718e1ad78d33e3241e1a1ec65dcdbc22ffb \
+    --hash=sha256:7f04febcd70e1e67917be7de513c8d4749d2e09206798558d7fe632134426ea4 \
+    --hash=sha256:8066f1b70f21a2961e96bedf48649f27dfd5ea68be5cd1bed3742b047f14acde \
+    --hash=sha256:819c8081e2948635cab60c603e1bbdceccdfe19104a242530ad38a36222cb88f \
+    --hash=sha256:85b7025795b796dea5284d290ff69de5089fc8e989b25d6f6f15b6800be7167f \
+    --hash=sha256:87e74f7d7dfcba9efa91127081e22331d7c42515f0a0ac6e81d4cf2c3ed14661 \
+    --hash=sha256:8a434c521fadaf9680788b50d5c21f4048fa85ed19d7d70bd40549fbaeeecab1 \
+    --hash=sha256:98fa1ca321c81fb1f02e5c43f956ca543968cc1a30b264fd8e0a2e1b0b0bf106 \
+    --hash=sha256:a20c5182af04332cc94d8520792befda06d73daf2865e6dddc5161c72ea92cb9 \
+    --hash=sha256:b0d8c364c44ae343937f474b2e492c1040df96d94530377c2f9263fb77096e4f \
+    --hash=sha256:b188e626ce61de5ad1f95161b8557beb39253de4ec74fc9b1f25593324a0279c \
+    --hash=sha256:b6c1248cc62952a3a005792b10cdef2a4e130847be9c74f33a7d617486f7e532 \
+    --hash=sha256:ba9ab2b012fbd53b36cafd8f4440a6b60e7e487cd8b87428e57336b7f38409a4 \
+    --hash=sha256:bb9b4077bdf8857b2483879cbbf70f1073bc255b057ec5aac8a70d901bb838e9 \
+    --hash=sha256:bdb14bc4d4d83a57062fed2c5da93ecb426ff65b0dc02ddf3481040f5f074a82 \
+    --hash=sha256:bff00e1c766658adbd09a175267f8b2f7616e5ee70ce45db3d7c4ce6d9f6bec7 \
+    --hash=sha256:c0a0cc80aebd8aa15609dd4d330611cbc05e9b4216bcaeabba7189f99ef07c28 \
+    --hash=sha256:c188d06b583900e662cd791a3f962a8c96d3dfc9b36ea315be39e0a4c4792ebf \
+    --hash=sha256:c41c76e034a1094afed7057023b1d8967f968782433f7299cd170eaa01ec033e \
+    --hash=sha256:c9d7aeafb1b07d25a964b148c0dda9451efb47bbbf67756e16eeae65004b0eb5 \
+    --hash=sha256:cb2679ef532f9fa5be5c5a283b6357cb6e9888a8dd889c4bb2b01845a29d8c0b \
+    --hash=sha256:da95b38693b989eaa8d32e452e8261cfa77fe5babfef1d8d2ac25af8c4aa7e6d \
+    --hash=sha256:e00e275d4ba95d4963431ea3e409aa407566a74ee2bf309a402f84fc744abe47 \
+    --hash=sha256:f1472eeafd67cdb22544e59cf3bfc25d23dc94058a68cf41f6654ff4fcb92e09 \
+    --hash=sha256:f729c37c9317126da9475bdd06a7208eb52fcbd180a6341648b45a56b4ba708b \
+    --hash=sha256:fea5c7fa26556eedf277d4f72779c5ede45ac3018650721edd77fd37ccd4a2d4
+    # via pyarrow
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -502,22 +605,23 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-maturin==1.12.6 \
-    --hash=sha256:06fc8d089f98623ce924c669b70911dfed30f9a29956c362945f727f9abc546b \
-    --hash=sha256:2cb41139295eed6411d3cdafc7430738094c2721f34b7eeb44f33cac516115dc \
-    --hash=sha256:351f3af1488a7cbdcff3b6d8482c17164273ac981378a13a4a9937a49aec7d71 \
-    --hash=sha256:3f32e0a3720b81423c9d35c14e728cb1f954678124749776dc72d533ea1115e8 \
-    --hash=sha256:6892b4176992fcc143f9d1c1c874a816e9a041248eef46433db87b0f0aff4278 \
-    --hash=sha256:6dbddfe4dc7ddee60bbac854870bd7cfec660acb54d015d24597d59a1c828f61 \
-    --hash=sha256:75133e56274d43b9227fd49dca9a86e32f1fd56a7b55544910c4ce978c2bb5aa \
-    --hash=sha256:8fdb0f63e77ee3df0f027a120e9af78dbc31edf0eb0f263d55783c250c33b728 \
-    --hash=sha256:977290159d252db946054a0555263c59b3d0c7957135c69e690f4b1558ee9983 \
-    --hash=sha256:bae91976cdc8148038e13c881e1e844e5c63e58e026e8b9945aa2d19b3b4ae89 \
-    --hash=sha256:c0c742beeeef7fb93b6a81bd53e75507887e396fd1003c45117658d063812dad \
-    --hash=sha256:d37be3a811a7f2ee28a0fa0964187efa50e90f21da0c6135c27787fa0b6a89db \
-    --hash=sha256:e90dc12bc6a38e9495692a36c9e231c4d7e0c9bfde60719468ab7d8673db3c45 \
-    --hash=sha256:fa84b7493a2e80759cacc2e668fa5b444d55b9994e90707c42904f55d6322c1e
+maturin==1.13.3 \
+    --hash=sha256:0ef257e692cc756c87af5bea95ddfe7d3ac49d3376a7a87f728d63f06e7b6f8b \
+    --hash=sha256:1cc0a110b224ca90406b668a3e3c1f5a515062e59e26292f6dbaf5fd4909c6f3 \
+    --hash=sha256:2389fe92d017cea9d94e521fa0175314a4c52f79a1057b901fbc9f8686ef7d0b \
+    --hash=sha256:3cc13929ca82aefa4adbf0f2c35419369796213c6fb0eb24e914945f50ef5d8c \
+    --hash=sha256:3db93337ed97e60ffc878aa8b493cd7ae44d3a5e1a37256db3a4491f57565018 \
+    --hash=sha256:4667ef609ab446c1b5e0bfe4f9fb99699ab6d8548433f8d1a684256e0b67217f \
+    --hash=sha256:49fd6ab08da28098ccf37afca24cdba72376ba9c1eedf9dd25ff82ed771961ff \
+    --hash=sha256:4cd478e6e4c56251e48ed079b8efd55b30bc5c09cf695a1bdafaeb582ee735a0 \
+    --hash=sha256:53b08bd075649ce96513ad9abf241a43cb685ed6e9e7790f8dbc2d66e95d8323 \
+    --hash=sha256:771e1e9e71a278e56db01552e0d1acfd1464259f9575b6e72842f893cd299079 \
+    --hash=sha256:a2675e25f313034ae6f57388cf14818f87d8961c4a96795287f3e155f59beb11 \
+    --hash=sha256:b6741d7bf4af97da937528fd1e523c6ab54f53d9a21870fa735d6e67fd88e273 \
+    --hash=sha256:c00ea6428dea17bf616fe93770837634454b28c2de1a876e42ef8036c616079a \
+    --hash=sha256:def4a435ea9d2ee93b18ba579dc8c9cf898889a66f312cd379b5e374ec3e3ad6
     # via
+    #   ast-serialize
     #   cryptography
     #   pydantic-core
     #   rpds-py
@@ -540,85 +644,85 @@ mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   pandas
     #   pyarrow
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   hatchling
     #   meson-python
@@ -628,9 +732,9 @@ packaging==26.0 \
     #   setuptools-scm
     #   vcs-versioning
     #   wheel
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
@@ -650,22 +754,22 @@ pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via hatchling
-poetry-core==2.3.2 \
-    --hash=sha256:20cb71be27b774628da9f384effd9183dfceb53bcef84063248a8672aa47031f \
-    --hash=sha256:23df641b64f87fbb4ce1873c1915a4d4bb1b7d808c596e4307edc073e68d7234
+poetry-core==2.4.0 \
+    --hash=sha256:4305848477da00272bebd3f615bbec87f64bd117cdb858ab660b626a06a9d96c \
+    --hash=sha256:4e8c7496cf797998ffc493f2e23eba4b038c894c08eadacdcdf688945de6b43a
     # via
     #   aiohappyeyeballs
     #   dunamai
     #   pkgconfig
     #   rich
     #   tomlkit
-pybind11-global==3.0.3 \
-    --hash=sha256:141adb150fdb84f6eba3e27241da886f4582574a3d1c30568bf33c1ed3ec8b82 \
-    --hash=sha256:7a75ee81e903ea15bdf05db1342c37400751a72316b6620c800b66d70be45632
+pybind11-global==3.0.4 \
+    --hash=sha256:95b693c3d646c6b7217a97156a36b6d40305505d4a5a728082da6fe75ada29f5 \
+    --hash=sha256:a73e2ebd29f4ee5d7c754b495d555cd703f2cd26c84abe360ee56411dcd7834d
     # via pybind11
-pybind11==3.0.3 \
-    --hash=sha256:00471cdb816882c484708bc5dde80815c8c11cea540ab2cc6410f5ddea434755 \
-    --hash=sha256:fb5f8e4a64946b4dcc0451c83a8c384f803bc0a62dd1ba02f199e97dbc9aad4c
+pybind11==3.0.4 \
+    --hash=sha256:3286b59c8a774b9ee650169302dd5a4eedc30a8617905a0560dd8ee44775130c \
+    --hash=sha256:961720ee652da51d531b7b2451a6bd2bc042b0106e6d9baa48ecb7d58034ce63
     # via duckdb
 pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
@@ -675,26 +779,104 @@ pyproject-metadata==0.11.0 \
     --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
     --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
     # via meson-python
+pyyaml==6.0.3 \
+    --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
+    --hash=sha256:0150219816b6a1fa26fb4699fb7daa9caf09eb1999f3b70fb6e786805e80375a \
+    --hash=sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3 \
+    --hash=sha256:02ea2dfa234451bbb8772601d7b8e426c2bfa197136796224e50e35a78777956 \
+    --hash=sha256:0f29edc409a6392443abf94b9cf89ce99889a1dd5376d94316ae5145dfedd5d6 \
+    --hash=sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c \
+    --hash=sha256:16249ee61e95f858e83976573de0f5b2893b3677ba71c9dd36b9cf8be9ac6d65 \
+    --hash=sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a \
+    --hash=sha256:1ebe39cb5fc479422b83de611d14e2c0d3bb2a18bbcb01f229ab3cfbd8fee7a0 \
+    --hash=sha256:214ed4befebe12df36bcc8bc2b64b396ca31be9304b8f59e25c11cf94a4c033b \
+    --hash=sha256:2283a07e2c21a2aa78d9c4442724ec1eb15f5e42a723b99cb3d822d48f5f7ad1 \
+    --hash=sha256:22ba7cfcad58ef3ecddc7ed1db3409af68d023b7f940da23c6c2a1890976eda6 \
+    --hash=sha256:27c0abcb4a5dac13684a37f76e701e054692a9b2d3064b70f5e4eb54810553d7 \
+    --hash=sha256:28c8d926f98f432f88adc23edf2e6d4921ac26fb084b028c733d01868d19007e \
+    --hash=sha256:2e71d11abed7344e42a8849600193d15b6def118602c4c176f748e4583246007 \
+    --hash=sha256:34d5fcd24b8445fadc33f9cf348c1047101756fd760b4dacb5c3e99755703310 \
+    --hash=sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4 \
+    --hash=sha256:3c5677e12444c15717b902a5798264fa7909e41153cdf9ef7ad571b704a63dd9 \
+    --hash=sha256:3ff07ec89bae51176c0549bc4c63aa6202991da2d9a6129d7aef7f1407d3f295 \
+    --hash=sha256:41715c910c881bc081f1e8872880d3c650acf13dfa8214bad49ed4cede7c34ea \
+    --hash=sha256:418cf3f2111bc80e0933b2cd8cd04f286338bb88bdc7bc8e6dd775ebde60b5e0 \
+    --hash=sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e \
+    --hash=sha256:4a2e8cebe2ff6ab7d1050ecd59c25d4c8bd7e6f400f5f82b96557ac0abafd0ac \
+    --hash=sha256:4ad1906908f2f5ae4e5a8ddfce73c320c2a1429ec52eafd27138b7f1cbe341c9 \
+    --hash=sha256:501a031947e3a9025ed4405a168e6ef5ae3126c59f90ce0cd6f2bfc477be31b7 \
+    --hash=sha256:5190d403f121660ce8d1d2c1bb2ef1bd05b5f68533fc5c2ea899bd15f4399b35 \
+    --hash=sha256:5498cd1645aa724a7c71c8f378eb29ebe23da2fc0d7a08071d89469bf1d2defb \
+    --hash=sha256:5cf4e27da7e3fbed4d6c3d8e797387aaad68102272f8f9752883bc32d61cb87b \
+    --hash=sha256:5e0b74767e5f8c593e8c9b5912019159ed0533c70051e9cce3e8b6aa699fcd69 \
+    --hash=sha256:5ed875a24292240029e4483f9d4a4b8a1ae08843b9c54f43fcc11e404532a8a5 \
+    --hash=sha256:5fcd34e47f6e0b794d17de1b4ff496c00986e1c83f7ab2fb8fcfe9616ff7477b \
+    --hash=sha256:5fdec68f91a0c6739b380c83b951e2c72ac0197ace422360e6d5a959d8d97b2c \
+    --hash=sha256:6344df0d5755a2c9a276d4473ae6b90647e216ab4757f8426893b5dd2ac3f369 \
+    --hash=sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd \
+    --hash=sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824 \
+    --hash=sha256:66291b10affd76d76f54fad28e22e51719ef9ba22b29e1d7d03d6777a9174198 \
+    --hash=sha256:66e1674c3ef6f541c35191caae2d429b967b99e02040f5ba928632d9a7f0f065 \
+    --hash=sha256:6adc77889b628398debc7b65c073bcb99c4a0237b248cacaf3fe8a557563ef6c \
+    --hash=sha256:79005a0d97d5ddabfeeea4cf676af11e647e41d81c9a7722a193022accdb6b7c \
+    --hash=sha256:7c6610def4f163542a622a73fb39f534f8c101d690126992300bf3207eab9764 \
+    --hash=sha256:7f047e29dcae44602496db43be01ad42fc6f1cc0d8cd6c83d342306c32270196 \
+    --hash=sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b \
+    --hash=sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00 \
+    --hash=sha256:8d1fab6bb153a416f9aeb4b8763bc0f22a5586065f86f7664fc23339fc1c1fac \
+    --hash=sha256:8da9669d359f02c0b91ccc01cac4a67f16afec0dac22c2ad09f46bee0697eba8 \
+    --hash=sha256:8dc52c23056b9ddd46818a57b78404882310fb473d63f17b07d5c40421e47f8e \
+    --hash=sha256:9149cad251584d5fb4981be1ecde53a1ca46c891a79788c0df828d2f166bda28 \
+    --hash=sha256:93dda82c9c22deb0a405ea4dc5f2d0cda384168e466364dec6255b293923b2f3 \
+    --hash=sha256:96b533f0e99f6579b3d4d4995707cf36df9100d67e0c8303a0c55b27b5f99bc5 \
+    --hash=sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4 \
+    --hash=sha256:9c7708761fccb9397fe64bbc0395abcae8c4bf7b0eac081e12b809bf47700d0b \
+    --hash=sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf \
+    --hash=sha256:a33284e20b78bd4a18c8c2282d549d10bc8408a2a7ff57653c0cf0b9be0afce5 \
+    --hash=sha256:a80cb027f6b349846a3bf6d73b5e95e782175e52f22108cfa17876aaeff93702 \
+    --hash=sha256:b30236e45cf30d2b8e7b3e85881719e98507abed1011bf463a8fa23e9c3e98a8 \
+    --hash=sha256:b3bc83488de33889877a0f2543ade9f70c67d66d9ebb4ac959502e12de895788 \
+    --hash=sha256:b865addae83924361678b652338317d1bd7e79b1f4596f96b96c77a5a34b34da \
+    --hash=sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d \
+    --hash=sha256:ba1cc08a7ccde2d2ec775841541641e4548226580ab850948cbfda66a1befcdc \
+    --hash=sha256:bdb2c67c6c1390b63c6ff89f210c8fd09d9a1217a465701eac7316313c915e4c \
+    --hash=sha256:c1ff362665ae507275af2853520967820d9124984e0f7466736aea23d8611fba \
+    --hash=sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f \
+    --hash=sha256:c3355370a2c156cffb25e876646f149d5d68f5e0a3ce86a5084dd0b64a994917 \
+    --hash=sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5 \
+    --hash=sha256:d0eae10f8159e8fdad514efdc92d74fd8d682c933a6dd088030f3834bc8e6b26 \
+    --hash=sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f \
+    --hash=sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b \
+    --hash=sha256:eda16858a3cab07b80edaf74336ece1f986ba330fdb8ee0d6c0d68fe82bc96be \
+    --hash=sha256:ee2922902c45ae8ccada2c5b501ab86c36525b883eff4255313a253a3160861c \
+    --hash=sha256:efd7b85f94a6f21e4932043973a7ba2613b059c4a000551892ac9f1d11f5baf3 \
+    --hash=sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6 \
+    --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
+    --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
+    # via libcst
 scikit-build-core==0.12.2 \
     --hash=sha256:562e0bbc9de1a354c87825ccf732080268d6582a0200f648e8c4a2dcb1e3736d \
     --hash=sha256:6ea4730da400f9a998ec3287bd3ebc1d751fe45ad0a93451bead8618adbc02b1
     # via
     #   duckdb
     #   patchelf
+    #   pyarrow
     #   pybind11
     #   pybind11-global
 semantic-version==2.10.0 \
     --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
     --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
     # via setuptools-rust
-setuptools-git-versioning==3.0.1 \
-    --hash=sha256:737c4d17e848edd46e28764a19dc424d8537fcb2257022e5f4f5c0c8e9b64c80 \
-    --hash=sha256:c8a599bacf163b5d215552b5701faf5480ffc4d65426a5711a010b802e1590eb
+setuptools-git-versioning==3.1.0 \
+    --hash=sha256:3a68f3fd58a2a5e86b0792435cfa9d8e569ab60ee5e4c29228c09da9b637bf18 \
+    --hash=sha256:612dfcf184addac9e1c2216f4f229724b2390e5bf613fb925ae80b84f2529172
     # via toolz
 setuptools-rust==1.12.1 \
     --hash=sha256:85ae70989d96c9cfeb5ef79cf3bac2d5200bc5564f720a06edceedbdf6664640 \
     --hash=sha256:b7ebd6a182e7aefa97a072e880530c9b0ec8fcca8617e0bb8ff299c1a064f693
-    # via maturin
+    # via
+    #   libcst
+    #   maturin
 setuptools-scm==10.0.5 \
     --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
     --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
@@ -704,6 +886,7 @@ setuptools-scm==10.0.5 \
     #   duckdb
     #   hatch-vcs
     #   httpx-sse
+    #   libcst
     #   pluggy
     #   pyarrow
     #   pybindgen
@@ -715,16 +898,11 @@ setuptools-scm==10.0.5 \
     #   tqdm
     #   typeguard
     #   ujson
+    #   urllib3
 setuptools-scm==7.1.0 \
     --hash=sha256:6c508345a771aad7d56ebff0e70628bf2b0ec7573762be9960214730de278f27 \
     --hash=sha256:73988b6d848709e2af142aa48c986ea29592bbcfca5375678064708205253d8e
     # via python-dateutil
-setuptools-scm==9.2.2 \
-    --hash=sha256:1c674ab4665686a0887d7e24c03ab25f24201c213e82ea689d2f3e169ef7ef57 \
-    --hash=sha256:30e8f84d2ab1ba7cb0e653429b179395d0c33775d54807fc5f1dd6671801aef7
-    # via
-    #   hatch-vcs
-    #   urllib3
 smmap==5.0.3 \
     --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
     --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
@@ -778,21 +956,21 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via uv-dynamic-versioning
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.5.7.17 \
+    --hash=sha256:5ec0800de5e2ddbd7c663cb4c0c15328f132dc168813897c18866c5c7b93db33 \
+    --hash=sha256:a04a48f8f0a787cb996514d3969ac7608aa3c60cb15d073c1e02801e60533e80
     # via hatchling
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via mypy
-types-setuptools==82.0.0.20260402 \
-    --hash=sha256:4b9a9f6c3c4c65107a3956ad6a6acbccec38e398ff6d5f78d5df7f103dadb8d6 \
-    --hash=sha256:63d2b10ba7958396ad79bbc24d2f6311484e452daad4637ffd40407983a27069
+types-setuptools==82.0.0.20260518 \
+    --hash=sha256:31c04a62b57a653a5021caf191be0f10f70df890f813b51f02bab3969d300f20 \
+    --hash=sha256:3b743cfe63d0981ea4c15b90710fc1ed41e3464a537d51e705be514e891c1d07
     # via mypy
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -814,12 +992,13 @@ versioneer==0.29 \
     # via
     #   pandas
     #   partd
-wheel==0.46.3 \
-    --hash=sha256:4b399d56c9d9338230118d705d9737a2a468ccca63d5e813e2a4fc7815d8bc4d \
-    --hash=sha256:e3e79874b07d776c40bd6033f8ddf76a7dad46a7b8aa1b2787a83083519a1803
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
+    --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
     # via
     #   google-crc32c
     #   httpx-sse
+    #   libcst
     #   meson
     #   mmh3
     #   pandas
@@ -861,6 +1040,7 @@ setuptools==80.10.2 \
     #   grpc-google-iam-v1
     #   gunicorn
     #   httpx-sse
+    #   libcst
     #   librt
     #   markupsafe
     #   maturin
@@ -873,13 +1053,11 @@ setuptools==80.10.2 \
     #   pathspec
     #   pluggy
     #   prometheus-client
-    #   propcache
     #   proto-plus
     #   psutil
     #   psycopg
     #   psycopg-c
     #   psycopg-pool
-    #   pyarrow
     #   pyasn1
     #   pyasn1-modules
     #   pycparser
@@ -903,7 +1081,6 @@ setuptools==80.10.2 \
     #   tqdm
     #   trove-classifiers
     #   typeguard
-    #   types-pymysql
     #   tzdata
     #   ujson
     #   uvloop
@@ -920,5 +1097,7 @@ setuptools==82.0.1 \
     --hash=sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9 \
     --hash=sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb
     # via
+    #   propcache
     #   python-dateutil
+    #   types-pymysql
     #   types-setuptools
diff --git a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
index e24f4ca749b..c16471e8a27 100644
--- a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
@@ -165,6 +165,41 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 atpublic==7.0.0 \
     --hash=sha256:466ef10d0c8bbd14fd02a5fbd5a8b6af6a846373d91106d3a07c16d72d96b63e \
     --hash=sha256:6702bd9e7245eb4e8220a3e222afcef7f87412154732271ee7deee4433b72b4b
@@ -180,9 +215,9 @@ babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
     # via sphinx
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
 boto3==1.38.27 \
     --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
@@ -202,9 +237,9 @@ calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via feast (pyproject.toml)
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via
     #   httpcore
     #   httpx
@@ -432,9 +467,9 @@ charset-normalizer==3.4.7 \
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -448,56 +483,56 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==48.0.0 \
+    --hash=sha256:0890f502ddf7d9c6426129c3f49f5c0a39278ed7cd6322c8755ffca6ee675a13 \
+    --hash=sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6 \
+    --hash=sha256:16cd65b9330583e4619939b3a3843eec1e6e789744bb01e7c7e2e62e33c239c8 \
+    --hash=sha256:18349bbc56f4743c8b12dc32e2bccb2cf83ee8b69a3bba74ef8ae857e26b3d25 \
+    --hash=sha256:1e2d54c8be6152856a36f0882ab231e70f8ec7f14e93cf87db8a2ed056bf160c \
+    --hash=sha256:22a5cb272895dce158b2cacdfdc3debd299019659f42947dbdac6f32d68fe832 \
+    --hash=sha256:27241b1dc9962e056062a8eef1991d02c3a24569c95975bd2322a8a52c6e5e12 \
+    --hash=sha256:2b4d59804e8408e2fea7d1fbaf218e5ec984325221db76e6a241a9abd6cdd95c \
+    --hash=sha256:2eb992bbd4661238c5a397594c83f5b4dc2bc5b848c365c8f991b6780efcc5c7 \
+    --hash=sha256:369a6348999f94bbd53435c894377b20ab95f25a9065c283570e70150d8abc3c \
+    --hash=sha256:3cb07a3ed6431663cd321ea8a000a1314c74211f823e4177fefa2255e057d1ec \
+    --hash=sha256:40ba1f85eaa6959837b1d51c9767e230e14612eea4ef110ee8854ada22da1bf5 \
+    --hash=sha256:4defde8685ae324a9eb9d818717e93b4638ef67070ac9bc15b8ca85f63048355 \
+    --hash=sha256:55b7718303bf06a5753dcdccf2f3945cf18ad7bffde41b61226e4db31ab89a9c \
+    --hash=sha256:561215ea3879cb1cbbf272867e2efda62476f240fb58c64de6b393ae19246741 \
+    --hash=sha256:58d00498e8933e4a194f3076aee1b4a97dfec1a6da444535755822fe5d8b0b86 \
+    --hash=sha256:59baa2cb386c4f0b9905bd6eb4c2a79a69a128408fd31d32ca4d7102d4156321 \
+    --hash=sha256:5a5ed8fde7a1d09376ca0b40e68cd59c69fe23b1f9768bd5824f54681626032a \
+    --hash=sha256:5b012212e08b8dd5edc78ef54da83dd9892fd9105323b3993eff6bea65dc21d7 \
+    --hash=sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920 \
+    --hash=sha256:614d0949f4790582d2cc25553abd09dd723025f0c0e7c67376a1d77196743d6e \
+    --hash=sha256:76341972e1eff8b4bea859f09c0d3e64b96ce931b084f9b9b7db8ef364c30eff \
+    --hash=sha256:77a2ccbbe917f6710e05ba9adaa25fb5075620bf3ea6fb751997875aff4ae4bd \
+    --hash=sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3 \
+    --hash=sha256:7ce4bfae76319a532a2dc68f82cc32f5676ee792a983187dac07183690e5c66f \
+    --hash=sha256:7e8eac43dfca5c4cccc6dad9a80504436fca53bb9bc3100a2386d730fbe6b602 \
+    --hash=sha256:84cf79f0dc8b36ac5da873481716e87aef31fcfa0444f9e1d8b4b2cece142855 \
+    --hash=sha256:8c7378637d7d88016fa6791c159f698b3d3eed28ebf844ac36b9dc04a14dae18 \
+    --hash=sha256:8cd666227ef7af430aa5914a9910e0ddd703e75f039cef0825cd0da71b6b711a \
+    --hash=sha256:906cbf0670286c6e0044156bc7d4af9cbb0ef6db9f73e52c3ec56ba6bdde5336 \
+    --hash=sha256:9071196d81abc88b3516ac8cdfad32e2b66dd4a5393a8e68a961e9161ddc6239 \
+    --hash=sha256:9249e3cd978541d665967ac2cb2787fd6a62bddf1e75b3e347a594d7dacf4f74 \
+    --hash=sha256:984a20b0f62a26f48a3396c72e4bc34c66e356d356bf370053066b3b6d54634a \
+    --hash=sha256:9be5aafa5736574f8f15f262adc81b2a9869e2cfe9014d52a44633905b40d52c \
+    --hash=sha256:9c459db21422be75e2809370b829a87eb37f74cd785fc4aa9ea1e5f43b47cda4 \
+    --hash=sha256:9ccdac7d40688ecb5a3b4a604b8a88c8002e3442d6c60aead1db2a89a041560c \
+    --hash=sha256:a0e692c683f4df67815a2d258b324e66f4738bd7a96a218c826dce4f4bd05d8f \
+    --hash=sha256:a5da777e32ffed6f85a7b2b3f7c5cbc88c146bfcd0a1d7baf5fcc6c52ee35dd4 \
+    --hash=sha256:a64697c641c7b1b2178e573cbc31c7c6684cd56883a478d75143dbb7118036db \
+    --hash=sha256:ad64688338ed4bc1a6618076ba75fd7194a5f1797ac60b47afe926285adb3166 \
+    --hash=sha256:bd72e68b06bb1e96913f97dd4901119bc17f39d4586a5adf2d3e47bc2b9d58b5 \
+    --hash=sha256:c17dfe85494deaeddc5ce251aebd1d60bbe6afc8b62071bb0b469431a000124f \
+    --hash=sha256:c18684a7f0cc9a3cb60328f496b8e3372def7c5d2df39ac267878b05565aaaae \
+    --hash=sha256:cc90c0b39b2e3c65ef52c804b72e3c58f8a04ab2a1871272798e5f9572c17d20 \
+    --hash=sha256:db63bf618e5dea46c07de12e900fe1cdd2541e6dc9dbae772a70b7d4d4765f6a \
+    --hash=sha256:ea8990436d914540a40ab24b6a77c0969695ed52f4a4874c5137ccf7045a7057 \
+    --hash=sha256:ecde28a596bead48b0cfd2a1b4416c3d43074c2d785e3a398d7ec1fc4d0f7fbb \
+    --hash=sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c \
+    --hash=sha256:fdfef35d751d510fcef5252703621574364fec16418c4a1e5e1055248401054b
     # via
     #   google-auth
     #   pyjwt
@@ -573,9 +608,9 @@ dask[dataframe]==2026.3.0 \
     --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
     --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.6.0 \
+    --hash=sha256:03f0ff5798fa5e407f07e84de2d619cbc363b8dcc40104825a85519793ffee8d \
+    --hash=sha256:4ba87b15cc972a7cc0aed2b7483e0823c7765eca88128453f52c88c5e0f4ae46
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -587,50 +622,50 @@ docutils==0.22.4 \
     --hash=sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968 \
     --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
     # via sphinx
-duckdb==1.5.1 \
-    --hash=sha256:054ad424b051b334052afac58cb216f3b1ebb8579fc8c641e60f0182e8725ea9 \
-    --hash=sha256:05fc91767d0cfc4cf2fa68966ab5b479ac07561752e42dd0ae30327bd160f64a \
-    --hash=sha256:0a6acc2040bec1f05de62a2f3f68f4c12f3ec7d6012b4317d0ab1a195af26225 \
-    --hash=sha256:26e56b5f0c96189e3288d83cf7b476e23615987902f801e5788dee15ee9f24a9 \
-    --hash=sha256:36e8e32621a9e2a9abe75dc15a4b54a3997f2d8b1e53ad754bae48a083c91130 \
-    --hash=sha256:40c5220ec93790b18ec6278da9c6ac2608d997ee6d6f7cd44c5c3992764e8e71 \
-    --hash=sha256:446d500a2977c6ae2077f340c510a25956da5c77597175c316edfa87248ceda3 \
-    --hash=sha256:46f92ada9023e59f27edc048167b31ac9a03911978b1296c845a34462a27f096 \
-    --hash=sha256:482f8a13f2600f527e427f73c42b5aa75536f9892868068f0aaf573055a0135f \
-    --hash=sha256:553c273a6a8f140adaa6da6a6135c7f95bdc8c2e5f95252fcdf9832d758e2141 \
-    --hash=sha256:5ae7c0d744d64e2753149634787cc4ab60f05ef1e542b060eeab719f3cdb7723 \
-    --hash=sha256:5d4147422d91ccdc2d2abf6ed24196025e020259d1d267970ae20c13c2ce84b1 \
-    --hash=sha256:6af347debc8b721aa72e48671166282da979d5e5ae52dbc660ab417282b48e23 \
-    --hash=sha256:6ba302115f63f6482c000ccfd62efdb6c41d9d182a5bcd4a90e7ab8cd13856eb \
-    --hash=sha256:6f7361d66cc801d9eb4df734b139cd7b0e3c257a16f3573ebd550ddb255549e6 \
-    --hash=sha256:715f05ea198d20d7f8b407b9b84e0023d17f2b9096c194cea702b7840e74f1f7 \
-    --hash=sha256:71dddcebbc5a70e946a06c30b59b5dd7999c9833d307168f90fb4e4b672ab63e \
-    --hash=sha256:8150c569b2aa4573b51ba8475e814aa41fd53a3d510c1ffb96f1139f46faf611 \
-    --hash=sha256:8843bd9594e1387f1e601439e19ad73abdf57356104fd1e53a708255bb95a13d \
-    --hash=sha256:8c0088765747ae5d6c9f89987bb36f9fb83564f07090d721344ce8e1abedffea \
-    --hash=sha256:972d0dbf283508f9bc446ee09c3838cb7c7f114b5bdceee41753288c97fe2f7c \
-    --hash=sha256:a28531cee2a5a42d89f9ba4da53bfeb15681f12acc0263476c8705380dadce07 \
-    --hash=sha256:a3be2072315982e232bfe49c9d3db0a59ba67b2240a537ef42656cc772a887c7 \
-    --hash=sha256:ac2804043bd1bc10b5da18f8f4c706877197263a510c41be9b4c0062f5783dcc \
-    --hash=sha256:afab8b4b1f4469c3879bb049dd039f8fce402712050324e9524a43d7324c5e87 \
-    --hash=sha256:b370d1620a34a4538ef66524fcee9de8171fa263c701036a92bc0b4c1f2f9c6d \
-    --hash=sha256:b8b0808dba0c63b7633bdaefb34e08fe0612622224f9feb0e7518904b1615101 \
-    --hash=sha256:bc7ca6a1a40e7e4c933017e6c09ef18032add793df4e42624c6c0c87e0bebdad \
-    --hash=sha256:caa65e1f5bf007430bf657c37cab7ab81a4ddf8d337e3062bcc5085d17ef038b \
-    --hash=sha256:d68c5a01a283cb13b79eafe016fe5869aa11bff8c46e7141c70aa0aac808010f \
-    --hash=sha256:da137802688190835b4c863cafa77fd7e29dff662ee6d905a9ffc14f00299c91 \
-    --hash=sha256:e56a20ab6cdb90a95b0c99652e28de3504ce77129087319c03c9098266183ae5 \
-    --hash=sha256:e878ccb7d20872065e1597935fdb5e65efa43220c8edd0d9c4a1a7ff1f3eb277 \
-    --hash=sha256:eba81e0b3011c1f23df7ea47ef4ffaa8239817959ae291515b6efd068bde2161 \
-    --hash=sha256:ed6d23a3f806898e69c77430ebd8da0c79c219f97b9acbc9a29a653e09740c59
+duckdb==1.5.2 \
+    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
+    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
+    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
+    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
+    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
+    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
+    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
+    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
+    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
+    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
+    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
+    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
+    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
+    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
+    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
+    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
+    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
+    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
+    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
+    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
+    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
+    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
+    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
+    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
+    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
+    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
+    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
+    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
+    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
+    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
+    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
+    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
+    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
+    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
+    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -638,9 +673,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.25.2 \
-    --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
-    --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
+filelock==3.29.0 \
+    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
+    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
     # via snowflake-connector-python
 flit-core==3.12.0 \
     --hash=sha256:18f63100d6f94385c6ed57a72073443e1a71a4acb4339491615d0f16d6ff01b2 \
@@ -786,9 +821,9 @@ fsspec==2024.9.0 \
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.2 \
-    --hash=sha256:9a8113e1a88bdc09a7ff629707f2214d98d61c7f6ceb0ea38c42a095d02dc0f9 \
-    --hash=sha256:a4c226766d6af2580577db1f1a51bf53cd262f722b49731ce7414c43068a9594
+google-api-core[grpc]==2.30.3 \
+    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
+    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -798,9 +833,9 @@ google-api-core[grpc]==2.30.2 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.1 \
-    --hash=sha256:16d40da1c3c5a0533f57d268fe72e0ebb0ae1cc3b567024122651c045d879b64 \
-    --hash=sha256:195ebe3dca18eddd1b3db5edc5189b76c13e96f29e73043b923ebcf3f1a860f7
+google-auth==2.53.0 \
+    --hash=sha256:6e7449917c599b35126a99ec268ec6880301f2fea41dce198fe8fd83ff642b68 \
+    --hash=sha256:e7e6aa16f6bee7b2b264830fd04f08087a1d5a836df516251a5d15327b246c9c
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -812,9 +847,9 @@ google-auth==2.49.1 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
@@ -824,17 +859,17 @@ google-cloud-bigquery[pandas]==3.41.0 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.38.0 \
+    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
+    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.38.0 \
+    --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
+    --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
@@ -886,74 +921,80 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.9.0 \
+    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
+    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.3.2 \
-    --hash=sha256:02b0a8682aecd4d3c6c18edf52bc8e51eacdd75c8eac52a790a210b06aa295fd \
-    --hash=sha256:18cb1b7337bca281915b3c5d5ae19f4e76d35e1df80f4ad3c1a7be91fadf1082 \
-    --hash=sha256:1a9172f5bf6bd88e6ba5a84e0a68afeac9dc7b6b412b245dd64f52d83c81e55b \
-    --hash=sha256:1e692b2dae4cc7077cbb11b47d258533b48c8fde69a33d0d8a82e2fe8d8531d5 \
-    --hash=sha256:1ebd458fa8285960f382841da585e02201b53a5ec2bac6b156fc623b5ce4499f \
-    --hash=sha256:1fb39a11ee2e4d94be9a76671482be9398560955c9e568550de0224e41104727 \
-    --hash=sha256:20154044d9085151bc309e7689d6f7ba10027f8f5a8c0676ad398b951913d89e \
-    --hash=sha256:2eaf067fc6d886931c7962e8c6bede15d2f01965560f3359b27c80bde2d151f2 \
-    --hash=sha256:34308836d8370bddadb41f5a7ce96879b72e2fdfb4e87729330c6ab52376409f \
-    --hash=sha256:394ead29063ee3515b4e775216cb756b2e3b4a7e55ae8fd884f17fa579e6b327 \
-    --hash=sha256:3ceec72030dae6ac0c8ed7591b96b70410a8be370b6a477b1dbc072856ad02bd \
-    --hash=sha256:4375a58e49522698d3e70cc0b801c19433021b5c37686f7ce9c65b0d5c8677d2 \
-    --hash=sha256:43e99d1749147ac21dde49b99c9abffcbc1e2d55c67501465ef0930d6e78e070 \
-    --hash=sha256:442b6057453c8cb29b4fb36a2ac689382fc71112273726e2423f7f17dc73bf99 \
-    --hash=sha256:45abe8eb6339518180d5a7fa47fa01945414d7cca5ecb745346fc6a87d2750be \
-    --hash=sha256:4c956a19350e2c37f2c48b336a3afb4bff120b36076d9d7fb68cb44e05d95b79 \
-    --hash=sha256:508c7f01f1791fbc8e011bd508f6794cb95397fdb198a46cb6635eb5b78d85a7 \
-    --hash=sha256:527fec58dc9f90efd594b9b700662ed3fb2493c2122067ac9c740d98080a620e \
-    --hash=sha256:59b3e2c40f6706b05a9cd299c836c6aa2378cabe25d021acd80f13abf81181cf \
-    --hash=sha256:5d0e35379f93a6d0222de929a25ab47b5eb35b5ef4721c2b9cbcc4036129ff1f \
-    --hash=sha256:63d10328839d1973e5ba35e98cccbca71b232b14051fd957b6f8b6e8e80d0506 \
-    --hash=sha256:64970c33a50551c7c50491671265d8954046cb6e8e2999aacdd60e439b70418a \
-    --hash=sha256:6c6f8ba97d17a1e7d664151284cb3315fc5f8353e75221ed4324f84eb162b395 \
-    --hash=sha256:8b466dff7a4ffda6ca975979bab80bdadde979e29fc947ac3be4451428d8b0e4 \
-    --hash=sha256:8c1fdd7d1b309ff0da81d60a9688a8bd044ac4e18b250320a96fc68d31c209ca \
-    --hash=sha256:8c4dd0f3997cf2512f7601563cc90dfb8957c0cff1e3a1b23991d4ea1776c492 \
-    --hash=sha256:8d1658d7291f9859beed69a776c10822a0a799bc4bfe1bd4272bb60e62507dab \
-    --hash=sha256:8e2cd90d413acbf5e77ae41e5d3c9b3ac1d011a756d7284d7f3f2b806bbd6358 \
-    --hash=sha256:8e4ab3cfb02993c8cc248ea73d7dae6cec0253e9afa311c9b37e603ca9fad2ce \
-    --hash=sha256:94ad81f0fd3c0c0681a018a976e5c2bd2ca2d9d94895f23e7bb1af4e8af4e2d5 \
-    --hash=sha256:97245cc10e5515dbc8c3104b2928f7f02b6813002770cfaffaf9a6e0fc2b94ef \
-    --hash=sha256:9bc885b89709d901859cf95179ec9f6bb67a3d2bb1f0e88456461bd4b7f8fd0d \
-    --hash=sha256:a2a5be83a45ce6188c045bcc44b0ee037d6a518978de9a5d97438548b953a1ac \
-    --hash=sha256:a443358b33c4ec7b05b79a7c8b466f5d275025e750298be7340f8fc63dff2a55 \
-    --hash=sha256:a7945dd0eab63ded0a48e4dcade82939783c172290a7903ebde9e184333ca124 \
-    --hash=sha256:aa6ac98bdfd716a749b84d4034486863fd81c3abde9aa3cf8eff9127981a4ae4 \
-    --hash=sha256:ab0c7e7901a00bc0a7284907273dc165b32e0d109a6713babd04471327ff7986 \
-    --hash=sha256:ac8d61d4343b799d1e526db579833d72f23759c71e07181c2d2944e429eb09cd \
-    --hash=sha256:ad0c8917dd42a819fe77e6bdfcb84e3379c0de956469301d9fd36427a1ca501f \
-    --hash=sha256:ae9e21c84035c490506c17002f5c8ab25f980205c3e61ddb3a2a2a2e6c411fcb \
-    --hash=sha256:b26b0f4428b871a751968285a1ac9648944cea09807177ac639b030bddebcea4 \
-    --hash=sha256:b568183cf65b94919be4438dc28416b234b678c608cafac8874dfeeb2a9bbe13 \
-    --hash=sha256:b6997d360a4e6a4e936c0f9625b1c20416b8a0ea18a8e19cabbefc712e7397ab \
-    --hash=sha256:b8bddc5b73c9720bea487b3bffdb1840fe4e3656fba3bd40aa1489e9f37877ff \
-    --hash=sha256:c04c5e06ec3e022cbfe2cd4a846e1d4e50087444f875ff6d2c2ad8445495cf1a \
-    --hash=sha256:c2e47408e8ce1c6f1ceea0dffcdf6ebb85cc09e55c7af407c99f1112016e45e9 \
-    --hash=sha256:c56692189a7d1c7606cb794be0a8381470d95c57ce5be03fb3d0ef57c7853b86 \
-    --hash=sha256:ccd21bb86944ca9be6d967cf7691e658e43417782bce90b5d2faeda0ff78a7dd \
-    --hash=sha256:cd6f9e2bbd46321ba3bbb4c8a15794d32960e3b0ae2cc4d49a1a53d314805d71 \
-    --hash=sha256:d248d8c23c67d2291ffd47af766e2a3aa9fa1c6703155c099feb11f526c63a92 \
-    --hash=sha256:d3a62fa76a32b462a97198e4c9e99afb9ab375115e74e9a83ce180e7a496f643 \
-    --hash=sha256:e26e72bec7ab387ac80caa7496e0f908ff954f31065b0ffc1f8ecb1338b11b54 \
-    --hash=sha256:e3cb43ce200f59483eb82949bf1835a99cf43d7571e900d7c8d5c62cdf25d2f9
+greenlet==3.5.0 \
+    --hash=sha256:0ecec963079cd58cbd14723582384f11f166fd58883c15dcbfb342e0bc9b5846 \
+    --hash=sha256:0ed006e4b86c59de7467eb2601cd1b77b5a7d657d1ee55e30fe30d76451edba4 \
+    --hash=sha256:0ff251e9a0279522e62f6176412869395a64ddf2b5c5f782ff609a8216a4e662 \
+    --hash=sha256:1aa4ce8debcd4ea7fb2e150f3036588c41493d1d52c43538924ae1819003f4ce \
+    --hash=sha256:1bae92a1dd94c5f9d9493c3a212dd874c202442047cf96446412c862feca83a2 \
+    --hash=sha256:1eb67d5adefb5bd2e182d42678a328979a209e4e82eb93575708185d31d1f588 \
+    --hash=sha256:2094acd54b272cb6eae8c03dd87b3fa1820a4cef18d6889c378d503500a1dc13 \
+    --hash=sha256:2628d6c86f6cb0cb45e0c3c54058bbec559f57eaae699447748cb3928150577e \
+    --hash=sha256:29ea813b2e1f45fa9649a17853b2b5465c4072fbcb072e5af6cd3a288216574a \
+    --hash=sha256:362624e6a8e5bca3b8233e45eef33903a100e9539a2b995c364d595dbc4018b3 \
+    --hash=sha256:3a717fbc46d8a354fa675f7c1e813485b6ba3885f9bef0cd56e5ba27d758ff5b \
+    --hash=sha256:3bc59be3945ae9750b9e7d45067d01ae3fe90ea5f9ade99239dabdd6e28a5033 \
+    --hash=sha256:3ec9ea74e7268ace7f9aab1b1a4e730193fc661b39a993cd91c606c32d4a3628 \
+    --hash=sha256:41353ec2ecedf7aa8f682753a41919f8718031a6edac46b8d3dc7ed9e1ceb136 \
+    --hash=sha256:47422135b1d308c14b2c6e758beedb1acd33bb91679f5670edf77bf46244722b \
+    --hash=sha256:4964101b8585c144cbda5532b1aa644255126c08a265dae90c16e7a0e63aaa9d \
+    --hash=sha256:4a448128607be0de65342dc9b31be7f948ef4cc0bc8832069350abefd310a8f2 \
+    --hash=sha256:4b28037cb07768933c54d81bfe47a85f9f402f57d7d69743b991a713b63954eb \
+    --hash=sha256:4d0eadc7e4d9ffb2af4247b606cae307be8e448911e5a0d0b16d72fc3d224cfd \
+    --hash=sha256:54d243512da35485fc7a6bf3c178fdda6327a9d6506fcdd62b1abd1e41b2927b \
+    --hash=sha256:55fa7ea52771be44af0de27d8b80c02cd18c2c3cddde6c847ecebdf72418b6a1 \
+    --hash=sha256:57a43c6079a89713522bc4bcb9f75070ecf5d3dbad7792bfe42239362cbf2a16 \
+    --hash=sha256:58c1c374fe2b3d852f9b6b11a7dff4c85404e51b9a596fd9e89cf904eb09866d \
+    --hash=sha256:5a5ed18de6a0f6cc7087f1563f6bd93fc7df1c19165ca01e9bde5a5dc281d106 \
+    --hash=sha256:5e05ba267789ea87b5a155cf0e810b1ab88bf18e9e8740813945ceb8ee4350ba \
+    --hash=sha256:5ecd83806b0f4c2f53b1018e0005cd82269ea01d42befc0368730028d850ed1c \
+    --hash=sha256:64d6ac45f7271f48e45f67c95b54ef73534c52ec041fcda8edf520c6d811f4bc \
+    --hash=sha256:680bd0e7ad5e8daa8a4aa89f68fd6adc834b8a8036dc256533f7e08f4a4b01f7 \
+    --hash=sha256:6c18dfb59c70f5a94acd271c72e90128c3c776e41e5f07767908c8c1b74ad339 \
+    --hash=sha256:6d874e79afd41a96e11ff4c5d0bc90a80973e476fda1c2c64985667397df432b \
+    --hash=sha256:7022615368890680e67b9965d33f5773aade330d5343bbe25560135aaa849eae \
+    --hash=sha256:703cb211b820dbffbbc55a16bfc6e4583a6e6e990f33a119d2cc8b83211119c8 \
+    --hash=sha256:728a73687e39ae9ca34e4694cbf2f049d3fbc7174639468d0f67200a97d8f9e2 \
+    --hash=sha256:728d9667d8f2f586644b748dbd9bb67e50d6a9381767d1357714ea6825bb3bf5 \
+    --hash=sha256:762612baf1161ccb8437c0161c668a688223cba28e1bf038f4eb47b13e39ccdf \
+    --hash=sha256:7fc391b1566f2907d17aaebe78f8855dc45675159a775fcf9e61f8ee0078e87f \
+    --hash=sha256:804a70b328e706b785c6ef16187051c394a63dd1a906d89be24b6ad77759f13f \
+    --hash=sha256:83ed9f27f1680b50e89f40f6df348a290ea234b249a4003d366663a12eab94f2 \
+    --hash=sha256:884f649de075b84739713d41dd4dfd41e2b910bfb769c4a3ea02ec1da52cd9bb \
+    --hash=sha256:8f1cc966c126639cd152fdaa52624d2655f492faa79e013fea161de3e6dda082 \
+    --hash=sha256:8f52a464e4ed91780bdfbbdd2b97197f3accaa629b98c200f4dffada759f3ae7 \
+    --hash=sha256:9c615f869163e14bb1ced20322d8038fb680b08236521ac3f30cd4c1288785a0 \
+    --hash=sha256:9d280a7f5c331622c69f97eb167f33577ff2d1df282c41cd15907fc0a3ca198c \
+    --hash=sha256:a10a732421ab4fec934783ce3e54763470d0181db6e3468f9103a275c3ed1853 \
+    --hash=sha256:a96fcee45e03fe30a62669fd16ab5c9d3c172660d3085605cb1e2d1280d3c988 \
+    --hash=sha256:a97e4821aa710603f94de0da25f25096454d78ffdace5dc77f3a006bc01abba3 \
+    --hash=sha256:ba8f0bdc2fae6ce915dfd0c16d2d00bca7e4247c1eae4416e06430e522137858 \
+    --hash=sha256:bf2d8a80bec89ab46221ae45c5373d5ba0bd36c19aa8508e85c6cd7e5106cd37 \
+    --hash=sha256:cda05425526240807408156b6960a17a79a0c760b813573b67027823be760977 \
+    --hash=sha256:d419647372241bc68e957bf38d5c1f98852155e4146bd1e4121adea81f4f01e4 \
+    --hash=sha256:d4d9f0624c775f2dfc56ba54d515a8c771044346852a918b405914f6b19d7fd8 \
+    --hash=sha256:d60097128cb0a1cab9ea541186ea13cd7b847b8449a7787c2e2350da0cb82d86 \
+    --hash=sha256:db2910d3c809444e0a20147361f343fe2798e106af8d9d8506f5305302655a9f \
+    --hash=sha256:ddb36c7d6c9c0a65f18c7258634e0c416c6ab59caac8c987b96f80c2ebda0112 \
+    --hash=sha256:ddc090c5c1792b10246a78e8c2163ebbe04cf877f9d785c230a7b27b39ad038e \
+    --hash=sha256:e5ddf316ced87539144621453c3aef229575825fe60c604e62bedc4003f372b2 \
+    --hash=sha256:f35807464c4c58c55f0d31dfa83c541a5615d825c2fe3d2b95360cf7c4e3c0a8 \
+    --hash=sha256:f8c30c2225f40dd76c50790f0eb3b5c7c18431efb299e2782083e1981feed243 \
+    --hash=sha256:fa94cb2288681e3a11645958f1871d48ee9211bd2f66628fdace505927d6e564
     # via feast (pyproject.toml)
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
@@ -1019,6 +1060,7 @@ grpcio==1.62.3 \
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -1038,9 +1080,9 @@ grpcio-status==1.62.3 \
     --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
     --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -1065,101 +1107,112 @@ hatchling==1.29.0 \
     #   feast (pyproject.toml)
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
-hiredis==2.4.0 \
-    --hash=sha256:06815c3b9bf7225c4dcc9dd9dfb5a9fa91b4f680104443ef3fcd78410d7eb027 \
-    --hash=sha256:070a0198401bc567709b9edff7f01e94c136dcca69d0ded4747b116bb0b8b577 \
-    --hash=sha256:082ba6a3189d59f44bf75ca2c0467cdbc67c860eacd4bf564b9a927471888603 \
-    --hash=sha256:0a87a249124666db2b795a0eb77cea5b8af8b148566616a681304826b4405869 \
-    --hash=sha256:1537d13eefe4f48cb979362264851ee90d2bb7a221c8c350e9ceeda9f0392228 \
-    --hash=sha256:168de1672bd73f7f3cdf0097084b4a71651ac35f7d99d0229ea8f223358d3a79 \
-    --hash=sha256:1bfa50491d3222e3c2297b52c14e835ac52702ac8a91ec3fc1ff5201912623bb \
-    --hash=sha256:1c0e706e0c3d1ec54d8243410e0fd5974b1c7b69db5c54cd9ae6a3a4b64fae33 \
-    --hash=sha256:1d16f5023c1d9971f284231eb7036a25d4d123138a5adc4512c92a73d83b9a77 \
-    --hash=sha256:2a21e2740c33347740dceb106b64b8a384e91da49aac7e8b3f2a25a9b33714b9 \
-    --hash=sha256:2b76a5600047387c73c1b3d950e4ae3feffaefd442b20ba2f5fea773881d9bcd \
-    --hash=sha256:2b90d9861673b0ba04651ade62e0fe568df71bbff8468657406848e9abf3650a \
-    --hash=sha256:2d7715598c9034369cf739475ccc2db53a8ca895ff398fef6b9c597c30960ea8 \
-    --hash=sha256:339f29542be968153afd6c6495c1222681c4b66b9a5a5573c11512378b7167c9 \
-    --hash=sha256:38dd931f1124bd9781d3027a0cd6fb6f5a75b5c4ba4fe5540584105239b1f901 \
-    --hash=sha256:39e1c7212dea1bbed0b075574808bc7c3192b324f54ea5d9ee522f6c35014ce7 \
-    --hash=sha256:3abc0936c1efc59b510c7eab3799119a6ce8da94cea1f891854a6c3678d711f0 \
-    --hash=sha256:3ced14fbec28fbabda7cb9f9094f2578c154c14f1a820a91c30fc8ee0bea1a0d \
-    --hash=sha256:400a42b8d16206e45c8223cdaf5acc35839e10c35383b3fba3f43e7eb315c213 \
-    --hash=sha256:468efdcbad7349a44aace693aed8324a01de180fcd4ef5513199eedb9b4341c8 \
-    --hash=sha256:469c1a85017abf11d854fb16eca9a4093ebe1f2dacf777fed869d726f02b1389 \
-    --hash=sha256:48baae8fbebf3b11660db6e51a55ff51516ed32edcd44a57f51ea9b373aca330 \
-    --hash=sha256:4bf4b8513cea6e04ddee1b578ab306fb8bfa84b2f7e92ee3dbaf65652abb07d1 \
-    --hash=sha256:4da6d881033a1bcb31bba152ea0925344127f0a98f86a6cf2ceb01cf6ecd29e2 \
-    --hash=sha256:52d92df0eb5bba7f31f302a08174d628956d7216453da9d96498da9341179288 \
-    --hash=sha256:54409fbefebe26274170c1c54e1852d310d84b85e405258aea6a78bec03b3eba \
-    --hash=sha256:5598afad9e2f8e4fc9a456d281a9cc80315b0e18f5064437223dbfe67f49bded \
-    --hash=sha256:5b0b2463906cc4119187dfaad493c48a7b2e17120946feb3eb7c2328c8cb4bca \
-    --hash=sha256:5bdb223e7c3b9470f126bb77879ee2593fd79b28e1e8b11ad9edd3f866556109 \
-    --hash=sha256:5cc3c59dd0cd67d0aa0481a43392848a60f1a81d12b38ce8d56d6a5d6c190de8 \
-    --hash=sha256:5e45171fd046bbed2ce6ac485071cd0575d18ae98b5bbcf6533356e443ec47ea \
-    --hash=sha256:6033cc6caaf056969af9ce372282a6ef2838559f2eadffe7ddb73bf65dcb27d6 \
-    --hash=sha256:605fe35ebb482b7c8d5daadcf3d264dc5edd205a352d89ee3a983861ef73cda8 \
-    --hash=sha256:6494120d0a0f46a1d7dfc7def55782782856bdd5acb2f6039fb1eafecea2c2c0 \
-    --hash=sha256:668b02556d12046e7ce94ded5bfe0ad9989d26e6977ecc55941b9a1a4a49d7d5 \
-    --hash=sha256:68e39d2c0beed53e5361caacd0de98f864b3532344edb79e27e62efba2262de5 \
-    --hash=sha256:6c3f8e0c3a0744d843e3044ea76db8aa996a6cc7541693111acc2c9c30a05182 \
-    --hash=sha256:6ceaf7c6b593bf62e0567fd16547727f502ed704352392708a57c65bfd2feb73 \
-    --hash=sha256:6dac8a5be01d92707409feec61b98721b7b5c3e77fe7e9e5c7cfb9fdd28385af \
-    --hash=sha256:6e38f66dd7fd07a9306ed37d6d02bc584b67e5945f2ddc98e5c78420cc66dbac \
-    --hash=sha256:7236b26828e005435fb3013894eed6a40c6f9b1b11a48391a904eee693ded204 \
-    --hash=sha256:737585b122fca03273bbf1f4e98909254dba6f8cd85f1cb566d6c890d0389277 \
-    --hash=sha256:764032f2222d70a130445fd332cf45d46d8226f4b3a7bf8abc314aa93d5a8212 \
-    --hash=sha256:76503a0edaf3d1557518127511e69e5d9fa37b6ff15598b0d9d9c2db18b08a41 \
-    --hash=sha256:83538638a788b7b4a0b02de0eedcf0e71ae27474b031276e4c8ca88285281a2e \
-    --hash=sha256:8767cae1474f8102ec3d362976f80c8dd4eafd4109c6072adee0a15e37ba919c \
-    --hash=sha256:87a8ece3e893f45354395c6b9dc0479744c1c8c6ee4471b60945d96c9b5ce6c2 \
-    --hash=sha256:8b88390a5e31572e05e8eab476ed3176cc3d2f9622ccc059398ffdb02aaefec4 \
-    --hash=sha256:90d7af678056c7889d86821344d79fec3932a6a1480ebba3d644cb29a3135348 \
-    --hash=sha256:98148ecaa7836f76ed33429e84a23253ac00acbad90c62b8b4ad0f61de31da2b \
-    --hash=sha256:9aabc6098ef00e158598489db5a8b9e12d57a55ea5a4ec35ba3b527dfb88d16e \
-    --hash=sha256:9ae4b19cab270fae77d7f944d56bbb308c9886d9577891b347a8deea75563995 \
-    --hash=sha256:9b4039cd40335f66e55a8bee314b6a795f169fb02d70215d482023ec74613371 \
-    --hash=sha256:9fc1a6c78197eff8b4d125bb98410b661e732f3ec563c03264d2d7378cf9e613 \
-    --hash=sha256:a40f1d985047fe4654a1afb4702cbe0daeacde3868d52be9e4652615d387e05b \
-    --hash=sha256:a459b7ff3d802792254d6fc6a622e53ca9cf9f002ed79db7e4dee536b2e20e5d \
-    --hash=sha256:a4f733882b67407d4b667eafd61fce86e8e204b158258cc1d0cb0843f6bb4708 \
-    --hash=sha256:a56a35e2e0b7eda39957ccd33059b79bb2fc57f54c501a917d1092c895f56d08 \
-    --hash=sha256:a5c3a32af789b0ec413a606c99b55579abbcb6c86220610a5c5041da8688e7ca \
-    --hash=sha256:a5d2776c7cd6a338cd9338fb50f2a38a7ca3e16250b40ab2d0c41eb1697ebc12 \
-    --hash=sha256:a816f732f695261798a8a0fc1e0232a3638933b8ddfc574c00f9ef70d9f34cb8 \
-    --hash=sha256:a9d559775a95aee0ff06c0aaac638691619d6342b7cde85c62ad228804f82829 \
-    --hash=sha256:ac9d91b4d9c306e66a1abd224524fada07684a57f7da72a675e4b8bee9302b38 \
-    --hash=sha256:ae340c41024b9be566f600f364c8d286217f2975fd765fb3fb4dd6dfbdbec825 \
-    --hash=sha256:aeb60452d5b6150075974bc36e1cc74a46bd4b125cd5e72a86a04f4d6abf4e67 \
-    --hash=sha256:aee6c4e8f670ea685345ce4ca01c574a52e0a4318af2b8cdd563de9567731056 \
-    --hash=sha256:b027b53adb1df11923753d85587e3ab611fe70bc69596e9eb3269acab809c376 \
-    --hash=sha256:b0adbe8f33f57f2b6bfa8a2ea18f3e4ed91676503673f70f796bfbd06a1a2214 \
-    --hash=sha256:b30dcfbc5ab2fc932a723a39c2cb52d4f5c8b1705aa05a0bae23f28f70e06982 \
-    --hash=sha256:b385fc7fc7b0811c3fcac4b0a35e5606eca693efba0d1446623ef0158a078034 \
-    --hash=sha256:b4e5e9d1f84bbc01bf6a32a4704920c72e37d9090b3e0e29bd1574d06b3249f1 \
-    --hash=sha256:b50ad622d8a71c8b72582dc84a990f3f079775edc1bcf0f43ed59bb2277fca2f \
-    --hash=sha256:b544a1a78e0812134572cc13f5ee330bfb6bfe6dda58d2e26c20557bb0e0cec9 \
-    --hash=sha256:b8472151e6f7ae90d7fd231a1ac16d2e628b93ce20d0f8063da25bd8bfdeb9e5 \
-    --hash=sha256:b868b7fc24dd8ab4762b59a533bdbd096ebba7eabc853c7f78af8edce46d1390 \
-    --hash=sha256:b8eee5d25efee64e172ed0d60ebcf6bca92b0b26a7fd048bb946b32fb90dbdc0 \
-    --hash=sha256:bae7f07731c6c285b87111c7d5c5efa65f8b48016a98bcc57eebc24a3c7d854d \
-    --hash=sha256:beb0f7f8371d933072e9bdc00c6df7eb5fdf76b93f08bfe73094f60c3f011f57 \
-    --hash=sha256:c2676e2a934e046200faf0dc26ffa48c4989c3561c9bb97832e79969a41b2afe \
-    --hash=sha256:c77113fbdbd7ca5de72dd3b7d113856609a1b878f6164de09dd95d12e6a51de2 \
-    --hash=sha256:c85110f536e59fe19ea4b002d04228f57f55462add1630a0785cd6ec62e70415 \
-    --hash=sha256:c9f8827cd7a84f5344779754ebb633bca71c470e028f92ecc959e666ef5c5e3c \
-    --hash=sha256:cb62c82a2518b8446be1cc5eb4319e282776bf96fdb2964e81ff2c15d632248b \
-    --hash=sha256:d5c711c8ca8d5767ed8ecd5fb5602c12eaf8fb256a5f4308ae36f2dc79e6f853 \
-    --hash=sha256:d851b7ff732ebc9d823de3c7cc95a5ed4261a0226acd46861a18369ac9568f36 \
-    --hash=sha256:e2a917ab420cd88b040ec85b5abc1244ab82b34d56461e2ffff58e0c7d018bae \
-    --hash=sha256:e3215b43632a23b5b99165097949ce51dd093ab33d410bcf8aa901cdbc64d9cd \
-    --hash=sha256:e71386f89dc2db805b4c9518dee6d81abddb8e79e4d9313cecdb702c924b8187 \
-    --hash=sha256:f34b39057956305935c71f51a0860709b6124c92281dc03841587dd45a86322c \
-    --hash=sha256:f44715d6a3313d614ff7550e52ecff67a283776909d960f338701b57e6013542 \
-    --hash=sha256:f74bfa9f1b91718d6664d4708d092f7d44e2f0f825a5fab82819d43d41e0302d \
-    --hash=sha256:f76fcf2867d19259b53680c08314435b46f632d20a4d7b9f0ccbb5dd3e925e79 \
-    --hash=sha256:fa4842977924209ae653e856238a30b1c68e579ecde5cf1c16c4de471b35cec7 \
-    --hash=sha256:fc8d3edbc9f32da930da6ea33d43ce0c3239e6b2018a77907fbf4e9836bd6def
+hiredis==3.3.1 \
+    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
+    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
+    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
+    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
+    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
+    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
+    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
+    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
+    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
+    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
+    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
+    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
+    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
+    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
+    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
+    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
+    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
+    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
+    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
+    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
+    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
+    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
+    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
+    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
+    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
+    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
+    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
+    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
+    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
+    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
+    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
+    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
+    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
+    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
+    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
+    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
+    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
+    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
+    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
+    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
+    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
+    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
+    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
+    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
+    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
+    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
+    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
+    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
+    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
+    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
+    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
+    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
+    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
+    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
+    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
+    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
+    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
+    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
+    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
+    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
+    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
+    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
+    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
+    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
+    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
+    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
+    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
+    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
+    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
+    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
+    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
+    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
+    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
+    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
+    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
+    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
+    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
+    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
+    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
+    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
+    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
+    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
+    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
+    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
+    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
+    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
+    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
+    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
+    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
+    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
+    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
+    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
+    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
+    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
+    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
+    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
+    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
+    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
+    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
+    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
+    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
+    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
+    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
+    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
+    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
@@ -1224,9 +1277,9 @@ ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   httpx
@@ -1264,105 +1317,105 @@ kubernetes==35.0.0 \
     --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
     --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
     # via feast (pyproject.toml)
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
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+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1455,9 +1508,9 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+mcp==1.27.1 \
+    --hash=sha256:0f47e1820f8f8f941466b39749eb1d1839a04caddca2bc60e9d46e8a99914924 \
+    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
     # via fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -1733,129 +1786,129 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.0 \
-    --hash=sha256:002b613ae19f4ac7d18b7e168ffe1cb9013b37c57f7411984abbd3b817b0a214 \
-    --hash=sha256:00e047c74d3ec6e71a2eb88e9ea551a2edb90c21f993aefa9e0d2a898e0bb732 \
-    --hash=sha256:02cca0761c75b42a20a2757ae58713276605eb29a08dd8a6e092aa347c4115ca \
-    --hash=sha256:0ecd63f75fdd30327e4ad8b5704bd6d91fc6c1b2e029f8ee14705e1207212489 \
-    --hash=sha256:0f42dfaab7ec1baff3b383ad7af562ab0de573c5f6edb44b2dab016082b89948 \
-    --hash=sha256:1973868d2adbb4584a3835780b27436f06d1dc606af5be09f187aaa25be1070f \
-    --hash=sha256:26c8b52627b6552f47ff11adb4e1509605f094e29815323e487fc0053ebe93d1 \
-    --hash=sha256:2721f0ce49cb74a38f00c50da67cb7d36317b5eda38877a49614dc018e91c787 \
-    --hash=sha256:2fcedb16d456106e545b2bfd7ef9d24e70b38ec252d2a629823a4d07ebcdb69e \
-    --hash=sha256:31b5dbb55293c1bd27c0fc813a0d2bb5ceef9d65ac5afa2e58f829dab7921fd5 \
-    --hash=sha256:34506397dbf40c15dc567635d18a21d33827e9ab29014fb83d292a8f4f8953b6 \
-    --hash=sha256:367e5c993ba34d5054d11937d0485ad6dfc60ba760fa326c01090fc256adf15c \
-    --hash=sha256:379edf079ce44ac8d2805bcf9b3dd7340d4f97aad3a5e0ebabbf9d125b84b442 \
-    --hash=sha256:39362cdb4ba5f916e7976fccecaab1ba3a83e35f60fa68b64e9a70e221bb2436 \
-    --hash=sha256:4525e7010b1b38334516181c5b81e16180b8e149e6684cee5a727c78186b4e3b \
-    --hash=sha256:47781555a7aa5fedcc2d16bcd72e0dc83eb272c10dd657f9fb3f9cc08e2e6abb \
-    --hash=sha256:49d11c6f573a5a08f77fad13faff2139f6d0730ebed2cfa9b3d2702671dd7188 \
-    --hash=sha256:555493c44a4f5a1b58d611a43333e71a9981c6dbe26270377b6f8174126a0526 \
-    --hash=sha256:555658c611099455b2da507582ea20d2043dfdfe7f5ad0add472b1c6238b433f \
-    --hash=sha256:697f102c5c1d526bdd761a69f17c6070f9892eebcb94b1a5963d679288c09e78 \
-    --hash=sha256:76a70bf840495729be47510856b978f1b0ec7d08f257ca38c9d932720bf6b43e \
-    --hash=sha256:7d3243c406773185144527f83be0e0aefc7bf4601b0b2b956665608bf7c98a83 \
-    --hash=sha256:931a7630bba591593dcf6e97224a21ff80fb357e7982628d25e3c618e7f598ef \
-    --hash=sha256:9804c3ad27f78e54e58b32e7cb532d128b43dbfb9f3f9f06262b821a0f6bd3f5 \
-    --hash=sha256:a17c5d0bdcca61ce24a35beb828a2d0d323d3fcf387d7512206888c900193367 \
-    --hash=sha256:a6e0641147cbfa7e4e94efdb95c2dab1aff8cfc159ded13e07f308ddccc8c48e \
-    --hash=sha256:a79c1eba7ac4209f2d850f0edd0a2f8bba88cbfdfefe6fb76a19e9d4fe5e71a2 \
-    --hash=sha256:a9336b5e6712f4adaf5afc3203a99a40b379049104349d747eb3e5a3aa23ac2e \
-    --hash=sha256:b20c8b0fd5877abdf402e79a3af987053de07e6fb208c18df6659f708b535134 \
-    --hash=sha256:b3a49064504be59e59da664c5e149edc1f26c67c4f8e8456f6ba6aba55033018 \
-    --hash=sha256:b503ab55a836136b619b5fc21c8803d810c5b87551af8600b72eecafb0059cb0 \
-    --hash=sha256:bd0212976dc57a5bfeede7c219e7cd66568a32c05c9129686dd487c059c1b88a \
-    --hash=sha256:c70380fe5d64010f79fb863b9081c7004dd65225d2277333c219d93a10dad4dd \
-    --hash=sha256:d99f515f95fd03a90875fdb2cca12ff074aa04490db4d190905851bdf8a549a8 \
-    --hash=sha256:e80cf77847d0d3e6e3111b7b25db32a7f8762fd4b9a3a72ce53fe16a2863b281 \
-    --hash=sha256:eb96c84efcc33f0b5e0e04beacf00129dd963b67226b01c00b9dfc8affb464c3 \
-    --hash=sha256:ebea00201737ad4391142808ed16e875add5c17f676e0912b387739f84991e13 \
-    --hash=sha256:efe8d70949c3023698c3fca1e94527e7e790a361ab8116f90d11221421cd8726 \
-    --hash=sha256:f13b3e41bce9d257eded794c0f12878af3129d80aacd8a3ee0dee51f3a978651 \
-    --hash=sha256:f194db59657c58593a3c47c6dfd7bad4ef4ac12dbc94d01b3a95521f78177e33 \
-    --hash=sha256:f49590891d2c2f8a9de15614e32e459a794bcba84693c2394291a2038bbaaa69 \
-    --hash=sha256:f75ff57defcd0f1d6e006d721ccdec6c88d4f6a7816eb92f1c4890d979d9ee62 \
-    --hash=sha256:f799d9db89fc00446f03281f84a221e50018fc40113a3ba9864b132895619ebe \
-    --hash=sha256:f8426d4d75d68714abc17a4292d922f6ba2cfb984b72c2278c437f6dae797865
+mypy==2.1.0 \
+    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
+    --hash=sha256:0b1a5260c95aa443083f9ed3592662941951bca3d4ca224a5dc517c38b7cf666 \
+    --hash=sha256:11a6beb180257a805961aea9ec591bbd0bd17f1e18d35b8456d57aee5bedfedc \
+    --hash=sha256:1a293c534adb55271fef24a26da04b855540a8c13cc07bc5917b9fd2c394f2ca \
+    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
+    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
+    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
+    --hash=sha256:3712c20deed54e814eaaa825603bada8ea1c390670a397c95b98405347acc563 \
+    --hash=sha256:47cebf61abde7c088a4e27718a8b13a81655686b2e9c251f5c0915a802248166 \
+    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
+    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
+    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
+    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
+    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
+    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
+    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
+    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
+    --hash=sha256:7406f4d048e71e576f5356d317e5b0a9e666dfd966bd99f9d14ca06e1a341538 \
+    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
+    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
+    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
+    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
+    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
+    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
+    --hash=sha256:8ef78c1d306bbf9a8a12f526c44902c9c28dffd6c52c52bf6a72641ce18d3849 \
+    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
+    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
+    --hash=sha256:a683016b16fe2f572dc04c72be7ee0504ac1605a265d0200f5cea695fb788f41 \
+    --hash=sha256:aea7f7a8a55b459c34275fc468ada6ca7c173a5e43a68f5dbe588a563d8a06b8 \
+    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
+    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
+    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
+    --hash=sha256:c209a90853081ff01d01ee895cafe10f7db1474e0d95beaeef0f6c1db9119bbd \
+    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
+    --hash=sha256:c989640253f0d76843e9c6c1bbf4bd48c5e85ada61bde4beb37cb3eca035685e \
+    --hash=sha256:d57a90ae5e872138a425ec328edbc9b235d1934c4377881a33ec05b341acc9a8 \
+    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
+    --hash=sha256:e0210d626fc8b31ccc90233754c7bc90e1f43205e85d96387f7db1285b55c398 \
+    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
+    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
+    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
+    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
+    --hash=sha256:fcaa0e479066e31f7cceb6a3bea39cb22b2ff51a6b2f24f193d19179ba17c389 \
+    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -1867,9 +1920,9 @@ oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
@@ -1949,9 +2002,9 @@ pandas==2.3.3 \
     #   pandas-gbq
     #   pymilvus
     #   snowflake-connector-python
-pandas-gbq==0.34.1 \
-    --hash=sha256:6bea5b85937251b976cf9db38151ea59abbff98771179183488d4614694bff67 \
-    --hash=sha256:b74932c6ee35dfc81582f39c792e3a68c9ef9bee8c85f25667d9d05dfadd0daf
+pandas-gbq==0.35.0 \
+    --hash=sha256:258de481019566611031919997bf9c1ece4ca30a4dd02d3fc3664b251d446182 \
+    --hash=sha256:596c908487ef0649a161e86ef272c00c267e581b95dc5ee0dc3518545b33bcfc
     # via google-cloud-bigquery
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -1972,16 +2025,16 @@ patchelf==0.17.2.4 \
     --hash=sha256:d842b51f0401460f3b1f3a3a67d2c266a8f515a5adfbfa6e7b656cb3ac2ed8bc \
     --hash=sha256:d9b35ebfada70c02679ad036407d9724ffe1255122ba4ac5e4be5868618a5689
     # via feast (pyproject.toml)
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
     #   scikit-build-core
-platformdirs==4.9.4 \
-    --hash=sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934 \
-    --hash=sha256:68a9a4619a666ea6439f2ff250c12a853cd1cbd5158d258bd824a7df6be2f868
+platformdirs==4.9.6 \
+    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
+    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
     # via snowflake-connector-python
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
@@ -1991,151 +2044,148 @@ prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
     --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
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+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.0 \
+    --hash=sha256:38e5696342835b08fc116f30a25665b29531cda9d5d5643e9b81fc312385abd9 \
+    --hash=sha256:a630604310899e73c59ec302e5765c058d412b2f090b9c79c8822589f14955b8
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.34.1 \
+    --hash=sha256:34b84ce27680df7cca9f231043ada0daa55d0c44a2ddfaa58ec1d0d89d8bf60a \
+    --hash=sha256:403b093a6e28a960372b44e5eb081775c9b056e816a8029c61231743d63f881a \
+    --hash=sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b \
+    --hash=sha256:8ff40ce8cd688f7265326b38d5a1bed9bfdf5e6723d49961432f83e21d5713e4 \
+    --hash=sha256:9ce42245e704cc5027be797c1db1eb93184d44d1cdd71811fb2d9b25ad541280 \
+    --hash=sha256:bb3812cd53aefea2b028ef42bd780f5b96407247f20c6ef7c679807e9d188f11 \
+    --hash=sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7 \
+    --hash=sha256:e97b55646e6ce5cbb0954a8c28cd39a5869b59090dfaa7df4598a7fba869468c
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -2181,61 +2231,61 @@ psycopg[c, pool]==3.2.5 \
 psycopg-c==3.2.5 \
     --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==23.0.1 \
-    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
-    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
-    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
-    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
-    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
-    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
-    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
-    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
-    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
-    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
-    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
-    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
-    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
-    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
-    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
-    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
-    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
-    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
-    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
-    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
-    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
-    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
-    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
-    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
-    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
-    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
-    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
-    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
-    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
-    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
-    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
-    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
-    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
-    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
-    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
-    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
-    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
-    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
-    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
-    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
-    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
-    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
-    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
-    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
-    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
-    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
-    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
-    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
-    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
-    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
+pyarrow==24.0.0 \
+    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
+    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
+    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
+    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
+    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
+    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
+    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
+    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
+    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
+    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
+    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
+    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
+    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
+    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
+    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
+    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
+    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
+    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
+    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
+    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
+    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
+    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
+    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
+    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
+    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
+    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
+    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
+    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
+    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
+    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
+    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
+    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
+    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
+    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
+    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
+    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
+    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
+    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
+    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
+    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
+    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
+    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
+    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
+    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
+    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
+    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
+    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
+    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
+    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
+    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -2264,141 +2314,140 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
     #   pydantic-settings
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
-    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
-    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
-    --hash=sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963 \
-    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
-    --hash=sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808 \
-    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
-    --hash=sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1 \
-    --hash=sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2 \
-    --hash=sha256:299e0a22e7ae2b85c1a57f104538b2656e8ab1873511fd718a1c1c6f149b77b5 \
-    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
-    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
-    --hash=sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b \
-    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
-    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
-    --hash=sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093 \
-    --hash=sha256:346285d28e4c8017da95144c7f3acd42740d637ff41946af5ce6e5e420502dd5 \
-    --hash=sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594 \
-    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
-    --hash=sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a \
-    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
-    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
-    --hash=sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284 \
-    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
-    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
-    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
-    --hash=sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f \
-    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
-    --hash=sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51 \
-    --hash=sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc \
-    --hash=sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97 \
-    --hash=sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a \
-    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
-    --hash=sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9 \
-    --hash=sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c \
-    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
-    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
-    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
-    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
-    --hash=sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e \
-    --hash=sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941 \
-    --hash=sha256:707625ef0983fcfb461acfaf14de2067c5942c6bb0f3b4c99158bed6fedd3cf3 \
-    --hash=sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612 \
-    --hash=sha256:753e230374206729bf0a807954bcc6c150d3743928a73faffee51ac6557a03c3 \
-    --hash=sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b \
-    --hash=sha256:76ee27c6e9c7f16f47db7a94157112a2f3a00e958bc626e2f4ee8bec5c328fbe \
-    --hash=sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146 \
-    --hash=sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11 \
-    --hash=sha256:7b93a4d08587e2b7e7882de461e82b6ed76d9026ce91ca7915e740ecc7855f60 \
-    --hash=sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd \
-    --hash=sha256:7f3bf998340c6d4b0c9a2f02d6a400e51f123b59565d74dc60d252ce888c260b \
-    --hash=sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c \
-    --hash=sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a \
-    --hash=sha256:873e0d5b4fb9b89ef7c2d2a963ea7d02879d9da0da8d9d4933dee8ee86a8b460 \
-    --hash=sha256:88942d3a3dff3afc8288c21e565e476fc278902ae4d6d134f1eeda118cc830b1 \
-    --hash=sha256:8bfeaf8735be79f225f3fefab7f941c712aaca36f1128c9d7e2352ee1aa87bdf \
-    --hash=sha256:8e7c86f27c585ef37c35e56a96363ab8de4e549a95512445b85c96d3e2f7c1bf \
-    --hash=sha256:915c3d10f81bec3a74fbd4faebe8391013ba61e5a1a8d48c4455b923bdda7858 \
-    --hash=sha256:93e8740d7503eb008aa2df04d3b9735f845d43ae845e6dcd2be0b55a2da43cd2 \
-    --hash=sha256:941103c9be18ac8daf7b7adca8228f8ed6bb7a1849020f643b3a14d15b1924d9 \
-    --hash=sha256:97aeba56665b4c3235a0e52b2c2f5ae9cd071b8a8310ad27bddb3f7fb30e9aa2 \
-    --hash=sha256:a39455728aabd58ceabb03c90e12f71fd30fa69615760a075b9fec596456ccc3 \
-    --hash=sha256:a3a52f6156e73e7ccb0f8cced536adccb7042be67cb45f9562e12b319c119da6 \
-    --hash=sha256:a668ce24de96165bb239160b3d854943128f4334822900534f2fe947930e5770 \
-    --hash=sha256:a75dafbf87d6276ddc5b2bf6fae5254e3d0876b626eb24969a574fff9149ee5d \
-    --hash=sha256:aabf5777b5c8ca26f7824cb4a120a740c9588ed58df9b2d196ce92fba42ff8dc \
-    --hash=sha256:aec5cf2fd867b4ff45b9959f8b20ea3993fc93e63c7363fe6851424c8a7e7c23 \
-    --hash=sha256:b2379fa7ed44ddecb5bfe4e48577d752db9fc10be00a6b7446e9663ba143de26 \
-    --hash=sha256:b4ececa40ac28afa90871c2cc2b9ffd2ff0bf749380fbdf57d165fd23da353aa \
-    --hash=sha256:b5819cd790dbf0c5eb9f82c73c16b39a65dd6dd4d1439dcdea7816ec9adddab8 \
-    --hash=sha256:b74557b16e390ec12dca509bce9264c3bbd128f8a2c376eaa68003d7f327276d \
-    --hash=sha256:b80aa5095cd3109962a298ce14110ae16b8c1aece8b72f9dafe81cf597ad80b3 \
-    --hash=sha256:b93590ae81f7010dbe380cdeab6f515902ebcbefe0b9327cc4804d74e93ae69d \
-    --hash=sha256:b96d5f26b05d03cc60f11a7761a5ded1741da411e7fe0909e27a5e6a0cb7b034 \
-    --hash=sha256:bd3d54f38609ff308209bd43acea66061494157703364ae40c951f83ba99a1a9 \
-    --hash=sha256:bfea2a5f0b4d8d43adf9d7b8bf019fb46fdd10a2e5cde477fbcb9d1fa08c68e1 \
-    --hash=sha256:c007fe8a43d43b3969e8469004e9845944f1a80e6acd47c150856bb87f230c56 \
-    --hash=sha256:c1df3d34aced70add6f867a8cf413e299177e0c22660cc767218373d0779487b \
-    --hash=sha256:c23e27686783f60290e36827f9c626e63154b82b116d7fe9adba1fda36da706c \
-    --hash=sha256:c8d8b4eb992936023be7dee581270af5c6e0697a8559895f527f5b7105ecd36a \
-    --hash=sha256:c9e19dd6e28fdcaa5a1de679aec4141f691023916427ef9bae8584f9c2fb3b0e \
-    --hash=sha256:d0d2568a8c11bf8225044aa94409e21da0cb09dcdafe9ecd10250b2baad531a9 \
-    --hash=sha256:d38548150c39b74aeeb0ce8ee1d8e82696f4a4e16ddc6de7b1d8823f7de4b9b5 \
-    --hash=sha256:d3a978c4f57a597908b7e697229d996d77a6d3c94901e9edee593adada95ce1a \
-    --hash=sha256:d5160812ea7a8a2ffbe233d8da666880cad0cbaf5d4de74ae15c313213d62556 \
-    --hash=sha256:dc799088c08fa04e43144b164feb0c13f9a0bc40503f8df3e9fde58a3c0c101e \
-    --hash=sha256:df3959765b553b9440adfd3c795617c352154e497a4eaf3752555cfb5da8fc49 \
-    --hash=sha256:dfa8a0c812ac681395907e71e1274819dec685fec28273a28905df579ef137e2 \
-    --hash=sha256:e25c479382d26a2a41b7ebea1043564a937db462816ea07afa8a44c0866d52f9 \
-    --hash=sha256:e4f4a984405e91527a0d62649ee21138f8e3d0ef103be488c1dc11a80d7f184b \
-    --hash=sha256:e536c98a7626a98feb2d3eaf75944ef6f3dbee447e1f841eae16f2f0a72d8ddc \
-    --hash=sha256:e56ba91f47764cc14f1daacd723e3e82d1a89d783f0f5afe9c364b8bb491ccdb \
-    --hash=sha256:e672ba74fbc2dc8eea59fb6d4aed6845e6905fc2a8afe93175d94a83ba2a01a0 \
-    --hash=sha256:e7b576130c69225432866fe2f4a469a85a54ade141d96fd396dffcf607b558f8 \
-    --hash=sha256:e8465ab91a4bd96d36dde3263f06caa6a8a6019e4113f24dc753d79a8b3a3f82 \
-    --hash=sha256:e96cea19e34778f8d59fe40775a7a574d95816eb150850a85a7a4c8f4b94ac69 \
-    --hash=sha256:ece5c59f0ce7d001e017643d8d24da587ea1f74f6993467d85ae8a5ef9d4f42b \
-    --hash=sha256:eceb81a8d74f9267ef4081e246ffd6d129da5d87e37a77c9bde550cb04870c1c \
-    --hash=sha256:ed2e99c456e3fadd05c991f8f437ef902e00eedf34320ba2b0842bd1c3ca3a75 \
-    --hash=sha256:f0cd744688278965817fd0839c4a4116add48d23890d468bc436f78beb28abf5 \
-    --hash=sha256:f14f8f046c14563f8eb3f45f499cc658ab8d10072961e07225e507adb700e93f \
-    --hash=sha256:f15489ba13d61f670dcc96772e733aad1a6f9c429cc27574c6cdaed82d0146ad \
-    --hash=sha256:f31d95a179f8d64d90f6831d71fa93290893a33148d890ba15de25642c5d075b \
-    --hash=sha256:f41a7489d32336dbf2199c8c0a215390a751c5b014c2c1c5366e817202e9cdf7 \
-    --hash=sha256:f41eb9797986d6ebac5e8edff36d5cef9de40def462311b3eb3eeded1431e425 \
-    --hash=sha256:f547144f2966e1e16ae626d8ce72b4cfa0caedc7fa28052001c94fb2fcaa1c52
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.13.1 \
-    --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
-    --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
+pydantic-settings==2.14.1 \
+    --hash=sha256:6e3c7edfd8277687cdc598f56e5cff0e9bfff0910a3749deaa8d4401c3a2b9de \
+    --hash=sha256:e874d3bec7e787b0c9958277956ed9b4dd5de6a80e162188fdaff7c5e26fd5fa
     # via
     #   fastapi-mcp
     #   mcp
@@ -2424,13 +2473,13 @@ pymilvus==2.5.18 \
     --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
     --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
     # via feast (pyproject.toml)
-pymysql==1.1.2 \
-    --hash=sha256:4961d3e165614ae65014e361811a724e2044ad3ea3739de9903ae7c21f539f03 \
-    --hash=sha256:e6b1d89711dd51f8f74b1631fe08f039e7d76cf67a42a323d3178f0f25762ed9
+pymysql==1.1.3 \
+    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
+    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
     # via feast (pyproject.toml)
-pyopenssl==26.0.0 \
-    --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
-    --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 pyproject-metadata==0.11.0 \
     --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
@@ -2453,13 +2502,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.22 \
-    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.29 \
+    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
+    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2542,9 +2591,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==4.6.0 \
-    --hash=sha256:585dc516b9eb042a619ef0a39c3d7d55fe81bdb4df09a52c9cdde0d07bf1aa7d \
-    --hash=sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c
+redis==7.4.0 \
+    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
+    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2552,9 +2601,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2571,9 +2620,9 @@ requests-oauthlib==2.0.0 \
     # via
     #   google-auth-oauthlib
     #   kubernetes
-rich==14.3.3 \
-    --hash=sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d \
-    --hash=sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b
+rich==15.0.0 \
+    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
+    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
     # via
     #   fastapi-mcp
     #   ibis-framework
@@ -2736,32 +2785,32 @@ snowballstemmer==3.0.1 \
     --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
     --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.5.0 \
+    --hash=sha256:0c92794e56faaafbdf6fedfa0473bd29f40ea89ad258b322c92b27b27f57bc35 \
+    --hash=sha256:16311dc9c4a0e2d6cd14ecd43f1f607e291ba5397832123a0b04a326897ef8b0 \
+    --hash=sha256:1897be7487587d9ce7feae132a288e714b3b07f3b3f3404e62b6dfcebde94bb9 \
+    --hash=sha256:206ea5e947ac346d121dd344048b7dd1b2ab4a0da03375ce3d90321a8ce598db \
+    --hash=sha256:2c04c2a7ee5a183be1204417077584c07569e66997e8d093403bb1604b5463bd \
+    --hash=sha256:34fbeb3f8ad26f34659c687cb27136d8eb9aea1ac65bc4b8b32091dc727f1f14 \
+    --hash=sha256:376eb9d956f6b9287df448e483ec862b94fb9ccb06cefc945b68ddac1c7d1c48 \
+    --hash=sha256:39c2b9d17da9a23475ad52a8e7b389001d7277bf400428c4c6af6bd1099bc62e \
+    --hash=sha256:4870858f2fa312343b0063fb4da57b3e893d80aa00e371bc637981f3eed9c254 \
+    --hash=sha256:56baa39a1fa9f0cdcdad3da022508396268d0bf6bb6df28087b02e4826e88bd1 \
+    --hash=sha256:583adc49b38316d3023dc80bef81a27a3027a2f8109a36e69a0083785b7f8662 \
+    --hash=sha256:5f73f1b0ed24e01d9dd627b088cc83e62e81ea5b19bee679946941f6d1947ef9 \
+    --hash=sha256:64ec9b5dddf19c7f4ce4355d1b8e16239a26d1d161d92219919953510664269c \
+    --hash=sha256:6bb323323c573c903500e1c654f71c0aad7b62149e2f719c611377fac9c05833 \
+    --hash=sha256:7badadc59d7e75550c7f35bdb9414895cae5898a4f9901b02231d0eaa694a4a0 \
+    --hash=sha256:81bfdbd865fceb5e9ac1969976c8f635e21185c06d97a31cac8ca3a4b4697b1d \
+    --hash=sha256:92d865b9b60a767a55787540dbf04b3074a7b1a728f24ddbec2bbcf257215625 \
+    --hash=sha256:93febe6d69c4dc46a64d16a0b6ed65b523d869f1691ead791eb22ebd8b6725ce \
+    --hash=sha256:9a17b5a8e43611bd7eae289de2b8f71679bb386b8d82036f0b36436827308f81 \
+    --hash=sha256:9c0cc17ceb915842dfdee7baaccbdcd5b5e3de06977231b8a31704c2ed8532d8 \
+    --hash=sha256:a1aa9128aa43d09771e845a1af1fc2a5d5a014ab0bea8bea4b72501662ba601f \
+    --hash=sha256:a28a9391b464f9060304d8468a24bff6a2d13bf5801c92fbf8c05907e5fb06f4 \
+    --hash=sha256:d7f5e2ea42521c033c4ac0e60685c50a47082715eb57cdaf92b438d9bb44d220 \
+    --hash=sha256:e4481849c65d4eeaef89efd589c7690bc51d7535524f278dde9b29012fdf5084 \
+    --hash=sha256:ee03a9b8f61192d72374e3785650460ed0c996c7153a8b38140be6e162ac4fb1
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
@@ -2795,78 +2844,78 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
     # via feast (pyproject.toml)
-sqlglot==30.2.1 \
-    --hash=sha256:ef4a67cc6f66a8043085eb8ea95fa9541c1625dffa9145ad4e9815a7ba60a199 \
-    --hash=sha256:f23d9ee9427ef9d20df15f9b0ffa57d9eb45e52b012219a349d1e6b50ed926d1
+sqlglot==30.8.0 \
+    --hash=sha256:1c5f93fb742dd9aaa75eee6bb33a637794a858b9a86375fac23a2dc0f7bc127e \
+    --hash=sha256:af903378c331d5b72277a1b41118f07bc3e50cf4478e2d47eed12c96ee6a22a4
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.4 \
+    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
+    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2936,9 +2985,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.0 \
+    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
+    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2953,25 +3002,25 @@ tqdm==4.67.3 \
     # via
     #   feast (pyproject.toml)
     #   milvus-lite
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.5.7.17 \
+    --hash=sha256:5ec0800de5e2ddbd7c663cb4c0c15328f132dc168813897c18866c5c7b93db33 \
+    --hash=sha256:a04a48f8f0a787cb996514d3969ac7608aa3c60cb15d073c1e02801e60533e80
     # via hatchling
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
-typer==0.24.1 \
-    --hash=sha256:112c1f0ce578bfb4cab9ffdabc68f031416ebcc216536611ba21f04e9aa84c9e \
-    --hash=sha256:e39b4732d65fbdcde189ae76cf7cd48aeae72919dea1fdfc16593be016256b45
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via feast (pyproject.toml)
-types-pymysql==1.1.0.20251220 \
-    --hash=sha256:ae1c3df32a777489431e2e9963880a0df48f6591e0aa2fd3a6fabd9dee6eca54 \
-    --hash=sha256:fa1082af7dea6c53b6caa5784241924b1296ea3a8d3bd060417352c5e10c0618
+types-pymysql==1.1.0.20260518 \
+    --hash=sha256:39a2448c4267dc4551e0824d2bfaecf7dfd171e89e6dbba90f4d4d45d55e4342 \
+    --hash=sha256:cf697ce4e44124fc859e8e8a7f047c1dc864745c3c628b85a51b3ee01502ef98
     # via feast (pyproject.toml)
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -3002,95 +3051,93 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
+ujson==5.12.1 \
+    --hash=sha256:07f307780f85b49cba93f291718421b6f5f3b627a323b431fad937a18f6587cb \
+    --hash=sha256:080bc65ac7c0a6314d45d55b6171d3a48b1aeaf89895654d625b291cfe46309f \
+    --hash=sha256:0be2b4f2f547b9f0f3d902640e410e5a2fc851576cbe033c88445a23e3e7aef1 \
+    --hash=sha256:10f44bd08ae52ee23ca6e8b472692e5da1768af2d53ff1bad6f40b532e0bc7ee \
+    --hash=sha256:12e99e49c62322ed0394c914aff15403ba7ede0b74f05a0faa4ec12c7d17a139 \
+    --hash=sha256:191d2077fd53441599a2efd3dcc205b9cc5f3a4d685a76e9f73f4b6c19aee0c9 \
+    --hash=sha256:19ea07e29a45d199f926aadf93a9974128438c01b83141fba32477c0ee604b33 \
+    --hash=sha256:1a09636220f26c66f80c6c6283023cb53120e843825f890be92696cd1aa43f39 \
+    --hash=sha256:1c335caea51c31494e514b82d50763b9792d3960d2c7d9fdb6b6fb8ed50ebdd0 \
+    --hash=sha256:251ba8229e19b4b0b3efb5e7e3ddfa67c5c466aa492707bc3f6568bf714604dc \
+    --hash=sha256:26dcb43869057373048cbd2678293c5b0f962d5774cc76fc9488564a209bcbf2 \
+    --hash=sha256:289f13095764d03734adfa10107da9b530ceb64dc1b02a5f507588d978d5b7df \
+    --hash=sha256:29d1d64ed2c3c17666f4f0e15462800f3477255dc53667ad5d099277866c5666 \
+    --hash=sha256:2cfbd6b0c677d5d053964b8f98d8bb1af10c591c8c24454bcd40006ac8ba18db \
+    --hash=sha256:3a6efff7dc6515416366819de4a1bc449b77107c5b48508b101fd40f7f8bec08 \
+    --hash=sha256:3e30fa6bc7156ed709e13f8b52e917db08fbfd611ba61346b62630974ec0ba8e \
+    --hash=sha256:427893168d074e59214b0ee058337c57f5bb80175cdd5b4799a9c931aae22022 \
+    --hash=sha256:45022aae09ac3d45bda6fbfc631088d1aff9a0465542d40bd6d295ced378c430 \
+    --hash=sha256:46315b82505c99101dcab3bd979f15fecfde85c02df7efbb4e428fa357665290 \
+    --hash=sha256:485f0182a0c0b54c304061cdc826d8343ce595c4055f7a24e72772a8520e5f7b \
+    --hash=sha256:49dd9c378e1c8e676785ff2b62cb490074229f15ab54abf45b623713cb2c36b5 \
+    --hash=sha256:4e12ca368b397aed7fa1eec534ea1ba8d94977b376f9df3e93ae1acfd004ec40 \
+    --hash=sha256:4ea0c490c702c20495e97345acfcf0c2f3153e658ef537ff111929c48b89e10a \
+    --hash=sha256:4f39ba3b65cc637b59731532f7e7c807786bff1d0332ab2d5b96a04d2584d78f \
+    --hash=sha256:50d07e79ec70d32b4fbe18ab706ed0b172be08710d5901b9d067d7951bfaa164 \
+    --hash=sha256:558673c6c3a2309775683ca96d5f1e4cd99889f71b1ba5cb6be8aa37ae67f9e0 \
+    --hash=sha256:5b7e96406c301a1366534479a7352ec40ec68bb327c0c119091635acd5925e35 \
+    --hash=sha256:5dc91fa06ea35920b704fd9d70871897680145998071cfbf5ee3e19f2c9fc242 \
+    --hash=sha256:66005b49c753a1b9f2f8853919dc58e1e6bd66846ea341a33afa76c6d7602485 \
+    --hash=sha256:696224d4cfb8883fa5c0285dff31e5ce924704dd9ccd38e9ea8b5bf4a42b12fc \
+    --hash=sha256:6cc6ea753b7303fa5629fa9ac9257ea4b001c4d72583b2bb36ff1855a07db49f \
+    --hash=sha256:6d8827904358d7da59ccf2e1fd8de59e78248036d17fecc0462e62c6721f1102 \
+    --hash=sha256:6f19e9a407a24230df0cc1ec1c0f5999872ba526b14a780f80ad6479f5eed9bc \
+    --hash=sha256:71bdb5d10c6d7e710cfa78e743d9fb79a37c7c66fa916cd287bffbaa520f5abe \
+    --hash=sha256:727e983ef27892d86ee2d28fd517eeb02b2c1165aafcbe929dce988aeee81bfe \
+    --hash=sha256:757f2026bef09d231d63a2250a2c7ad21ea1c9cb1ded6480659d202c4e2ef09e \
+    --hash=sha256:758e5c8fbe4e6d483041e03b307b01fb5d2f2dd4452d4d4b927ab902e188939e \
+    --hash=sha256:7642a41520ac1b2bc25ea282b66b8da522cc43424442e6fb5e039be4d4f96530 \
+    --hash=sha256:77a71fe53427a0cf49d56eafd801d9f7e203b784b7f99cc717783fd6f6f7b732 \
+    --hash=sha256:7957b64583793042521f7f7c71c01626b3d32a17528eaab980eb8cdc3d4eec68 \
+    --hash=sha256:7bba5ab7965619db7d6f5503133b8e2d8bfce9bb6754224ca64d19261cc52f7c \
+    --hash=sha256:7dc5cf44ea42365cd1b66e6ed3fc6ca040c86587b024a6659b98e99d31cff2cd \
+    --hash=sha256:7e31afad20cd6837a5ac6965d95b44b0ff06e42a82b01a8d3dc606a07f0b7a2a \
+    --hash=sha256:80f58ae2be100da0f525330ee274accd8892d1c125fea75076f60539d9a5f9cd \
+    --hash=sha256:8416bb724db9accfa97bdb77245952494b1800c23e42defd46afb5c661c9af19 \
+    --hash=sha256:8aa731138d6dfca4ab84501b72384e6c544bfb48cb87a0dd4d304df3246cac25 \
+    --hash=sha256:8b657e870c77aaacdeea86cfad3e6d2ef9b52517e45988c9c367f7ee764fe4dd \
+    --hash=sha256:8df5d984ff4ac1ef292d70f30da03417038a7e1e0bc272d28ca9d34f02f41682 \
+    --hash=sha256:949cb4863a5d4847edeb47c5364b334e8cadf23a7cbdaa547d86098a4b093106 \
+    --hash=sha256:9523d67d45334f9a1d62e423bd72be62b58d2289a50420ffffa9363763eab73f \
+    --hash=sha256:963287e4b1bc463735c4056968a2dfa59bb831b6daba68bddd14f451191fe9e5 \
+    --hash=sha256:984b5a99d1e0a037c2046c3c4b34cec832565d62d5017be0a035bf3cbfab72dc \
+    --hash=sha256:a7a81724d5d90a2da7155d15d8b156ce57eaed7cdd622df813f36a8e612fd4c8 \
+    --hash=sha256:b21b4c680594c8686bcd4cdda0fd3ea2567b9d42bcf1d1e3d92d39bcdb02e8f1 \
+    --hash=sha256:b22aa0f644516d3d5b29464949e4b23fe784f84b4a1030ab9ac3cb42aaedabb1 \
+    --hash=sha256:b2c419bf42ae40963fc27f70c59e24e9a97f5cf168dbce2c572f3c0ce3595912 \
+    --hash=sha256:b5db0849c0e3da54822a5834f2dc51d7c51072d7f7d665014ee34600dc10889b \
+    --hash=sha256:b6afa86c117b66034004ee83c5149c6dccf7cb88941f9d3a1640c7076577f2d4 \
+    --hash=sha256:bca3f04b2f590a8211acdc3ca06649b65a7ed1e999437dccf095310be9d3ba4e \
+    --hash=sha256:bdc6b277dcd27663f7fb76b6a5088424c66e0407c23e9884f80cd733f7d71b19 \
+    --hash=sha256:c4bdc052a5d097f0a2e56d93aed97355f9f7a62ef9baa4f8517e43245434af9c \
+    --hash=sha256:c6d3bdd020333688ee60559437021ed68a98a28fdd609b5af16de5dd58f90cba \
+    --hash=sha256:c8e626b6bc9bdd2e8f7393b7d99f3daa2ca4022e6203662e70de7bb3604b21b9 \
+    --hash=sha256:cec6b9b539539affc1f01a795c99574592a635ce22331b64f2b42e0af570659e \
+    --hash=sha256:d57d731ecf492d3d011e65369f8330654f0875b19f646be5270d478e843d3b81 \
+    --hash=sha256:d90d27953716ef206c42f166932b3dbb264dc638bbf32acae81b216ae35f566d \
+    --hash=sha256:dc26caebea90425662ef0b979f945f6ac832651881107d6ec9a3c4d4a4ba929c \
+    --hash=sha256:e08d9e096c416ddc34519241f97c201258b42639f2012d9547d8ae32921800dd \
+    --hash=sha256:e3c9c894971f4ada3ded16a804ed4640e1f2b3e5239beaeec7c48296f39f4232 \
+    --hash=sha256:e4b0c9f6a56aa94bb98b403e1f57a866f0b43abaa89757b24d4a4b3cd8643ced \
+    --hash=sha256:ea3bed53d2ea8e5642e814a9e41f3e29420a8067874ba03ace8c0462e160490c \
+    --hash=sha256:ee83fbac03a0896faf190177c938f94eb610b798d495a19d50997242c4eca685 \
+    --hash=sha256:f48ef8a16f1d85bd7982beac7adfd3fb704058631db84c1c61c8a1b7072b1508 \
+    --hash=sha256:f6074d3d3267ba1914c624b6e1fa3d8152648ff36b0ab77ddf83b92db488c30d \
+    --hash=sha256:f67c5f0d64eba0fbbd6d2d6a79b0c43c5bc06f27564378fd5d716e0d40360068 \
+    --hash=sha256:f75caed5b6d1fc271bb720a780c4199914267f7b865f9bf17826c4feccea582c
     # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
@@ -3162,116 +3209,114 @@ vcs-versioning==1.1.1 \
     --hash=sha256:b541e2ba79fc6aaa3850f8a7f88af43d97c1c80649c01142ee4146eddbc599e4 \
     --hash=sha256:fabd75a3cab7dd8ac02fe24a3a9ba936bf258667b5a62ed468c9a1da0f5775bc
     # via setuptools-scm
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
diff --git a/sdk/python/requirements/py3.12-requirements.txt b/sdk/python/requirements/py3.12-requirements.txt
index bd0810289bc..d46a6b09d33 100644
--- a/sdk/python/requirements/py3.12-requirements.txt
+++ b/sdk/python/requirements/py3.12-requirements.txt
@@ -14,19 +14,54 @@ anyio==4.13.0 \
     # via
     #   starlette
     #   watchfiles
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+    # via mypy
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
     #   jsonschema
     #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.4.1 \
+    --hash=sha256:78bf1fb50c46242012b26b237c652b21a28220b6e66f9f6a07cd059375618040 \
+    --hash=sha256:81fffc6c6b92f4038710f5a5d60532deaad31e7ebacb8f527bc7eb1fbd286477
     # via feast (pyproject.toml)
-certifi==2026.2.25 \
-    --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
-    --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
+certifi==2026.4.22 \
+    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
+    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
     # via requests
 charset-normalizer==3.4.7 \
     --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
@@ -159,9 +194,9 @@ charset-normalizer==3.4.7 \
     --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
     --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
     # via requests
-click==8.3.1 \
-    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
-    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+click==8.4.0 \
+    --hash=sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81 \
+    --hash=sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -182,17 +217,17 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-fastapi==0.135.3 \
-    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
-    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
+fastapi==0.136.1 \
+    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
+    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
     # via feast (pyproject.toml)
-fsspec==2026.3.0 \
-    --hash=sha256:1ee6a0e28677557f8c2f994e3eea77db6392b4de9cd1f5d7a9e87a0ae9d01b41 \
-    --hash=sha256:d2ceafaad1b3457968ed14efa28798162f1638dbb5d2a6868a2db002a5ee39a4
+fsspec==2026.4.0 \
+    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
+    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
     # via dask
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -245,9 +280,9 @@ httptools==0.7.1 \
     --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
     --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
     # via uvicorn
-idna==3.11 \
-    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
-    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+idna==3.15 \
+    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
+    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
     # via
     #   anyio
     #   requests
@@ -263,97 +298,97 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-librt==0.8.1 \
-    --hash=sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6 \
-    --hash=sha256:039b9f2c506bd0ab0f8725aa5ba339c6f0cd19d3b514b50d134789809c24285d \
-    --hash=sha256:05bd41cdee35b0c59c259f870f6da532a2c5ca57db95b5f23689fcb5c9e42440 \
-    --hash=sha256:086a32dbb71336627e78cc1d6ee305a68d038ef7d4c39aaff41ae8c9aa46e91a \
-    --hash=sha256:08eec3a1fc435f0d09c87b6bf1ec798986a3544f446b864e4099633a56fcd9ed \
-    --hash=sha256:0bf69d79a23f4f40b8673a947a234baeeb133b5078b483b7297c5916539cf5d5 \
-    --hash=sha256:0c3811485fccfda840861905b8c70bba5ec094e02825598bb9d4ca3936857a04 \
-    --hash=sha256:0d2f82168e55ddefd27c01c654ce52379c0750ddc31ee86b4b266bcf4d65f2a3 \
-    --hash=sha256:0f2ae3725904f7377e11cc37722d5d401e8b3d5851fb9273d7f4fe04f6b3d37d \
-    --hash=sha256:10c42e1f6fd06733ef65ae7bebce2872bcafd8d6e6b0a08fe0a05a23b044fb14 \
-    --hash=sha256:153188fe98a72f206042be10a2c6026139852805215ed9539186312d50a8e972 \
-    --hash=sha256:172d57ec04346b047ca6af181e1ea4858086c80bdf455f61994c4aa6fc3f866c \
-    --hash=sha256:190b109bb69592a3401fe1ffdea41a2e73370ace2ffdc4a0e8e2b39cdea81b78 \
-    --hash=sha256:1d3a7da44baf692f0c6aeb5b2a09c5e6fc7a703bca9ffa337ddd2e2da53f7732 \
-    --hash=sha256:228c2409c079f8c11fb2e5d7b277077f694cb93443eb760e00b3b83cb8b3176c \
-    --hash=sha256:22b46eabd76c1986ee7d231b0765ad387d7673bbd996aa0d0d054b38ac65d8f6 \
-    --hash=sha256:237796479f4d0637d6b9cbcb926ff424a97735e68ade6facf402df4ec93375ed \
-    --hash=sha256:2c74a2da57a094bd48d03fa5d196da83d2815678385d2978657499063709abe1 \
-    --hash=sha256:2cc68eeeef5e906839c7bb0815748b5b0a974ec27125beefc0f942715785b551 \
-    --hash=sha256:2eb345e8b33fb748227409c9f1233d4df354d6e54091f0e8fc53acdb2ffedeb7 \
-    --hash=sha256:31362dbfe297b23590530007062c32c6f6176f6099646bb2c95ab1b00a57c382 \
-    --hash=sha256:3dff3d3ca8db20e783b1bc7de49c0a2ab0b8387f31236d6a026597d07fcd68ac \
-    --hash=sha256:43353b943613c5d9c49a25aaffdba46f888ec354e71e3529a00cca3f04d66a7a \
-    --hash=sha256:439352ba9373f11cb8e1933da194dcc6206daf779ff8df0ed69c5e39113e6a99 \
-    --hash=sha256:4998009e7cb9e896569f4be7004f09d0ed70d386fa99d42b6d363f6d200501ac \
-    --hash=sha256:4be2a5c926b9770c9e08e717f05737a269b9d0ebc5d2f0060f0fe3fe9ce47acb \
-    --hash=sha256:4beb04b8c66c6ae62f8c1e0b2f097c1ebad9295c929a8d5286c05eae7c2fc7dc \
-    --hash=sha256:4c8dfa264b9193c4ee19113c985c95f876fae5e51f731494fc4e0cf594990ba7 \
-    --hash=sha256:5212a5bd7fae98dae95710032902edcd2ec4dc994e883294f75c857b83f9aba0 \
-    --hash=sha256:52c224e14614b750c0a6d97368e16804a98c684657c7518752c356834fff83bb \
-    --hash=sha256:56e04c14b696300d47b3bc5f1d10a00e86ae978886d0cee14e5714fafb5df5d2 \
-    --hash=sha256:5bb54f1205a3a6ab41a6fd71dfcdcbd278670d3a90ca502a30d9da583105b6f7 \
-    --hash=sha256:5cdc0f588ff4b663ea96c26d2a230c525c6fc62b28314edaaaca8ed5af931ad0 \
-    --hash=sha256:5db05697c82b3a2ec53f6e72b2ed373132b0c2e05135f0696784e97d7f5d48e7 \
-    --hash=sha256:5e4af413908f77294605e28cfd98063f54b2c790561383971d2f52d113d9c363 \
-    --hash=sha256:5fc48998000cbc39ec0d5311312dda93ecf92b39aaf184c5e817d5d440b29624 \
-    --hash=sha256:60a78b694c9aee2a0f1aaeaa7d101cf713e92e8423a941d2897f4fa37908dab9 \
-    --hash=sha256:64548cde61b692dc0dc379f4b5f59a2f582c2ebe7890d09c1ae3b9e66fa015b7 \
-    --hash=sha256:681dc2451d6d846794a828c16c22dc452d924e9f700a485b7ecb887a30aad1fd \
-    --hash=sha256:6b1977c4ea97ce5eb7755a78fae68d87e4102e4aaf54985e8b56806849cc06a3 \
-    --hash=sha256:6cfa7fe54fd4d1f47130017351a959fe5804bda7a0bc7e07a2cdbc3fdd28d34f \
-    --hash=sha256:738f08021b3142c2918c03692608baed43bc51144c29e35807682f8070ee2a3a \
-    --hash=sha256:747328be0c5b7075cde86a0e09d7a9196029800ba75a1689332348e998fb85c0 \
-    --hash=sha256:758509ea3f1eba2a57558e7e98f4659d0ea7670bff49673b0dde18a3c7e6c0eb \
-    --hash=sha256:785ae29c1f5c6e7c2cde2c7c0e148147f4503da3abc5d44d482068da5322fd9e \
-    --hash=sha256:7aae78ab5e3206181780e56912d1b9bb9f90a7249ce12f0e8bf531d0462dd0fc \
-    --hash=sha256:7b02679a0d783bdae30d443025b94465d8c3dc512f32f5b5031f93f57ac32071 \
-    --hash=sha256:7e2f3edca35664499fbb36e4770650c4bd4a08abc1f4458eab9df4ec56389730 \
-    --hash=sha256:7e6bad1cd94f6764e1e21950542f818a09316645337fd5ab9a7acc45d99a8f35 \
-    --hash=sha256:81fd938344fecb9373ba1b155968c8a329491d2ce38e7ddb76f30ffb938f12dc \
-    --hash=sha256:82210adabbc331dbb65d7868b105185464ef13f56f7f76688565ad79f648b0fe \
-    --hash=sha256:89815a22daf9c51884fb5dbe4f1ef65ee6a146e0b6a8df05f753e2e4a9359bf4 \
-    --hash=sha256:8f1125e6bbf2f1657d9a2f3ccc4a2c9b0c8b176965bb565dd4d86be67eddb4b6 \
-    --hash=sha256:8f4bb453f408137d7581be309b2fbc6868a80e7ef60c88e689078ee3a296ae71 \
-    --hash=sha256:924817ab3141aca17893386ee13261f1d100d1ef410d70afe4389f2359fea4f0 \
-    --hash=sha256:93c2af9e01e0ef80d95ae3c720be101227edae5f2fe7e3dc63d8857fadfc5a1d \
-    --hash=sha256:97c2b54ff6717a7a563b72627990bec60d8029df17df423f0ed37d56a17a176b \
-    --hash=sha256:9be2f15e53ce4e83cc08adc29b26fb5978db62ef2a366fbdf716c8a6c8901040 \
-    --hash=sha256:9e2c6f77b9ad48ce5603b83b7da9ee3e36b3ab425353f695cba13200c5d96596 \
-    --hash=sha256:a28f2612ab566b17f3698b0da021ff9960610301607c9a5e8eaca62f5e1c350a \
-    --hash=sha256:a355d99c4c0d8e5b770313b8b247411ed40949ca44e33e46a4789b9293a907ee \
-    --hash=sha256:a3b4350b13cc0e6f5bec8fa7caf29a8fb8cdc051a3bae45cfbfd7ce64f009965 \
-    --hash=sha256:aaab0e307e344cb28d800957ef3ec16605146ef0e59e059a60a176d19543d1b7 \
-    --hash=sha256:ac1e7817fd0ed3d14fd7c5df91daed84c48e4c2a11ee99c0547f9f62fdae13da \
-    --hash=sha256:adfab487facf03f0d0857b8710cf82d0704a309d8ffc33b03d9302b4c64e91a9 \
-    --hash=sha256:b6d7ab1f01aa753188605b09a51faa44a3327400b00b8cce424c71910fc0a128 \
-    --hash=sha256:bacdb58d9939d95cc557b4dbaa86527c9db2ac1ed76a18bc8d26f6dc8647d851 \
-    --hash=sha256:be46a14693955b3bd96014ccbdb8339ee8c9346fbe11c1b78901b55125f14c73 \
-    --hash=sha256:bf512a71a23504ed08103a13c941f763db13fb11177beb3d9244c98c29fb4a61 \
-    --hash=sha256:c00e5c884f528c9932d278d5c9cbbea38a6b81eb62c02e06ae53751a83a4d52b \
-    --hash=sha256:c25d9e338d5bed46c1632f851babf3d13c78f49a225462017cf5e11e845c5891 \
-    --hash=sha256:c336d61d2fe74a3195edc1646d53ff1cddd3a9600b09fa6ab75e5514ba4862a7 \
-    --hash=sha256:cc3656283d11540ab0ea01978378e73e10002145117055e03722417aeab30994 \
-    --hash=sha256:cf450f498c30af55551ba4f66b9123b7185362ec8b625a773b3d39aa1a717583 \
-    --hash=sha256:d0ee06b5b5291f609ddb37b9750985b27bc567791bc87c76a569b3feed8481ac \
-    --hash=sha256:d480de377f5b687b6b1bc0c0407426da556e2a757633cc7e4d2e1a057aa688f3 \
-    --hash=sha256:d56bc4011975f7460bea7b33e1ff425d2f1adf419935ff6707273c77f8a4ada6 \
-    --hash=sha256:dd3c41254ee98604b08bd5b3af5bf0a89740d4ee0711de95b65166bf44091921 \
-    --hash=sha256:e0d138c7ae532908cbb342162b2611dbd4d90c941cd25ab82084aaf71d2c0bd0 \
-    --hash=sha256:e11769a1dbda4da7b00a76cfffa67aa47cfa66921d2724539eee4b9ede780b79 \
-    --hash=sha256:e3f0a41487fd5fad7e760b9e8a90e251e27c2816fbc2cff36a22a0e6bcbbd9dd \
-    --hash=sha256:e692aa2d1d604e6ca12d35e51fdc36f4cda6345e28e36374579f7ef3611b3012 \
-    --hash=sha256:e70a57ecf89a0f64c24e37f38d3fe217a58169d2fe6ed6d70554964042474023 \
-    --hash=sha256:e96baa6820280077a78244b2e06e416480ed859bbd8e5d641cf5742919d8beb4 \
-    --hash=sha256:eb5656019db7c4deacf0c1a55a898c5bb8f989be904597fcb5232a2f4828fa05 \
-    --hash=sha256:eca45e982fa074090057132e30585a7e8674e9e885d402eae85633e9f449ce6c \
-    --hash=sha256:f0af2bd2bc204fa27f3d6711d0f360e6b8c684a035206257a81673ab924aa11e \
-    --hash=sha256:f7cdf7f26c2286ffb02e46d7bac56c94655540b26347673bea15fa52a6af17e9 \
-    --hash=sha256:fd1a720332ea335ceb544cf0a03f81df92abd4bb887679fd1e460976b0e6214b \
-    --hash=sha256:ff8baf1f8d3f4b6b7257fcb75a501f2a5499d0dda57645baa09d4d0d34b19444
+librt==0.11.0 \
+    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
+    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
+    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
+    --hash=sha256:0827efe7854718f04aaddf6496e96960a956e676fe1d0f04eb41511fd8ad06d5 \
+    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
+    --hash=sha256:0cad8a4d6a8ff03c9b76f9414caccd78e7cfbc8a2e12fa334d8e1d9932753783 \
+    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
+    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
+    --hash=sha256:0ef69ac715f3cd8e5cd252cb2aebfa72c015492aacc339d5d7bf8fef3c62c677 \
+    --hash=sha256:11bd19822431cc21af9f27374e7ae2e58103c7d98bda823536a6c47f6bb2bb3d \
+    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
+    --hash=sha256:140695816ddf3c86eb972981a26f35efd871c44b0c3aed44c8cd01749386617f \
+    --hash=sha256:22bdf239b219d3993761a148ffa134b19e52e9989c84f845d5d7b71d70a17412 \
+    --hash=sha256:258d73a0aa66a055e65b2e4d1b8cdb23b9d132c5bb915d9547d804fcaed116cc \
+    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
+    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
+    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
+    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
+    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
+    --hash=sha256:41dc19fe150b69716c8ece4f76773a9e8813fe3e35e032a58b4d46423fb8d7c0 \
+    --hash=sha256:461bbceede621f1ffb8839755f8663e886087ee7af16294cab7fb4d782c62eeb \
+    --hash=sha256:46c60b61e308eb535fbd6fa622b1ee1bb2815691c1ad9c98bf7b84952ec3bc8d \
+    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
+    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
+    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
+    --hash=sha256:4e8bd98ea9c47ae90b319a087ab28dac493f1ffbc1ecd1f28fcdbf3b7e1108d1 \
+    --hash=sha256:4ee278c769a713638cdacd4c0436d72156e75df3ebc0166ab2b9dc43acc386c9 \
+    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
+    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
+    --hash=sha256:5d63c855d86938d9de93e265c9bd8c705b51ec494de5738340ee93767a686e4b \
+    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
+    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
+    --hash=sha256:624a40c4a4ad7773315c287276cd024509b2c66ff5904f504bfc08d2c70293ab \
+    --hash=sha256:65ac3bc20f78aa0ee5ae84baa68917f89fef4af63e941084dd019a0d0e749f0c \
+    --hash=sha256:6bd72d903911d995ab666dbd1871f8b1e80925a699af8063fbf50053329fb05f \
+    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
+    --hash=sha256:6e94ebfcfa2d5e9926d6c3b9aa4617ffc42a845b4321fb84021b872358c82a0f \
+    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
+    --hash=sha256:7753e57d6e12d019c0d8786f1c09c709f4c3fcc57c3887b24e36e6c06ec938b7 \
+    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
+    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
+    --hash=sha256:7a80a71e1fda83cc752a9141e87aae7fef279538597564d670e9ce513f286192 \
+    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
+    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
+    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
+    --hash=sha256:7e82e642ab0f7608ce2fe53d76ca2280a9ee33a1b06556142c7c6fe80a86fc33 \
+    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
+    --hash=sha256:84308fc49423ce6475d1c5d1985cd69a8ca9f0325fc7d5f81bb690a3f3625d4e \
+    --hash=sha256:88145c15c67731d54283d135b03244028c750cc9edc334a96a4f5950ebdb2884 \
+    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
+    --hash=sha256:902e546ff044f579ff1c953ff5fce97b636fe9e3943996b2177710c6ef076f73 \
+    --hash=sha256:92f7ff819c197fc30473190a12c2856f325ac90aabfccbeb2072d28cc2e234e3 \
+    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
+    --hash=sha256:93d95bd45b7d58343d8b90d904450a545144eec19a002511163426f8ab1fae29 \
+    --hash=sha256:94663a21534637f0e787ec2a2a756022df6e5b7b2335a5cdd7d8e33d68a2af89 \
+    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
+    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
+    --hash=sha256:993f028be9e96a08d31df3479ac80d99be374d17f3b78e4796b3fd3c913d4e89 \
+    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
+    --hash=sha256:9c028a9442a18e266955d364ce42259136e79a7ba14d773e0d778d5f70cd56f1 \
+    --hash=sha256:9d36a51b3d93320b686588e27123f4995804dbf1bce81df78c02fc3c6eea9280 \
+    --hash=sha256:9f1692105a02bcf853f355032a5fdc5494358ef83d8fd22d16de375c85cec3f5 \
+    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
+    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
+    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
+    --hash=sha256:ae627397a2f351560440d872d6f7c8dbb4072e57868e7b2fc5b8b430fe489d45 \
+    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
+    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
+    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
+    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
+    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
+    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
+    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
+    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
+    --hash=sha256:d00f3ac06a2a8b246327f11e186a53a100a4d5c7ed52346367e5ec751d51586c \
+    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
+    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
+    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
+    --hash=sha256:dc329359321b67d24efdf4bc69012b0597001649544db662c001db5a0184794c \
+    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
+    --hash=sha256:dec7db73758c2b54953fd8b7fe348c45188fe26b39ee18446196edd08453a5d4 \
+    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
+    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
+    --hash=sha256:f230cb1cbc9faaa616f9a678f530ebcf186e414b6bcbd88b960e4ba1b92428d5 \
+    --hash=sha256:f37aa505b3cf60701562eddb32df74b12a9e380c207fd8b06dd157a943ac7ea0 \
+    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
+    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
+    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
+    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c \
+    --hash=sha256:ff0fbaf5f44a21beeb0110f2ab64f45135a9536a834b79c0d1ef018f2786bbfa
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
@@ -559,136 +594,136 @@ mmh3==5.2.1 \
     --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
     --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
     # via feast (pyproject.toml)
-mypy==1.20.0 \
-    --hash=sha256:002b613ae19f4ac7d18b7e168ffe1cb9013b37c57f7411984abbd3b817b0a214 \
-    --hash=sha256:00e047c74d3ec6e71a2eb88e9ea551a2edb90c21f993aefa9e0d2a898e0bb732 \
-    --hash=sha256:02cca0761c75b42a20a2757ae58713276605eb29a08dd8a6e092aa347c4115ca \
-    --hash=sha256:0ecd63f75fdd30327e4ad8b5704bd6d91fc6c1b2e029f8ee14705e1207212489 \
-    --hash=sha256:0f42dfaab7ec1baff3b383ad7af562ab0de573c5f6edb44b2dab016082b89948 \
-    --hash=sha256:1973868d2adbb4584a3835780b27436f06d1dc606af5be09f187aaa25be1070f \
-    --hash=sha256:26c8b52627b6552f47ff11adb4e1509605f094e29815323e487fc0053ebe93d1 \
-    --hash=sha256:2721f0ce49cb74a38f00c50da67cb7d36317b5eda38877a49614dc018e91c787 \
-    --hash=sha256:2fcedb16d456106e545b2bfd7ef9d24e70b38ec252d2a629823a4d07ebcdb69e \
-    --hash=sha256:31b5dbb55293c1bd27c0fc813a0d2bb5ceef9d65ac5afa2e58f829dab7921fd5 \
-    --hash=sha256:34506397dbf40c15dc567635d18a21d33827e9ab29014fb83d292a8f4f8953b6 \
-    --hash=sha256:367e5c993ba34d5054d11937d0485ad6dfc60ba760fa326c01090fc256adf15c \
-    --hash=sha256:379edf079ce44ac8d2805bcf9b3dd7340d4f97aad3a5e0ebabbf9d125b84b442 \
-    --hash=sha256:39362cdb4ba5f916e7976fccecaab1ba3a83e35f60fa68b64e9a70e221bb2436 \
-    --hash=sha256:4525e7010b1b38334516181c5b81e16180b8e149e6684cee5a727c78186b4e3b \
-    --hash=sha256:47781555a7aa5fedcc2d16bcd72e0dc83eb272c10dd657f9fb3f9cc08e2e6abb \
-    --hash=sha256:49d11c6f573a5a08f77fad13faff2139f6d0730ebed2cfa9b3d2702671dd7188 \
-    --hash=sha256:555493c44a4f5a1b58d611a43333e71a9981c6dbe26270377b6f8174126a0526 \
-    --hash=sha256:555658c611099455b2da507582ea20d2043dfdfe7f5ad0add472b1c6238b433f \
-    --hash=sha256:697f102c5c1d526bdd761a69f17c6070f9892eebcb94b1a5963d679288c09e78 \
-    --hash=sha256:76a70bf840495729be47510856b978f1b0ec7d08f257ca38c9d932720bf6b43e \
-    --hash=sha256:7d3243c406773185144527f83be0e0aefc7bf4601b0b2b956665608bf7c98a83 \
-    --hash=sha256:931a7630bba591593dcf6e97224a21ff80fb357e7982628d25e3c618e7f598ef \
-    --hash=sha256:9804c3ad27f78e54e58b32e7cb532d128b43dbfb9f3f9f06262b821a0f6bd3f5 \
-    --hash=sha256:a17c5d0bdcca61ce24a35beb828a2d0d323d3fcf387d7512206888c900193367 \
-    --hash=sha256:a6e0641147cbfa7e4e94efdb95c2dab1aff8cfc159ded13e07f308ddccc8c48e \
-    --hash=sha256:a79c1eba7ac4209f2d850f0edd0a2f8bba88cbfdfefe6fb76a19e9d4fe5e71a2 \
-    --hash=sha256:a9336b5e6712f4adaf5afc3203a99a40b379049104349d747eb3e5a3aa23ac2e \
-    --hash=sha256:b20c8b0fd5877abdf402e79a3af987053de07e6fb208c18df6659f708b535134 \
-    --hash=sha256:b3a49064504be59e59da664c5e149edc1f26c67c4f8e8456f6ba6aba55033018 \
-    --hash=sha256:b503ab55a836136b619b5fc21c8803d810c5b87551af8600b72eecafb0059cb0 \
-    --hash=sha256:bd0212976dc57a5bfeede7c219e7cd66568a32c05c9129686dd487c059c1b88a \
-    --hash=sha256:c70380fe5d64010f79fb863b9081c7004dd65225d2277333c219d93a10dad4dd \
-    --hash=sha256:d99f515f95fd03a90875fdb2cca12ff074aa04490db4d190905851bdf8a549a8 \
-    --hash=sha256:e80cf77847d0d3e6e3111b7b25db32a7f8762fd4b9a3a72ce53fe16a2863b281 \
-    --hash=sha256:eb96c84efcc33f0b5e0e04beacf00129dd963b67226b01c00b9dfc8affb464c3 \
-    --hash=sha256:ebea00201737ad4391142808ed16e875add5c17f676e0912b387739f84991e13 \
-    --hash=sha256:efe8d70949c3023698c3fca1e94527e7e790a361ab8116f90d11221421cd8726 \
-    --hash=sha256:f13b3e41bce9d257eded794c0f12878af3129d80aacd8a3ee0dee51f3a978651 \
-    --hash=sha256:f194db59657c58593a3c47c6dfd7bad4ef4ac12dbc94d01b3a95521f78177e33 \
-    --hash=sha256:f49590891d2c2f8a9de15614e32e459a794bcba84693c2394291a2038bbaaa69 \
-    --hash=sha256:f75ff57defcd0f1d6e006d721ccdec6c88d4f6a7816eb92f1c4890d979d9ee62 \
-    --hash=sha256:f799d9db89fc00446f03281f84a221e50018fc40113a3ba9864b132895619ebe \
-    --hash=sha256:f8426d4d75d68714abc17a4292d922f6ba2cfb984b72c2278c437f6dae797865
+mypy==2.1.0 \
+    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
+    --hash=sha256:0b1a5260c95aa443083f9ed3592662941951bca3d4ca224a5dc517c38b7cf666 \
+    --hash=sha256:11a6beb180257a805961aea9ec591bbd0bd17f1e18d35b8456d57aee5bedfedc \
+    --hash=sha256:1a293c534adb55271fef24a26da04b855540a8c13cc07bc5917b9fd2c394f2ca \
+    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
+    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
+    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
+    --hash=sha256:3712c20deed54e814eaaa825603bada8ea1c390670a397c95b98405347acc563 \
+    --hash=sha256:47cebf61abde7c088a4e27718a8b13a81655686b2e9c251f5c0915a802248166 \
+    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
+    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
+    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
+    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
+    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
+    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
+    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
+    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
+    --hash=sha256:7406f4d048e71e576f5356d317e5b0a9e666dfd966bd99f9d14ca06e1a341538 \
+    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
+    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
+    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
+    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
+    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
+    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
+    --hash=sha256:8ef78c1d306bbf9a8a12f526c44902c9c28dffd6c52c52bf6a72641ce18d3849 \
+    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
+    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
+    --hash=sha256:a683016b16fe2f572dc04c72be7ee0504ac1605a265d0200f5cea695fb788f41 \
+    --hash=sha256:aea7f7a8a55b459c34275fc468ada6ca7c173a5e43a68f5dbe588a563d8a06b8 \
+    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
+    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
+    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
+    --hash=sha256:c209a90853081ff01d01ee895cafe10f7db1474e0d95beaeef0f6c1db9119bbd \
+    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
+    --hash=sha256:c989640253f0d76843e9c6c1bbf4bd48c5e85ada61bde4beb37cb3eca035685e \
+    --hash=sha256:d57a90ae5e872138a425ec328edbc9b235d1934c4377881a33ec05b341acc9a8 \
+    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
+    --hash=sha256:e0210d626fc8b31ccc90233754c7bc90e1f43205e85d96387f7db1285b55c398 \
+    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
+    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
+    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
+    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
+    --hash=sha256:fcaa0e479066e31f7cceb6a3bea39cb22b2ff51a6b2f24f193d19179ba17c389 \
+    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   dask
     #   pandas
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   gunicorn
@@ -755,9 +790,9 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.0.4 \
-    --hash=sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645 \
-    --hash=sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
 prometheus-client==0.24.1 \
     --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
@@ -796,188 +831,187 @@ psutil==7.2.2 \
     --hash=sha256:eed63d3b4d62449571547b60578c5b2c4bcccc5387148db46e0c2313dad0ee00 \
     --hash=sha256:fd04ef36b4a6d599bbdb225dd1d3f51e00105f6d48a28f006da7f9822f2606d8
     # via feast (pyproject.toml)
-pyarrow==23.0.1 \
-    --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
-    --hash=sha256:07deae7783782ac7250989a7b2ecde9b3c343a643f82e8a4df03d93b633006f0 \
-    --hash=sha256:0ae6e17c828455b6265d590100c295193f93cc5675eb0af59e49dbd00d2de350 \
-    --hash=sha256:0b95a3994f015be13c63148fef8832e8a23938128c185ee951c98908a696e0eb \
-    --hash=sha256:17cd28e906c18af486a499422740298c52d7c6795344ea5002a7720b4eadf16d \
-    --hash=sha256:26d50dee49d741ac0e82185033488d28d35be4d763ae6f321f97d1140eb7a0e9 \
-    --hash=sha256:29f7f7419a0e30264ea261fdc0e5fe63ce5a6095003db2945d7cd78df391a7e1 \
-    --hash=sha256:33d648dc25b51fd8055c19e4261e813dfc4d2427f068bcecc8b53d01b81b0500 \
-    --hash=sha256:3a4c85ef66c134161987c17b147d6bffdca4566f9a4c1d81a0a01cdf08414ea5 \
-    --hash=sha256:3c30143b17161310f151f4a2bcfe41b5ff744238c1039338779424e38579d701 \
-    --hash=sha256:3f91c038b95f71ddfc865f11d5876c42f343b4495535bd262c7b321b0b94507c \
-    --hash=sha256:3fab8f82571844eb3c460f90a75583801d14ca0cc32b1acc8c361650e006fd56 \
-    --hash=sha256:46718a220d64677c93bc243af1d44b55998255427588e400677d7192671845c7 \
-    --hash=sha256:4982d71350b1a6e5cfe1af742c53dfb759b11ce14141870d05d9e540d13bc5d1 \
-    --hash=sha256:527e8d899f14bd15b740cd5a54ad56b7f98044955373a17179d5956ddb93d9ce \
-    --hash=sha256:564baf97c858ecc03ec01a41062e8f4698abc3e6e2acd79c01c2e97880a19730 \
-    --hash=sha256:5abde149bb3ce524782d838eb67ac095cd3fd6090eba051130589793f1a7f76d \
-    --hash=sha256:5c16ed4f53247fa3ffb12a14d236de4213a4415d127fe9cebed33d51671113e2 \
-    --hash=sha256:5df1161da23636a70838099d4aaa65142777185cc0cdba4037a18cee7d8db9ca \
-    --hash=sha256:5f4763b83c11c16e5f4c15601ba6dfa849e20723b46aa2617cb4bffe8768479f \
-    --hash=sha256:6b8fda694640b00e8af3c824f99f789e836720aa8c9379fb435d4c4953a756b8 \
-    --hash=sha256:6f0147ee9e0386f519c952cc670eb4a8b05caa594eeffe01af0e25f699e4e9bb \
-    --hash=sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125 \
-    --hash=sha256:71c5be5cbf1e1cb6169d2a0980850bccb558ddc9b747b6206435313c47c37677 \
-    --hash=sha256:76e823d0e86b4fb5e1cf4a58d293036e678b5a4b03539be933d3b31f9406859f \
-    --hash=sha256:7707d2b6673f7de054e2e83d59f9e805939038eebe1763fe811ee8fa5c0cd1a7 \
-    --hash=sha256:813d99f31275919c383aab17f0f455a04f5a429c261cc411b1e9a8f5e4aaaa05 \
-    --hash=sha256:86ff03fb9f1a320266e0de855dee4b17da6794c595d207f89bba40d16b5c78b9 \
-    --hash=sha256:8ff51b1addc469b9444b7c6f3548e19dc931b172ab234e995a60aea9f6e6025f \
-    --hash=sha256:9b6f4f17b43bc39d56fec96e53fe89d94bac3eb134137964371b45352d40d0c2 \
-    --hash=sha256:9fc13fc6c403d1337acab46a2c4346ca6c9dec5780c3c697cf8abfd5e19b6b37 \
-    --hash=sha256:a09f3876e87f48bc2f13583ab551f0379e5dfb83210391e68ace404181a20690 \
-    --hash=sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8 \
-    --hash=sha256:a62e1899e3078bf65943078b3ad2a6ddcacf2373bc06379aac61b1e548a75814 \
-    --hash=sha256:b8c5873e33440b2bc2f4a79d2b47017a89c5a24116c055625e6f2ee50523f019 \
-    --hash=sha256:bf5842f960cddd2ef757d486041d57c96483efc295a8c4a0e20e704cbbf39c67 \
-    --hash=sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83 \
-    --hash=sha256:c250248f1fe266db627921c89b47b7c06fee0489ad95b04d50353537d74d6886 \
-    --hash=sha256:c33b5bf406284fd0bba436ed6f6c3ebe8e311722b441d89397c54f871c6863a2 \
-    --hash=sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41 \
-    --hash=sha256:cecfb12ef629cf6be0b1887f9f86463b0dd3dc3195ae6224e74006be4736035a \
-    --hash=sha256:d0744403adabef53c985a7f8a082b502a368510c40d184df349a0a8754533258 \
-    --hash=sha256:db2190fa79c80a23fdd29fef4b8992893f024ae7c17d2f5f4db7171fa30c2c78 \
-    --hash=sha256:ddf743e82f69dcd6dbbcb63628895d7161e04e56794ef80550ac6f3315eeb1d5 \
-    --hash=sha256:df088e8f640c9fae3b1f495b3c64755c4e719091caf250f3a74d095ddf3c836d \
-    --hash=sha256:e052a211c5ac9848ae15d5ec875ed0943c0221e2fcfe69eee80b604b4e703222 \
-    --hash=sha256:f00f993a8179e0e1c9713bcc0baf6d6c01326a406a9c23495ec1ba9c9ebf2919 \
-    --hash=sha256:f4b0dbfa124c0bb161f8b5ebb40f1a680b70279aa0c9901d44a2b5a20806039f \
-    --hash=sha256:fa8e51cb04b9f8c9c5ace6bab63af9a1f88d35c0d6cbf53e8c17c098552285e1 \
-    --hash=sha256:fed7020203e9ef273360b9e45be52a2a47d3103caf156a30ace5247ffb51bdbd
+pyarrow==24.0.0 \
+    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
+    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
+    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
+    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
+    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
+    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
+    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
+    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
+    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
+    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
+    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
+    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
+    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
+    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
+    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
+    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
+    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
+    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
+    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
+    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
+    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
+    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
+    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
+    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
+    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
+    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
+    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
+    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
+    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
+    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
+    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
+    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
+    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
+    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
+    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
+    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
+    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
+    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
+    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
+    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
+    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
+    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
+    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
+    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
+    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
+    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
+    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
+    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
+    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
+    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
     # via
     #   feast (pyproject.toml)
     #   dask
-pydantic==2.12.5 \
-    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
-    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
-pydantic-core==2.41.5 \
-    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
-    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
-    --hash=sha256:0384e2e1021894b1ff5a786dbf94771e2986ebe2869533874d7e43bc79c6f504 \
-    --hash=sha256:03b77d184b9eb40240ae9fd676ca364ce1085f203e1b1256f8ab9984dca80a84 \
-    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
-    --hash=sha256:05a2c8852530ad2812cb7914dc61a1125dc4e06252ee98e5638a12da6cc6fb6c \
-    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
-    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
-    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
-    --hash=sha256:100baa204bb412b74fe285fb0f3a385256dad1d1879f0a5cb1499ed2e83d132a \
-    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
-    --hash=sha256:16f80f7abe3351f8ea6858914ddc8c77e02578544a0ebc15b4c2e1a0e813b0b2 \
-    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
-    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
-    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
-    --hash=sha256:1f8d33a7f4d5a7889e60dc39856d76d09333d8a6ed0f5f1190635cbec70ec4ba \
-    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
-    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
-    --hash=sha256:242a206cd0318f95cd21bdacff3fcc3aab23e79bba5cac3db5a841c9ef9c6963 \
-    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
-    --hash=sha256:266fb4cbf5e3cbd0b53669a6d1b039c45e3ce651fd5442eff4d07c2cc8d66808 \
-    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
-    --hash=sha256:287dad91cfb551c363dc62899a80e9e14da1f0e2b6ebde82c806612ca2a13ef1 \
-    --hash=sha256:29452c56df2ed968d18d7e21f4ab0ac55e71dc59524872f6fc57dcf4a3249ed2 \
-    --hash=sha256:299e0a22e7ae2b85c1a57f104538b2656e8ab1873511fd718a1c1c6f149b77b5 \
-    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
-    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
-    --hash=sha256:2c010c6ded393148374c0f6f0bf89d206bf3217f201faa0635dcd56bd1520f6b \
-    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
-    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
-    --hash=sha256:33cb885e759a705b426baada1fe68cbb0a2e68e34c5d0d0289a364cf01709093 \
-    --hash=sha256:346285d28e4c8017da95144c7f3acd42740d637ff41946af5ce6e5e420502dd5 \
-    --hash=sha256:34a64bc3441dc1213096a20fe27e8e128bd3ff89921706e83c0b1ac971276594 \
-    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
-    --hash=sha256:378bec5c66998815d224c9ca994f1e14c0c21cb95d2f52b6021cc0b2a58f2a5a \
-    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
-    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
-    --hash=sha256:4009935984bd36bd2c774e13f9a09563ce8de4abaa7226f5108262fa3e637284 \
-    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
-    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
-    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
-    --hash=sha256:4bc36bbc0b7584de96561184ad7f012478987882ebf9f9c389b23f432ea3d90f \
-    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
-    --hash=sha256:56121965f7a4dc965bff783d70b907ddf3d57f6eba29b6d2e5dabfaf07799c51 \
-    --hash=sha256:58133647260ea01e4d0500089a8c4f07bd7aa6ce109682b1426394988d8aaacc \
-    --hash=sha256:5921a4d3ca3aee735d9fd163808f5e8dd6c6972101e4adbda9a4667908849b97 \
-    --hash=sha256:5a4e67afbc95fa5c34cf27d9089bca7fcab4e51e57278d710320a70b956d1b9a \
-    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
-    --hash=sha256:62de39db01b8d593e45871af2af9e497295db8d73b085f6bfd0b18c83c70a8f9 \
-    --hash=sha256:634e8609e89ceecea15e2d61bc9ac3718caaaa71963717bf3c8f38bfde64242c \
-    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
-    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
-    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
-    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
-    --hash=sha256:6cb58b9c66f7e4179a2d5e0f849c48eff5c1fca560994d6eb6543abf955a149e \
-    --hash=sha256:6f52298fbd394f9ed112d56f3d11aabd0d5bd27beb3084cc3d8ad069483b8941 \
-    --hash=sha256:707625ef0983fcfb461acfaf14de2067c5942c6bb0f3b4c99158bed6fedd3cf3 \
-    --hash=sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612 \
-    --hash=sha256:753e230374206729bf0a807954bcc6c150d3743928a73faffee51ac6557a03c3 \
-    --hash=sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b \
-    --hash=sha256:76ee27c6e9c7f16f47db7a94157112a2f3a00e958bc626e2f4ee8bec5c328fbe \
-    --hash=sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146 \
-    --hash=sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11 \
-    --hash=sha256:7b93a4d08587e2b7e7882de461e82b6ed76d9026ce91ca7915e740ecc7855f60 \
-    --hash=sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd \
-    --hash=sha256:7f3bf998340c6d4b0c9a2f02d6a400e51f123b59565d74dc60d252ce888c260b \
-    --hash=sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c \
-    --hash=sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a \
-    --hash=sha256:873e0d5b4fb9b89ef7c2d2a963ea7d02879d9da0da8d9d4933dee8ee86a8b460 \
-    --hash=sha256:88942d3a3dff3afc8288c21e565e476fc278902ae4d6d134f1eeda118cc830b1 \
-    --hash=sha256:8bfeaf8735be79f225f3fefab7f941c712aaca36f1128c9d7e2352ee1aa87bdf \
-    --hash=sha256:8e7c86f27c585ef37c35e56a96363ab8de4e549a95512445b85c96d3e2f7c1bf \
-    --hash=sha256:915c3d10f81bec3a74fbd4faebe8391013ba61e5a1a8d48c4455b923bdda7858 \
-    --hash=sha256:93e8740d7503eb008aa2df04d3b9735f845d43ae845e6dcd2be0b55a2da43cd2 \
-    --hash=sha256:941103c9be18ac8daf7b7adca8228f8ed6bb7a1849020f643b3a14d15b1924d9 \
-    --hash=sha256:97aeba56665b4c3235a0e52b2c2f5ae9cd071b8a8310ad27bddb3f7fb30e9aa2 \
-    --hash=sha256:a39455728aabd58ceabb03c90e12f71fd30fa69615760a075b9fec596456ccc3 \
-    --hash=sha256:a3a52f6156e73e7ccb0f8cced536adccb7042be67cb45f9562e12b319c119da6 \
-    --hash=sha256:a668ce24de96165bb239160b3d854943128f4334822900534f2fe947930e5770 \
-    --hash=sha256:a75dafbf87d6276ddc5b2bf6fae5254e3d0876b626eb24969a574fff9149ee5d \
-    --hash=sha256:aabf5777b5c8ca26f7824cb4a120a740c9588ed58df9b2d196ce92fba42ff8dc \
-    --hash=sha256:aec5cf2fd867b4ff45b9959f8b20ea3993fc93e63c7363fe6851424c8a7e7c23 \
-    --hash=sha256:b2379fa7ed44ddecb5bfe4e48577d752db9fc10be00a6b7446e9663ba143de26 \
-    --hash=sha256:b4ececa40ac28afa90871c2cc2b9ffd2ff0bf749380fbdf57d165fd23da353aa \
-    --hash=sha256:b5819cd790dbf0c5eb9f82c73c16b39a65dd6dd4d1439dcdea7816ec9adddab8 \
-    --hash=sha256:b74557b16e390ec12dca509bce9264c3bbd128f8a2c376eaa68003d7f327276d \
-    --hash=sha256:b80aa5095cd3109962a298ce14110ae16b8c1aece8b72f9dafe81cf597ad80b3 \
-    --hash=sha256:b93590ae81f7010dbe380cdeab6f515902ebcbefe0b9327cc4804d74e93ae69d \
-    --hash=sha256:b96d5f26b05d03cc60f11a7761a5ded1741da411e7fe0909e27a5e6a0cb7b034 \
-    --hash=sha256:bd3d54f38609ff308209bd43acea66061494157703364ae40c951f83ba99a1a9 \
-    --hash=sha256:bfea2a5f0b4d8d43adf9d7b8bf019fb46fdd10a2e5cde477fbcb9d1fa08c68e1 \
-    --hash=sha256:c007fe8a43d43b3969e8469004e9845944f1a80e6acd47c150856bb87f230c56 \
-    --hash=sha256:c1df3d34aced70add6f867a8cf413e299177e0c22660cc767218373d0779487b \
-    --hash=sha256:c23e27686783f60290e36827f9c626e63154b82b116d7fe9adba1fda36da706c \
-    --hash=sha256:c8d8b4eb992936023be7dee581270af5c6e0697a8559895f527f5b7105ecd36a \
-    --hash=sha256:c9e19dd6e28fdcaa5a1de679aec4141f691023916427ef9bae8584f9c2fb3b0e \
-    --hash=sha256:d0d2568a8c11bf8225044aa94409e21da0cb09dcdafe9ecd10250b2baad531a9 \
-    --hash=sha256:d38548150c39b74aeeb0ce8ee1d8e82696f4a4e16ddc6de7b1d8823f7de4b9b5 \
-    --hash=sha256:d3a978c4f57a597908b7e697229d996d77a6d3c94901e9edee593adada95ce1a \
-    --hash=sha256:d5160812ea7a8a2ffbe233d8da666880cad0cbaf5d4de74ae15c313213d62556 \
-    --hash=sha256:dc799088c08fa04e43144b164feb0c13f9a0bc40503f8df3e9fde58a3c0c101e \
-    --hash=sha256:df3959765b553b9440adfd3c795617c352154e497a4eaf3752555cfb5da8fc49 \
-    --hash=sha256:dfa8a0c812ac681395907e71e1274819dec685fec28273a28905df579ef137e2 \
-    --hash=sha256:e25c479382d26a2a41b7ebea1043564a937db462816ea07afa8a44c0866d52f9 \
-    --hash=sha256:e4f4a984405e91527a0d62649ee21138f8e3d0ef103be488c1dc11a80d7f184b \
-    --hash=sha256:e536c98a7626a98feb2d3eaf75944ef6f3dbee447e1f841eae16f2f0a72d8ddc \
-    --hash=sha256:e56ba91f47764cc14f1daacd723e3e82d1a89d783f0f5afe9c364b8bb491ccdb \
-    --hash=sha256:e672ba74fbc2dc8eea59fb6d4aed6845e6905fc2a8afe93175d94a83ba2a01a0 \
-    --hash=sha256:e7b576130c69225432866fe2f4a469a85a54ade141d96fd396dffcf607b558f8 \
-    --hash=sha256:e8465ab91a4bd96d36dde3263f06caa6a8a6019e4113f24dc753d79a8b3a3f82 \
-    --hash=sha256:e96cea19e34778f8d59fe40775a7a574d95816eb150850a85a7a4c8f4b94ac69 \
-    --hash=sha256:ece5c59f0ce7d001e017643d8d24da587ea1f74f6993467d85ae8a5ef9d4f42b \
-    --hash=sha256:eceb81a8d74f9267ef4081e246ffd6d129da5d87e37a77c9bde550cb04870c1c \
-    --hash=sha256:ed2e99c456e3fadd05c991f8f437ef902e00eedf34320ba2b0842bd1c3ca3a75 \
-    --hash=sha256:f0cd744688278965817fd0839c4a4116add48d23890d468bc436f78beb28abf5 \
-    --hash=sha256:f14f8f046c14563f8eb3f45f499cc658ab8d10072961e07225e507adb700e93f \
-    --hash=sha256:f15489ba13d61f670dcc96772e733aad1a6f9c429cc27574c6cdaed82d0146ad \
-    --hash=sha256:f31d95a179f8d64d90f6831d71fa93290893a33148d890ba15de25642c5d075b \
-    --hash=sha256:f41a7489d32336dbf2199c8c0a215390a751c5b014c2c1c5366e817202e9cdf7 \
-    --hash=sha256:f41eb9797986d6ebac5e8edff36d5cef9de40def462311b3eb3eeded1431e425 \
-    --hash=sha256:f547144f2966e1e16ae626d8ce72b4cfa0caedc7fa28052001c94fb2fcaa1c52
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
 pygments==2.20.0 \
     --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
@@ -995,9 +1029,9 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via uvicorn
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.2 \
+    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
+    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
     # via pandas
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1083,9 +1117,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via feast (pyproject.toml)
 rpds-py==0.30.0 \
     --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
@@ -1210,70 +1244,70 @@ six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-sqlalchemy[mypy]==2.0.48 \
-    --hash=sha256:01f6bbd4308b23240cf7d3ef117557c8fd097ec9549d5d8a52977544e35b40ad \
-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
-    --hash=sha256:10853a53a4a00417a00913d270dddda75815fcb80675874285f41051c094d7dd \
-    --hash=sha256:1182437cb2d97988cfea04cf6cdc0b0bb9c74f4d56ec3d08b81e23d621a28cc6 \
-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
-    --hash=sha256:2645b7d8a738763b664a12a1542c89c940daa55196e8d73e55b169cc5c99f65f \
-    --hash=sha256:288937433bd44e3990e7da2402fabc44a3c6c25d3704da066b85b89a85474ae0 \
-    --hash=sha256:34634e196f620c7a61d18d5cf7dc841ca6daa7961aed75d532b7e58b309ac894 \
-    --hash=sha256:348174f228b99f33ca1f773e85510e08927620caa59ffe7803b37170df30332b \
-    --hash=sha256:36ac4ddc3d33e852da9cb00ffb08cea62ca05c39711dc67062ca2bb1fae35fd8 \
-    --hash=sha256:3713e21ea67bca727eecd4a24bf68bcd414c403faae4989442be60994301ded0 \
-    --hash=sha256:389b984139278f97757ea9b08993e7b9d1142912e046ab7d82b3fbaeb0209131 \
-    --hash=sha256:426c5ca86415d9b8945c7073597e10de9644802e2ff502b8e1f11a7a2642856b \
-    --hash=sha256:4599a95f9430ae0de82b52ff0d27304fe898c17cb5f4099f7438a51b9998ac77 \
-    --hash=sha256:49b7bddc1eebf011ea5ab722fdbe67a401caa34a350d278cc7733c0e88fecb1f \
-    --hash=sha256:53667b5f668991e279d21f94ccfa6e45b4e3f4500e7591ae59a8012d0f010dcb \
-    --hash=sha256:546572a1793cc35857a2ffa1fe0e58571af1779bcc1ffa7c9fb0839885ed69a9 \
-    --hash=sha256:583849c743e0e3c9bb7446f5b5addeacedc168d657a69b418063dfdb2d90081c \
-    --hash=sha256:5aee45fd2c6c0f2b9cdddf48c48535e7471e42d6fb81adfde801da0bd5b93241 \
-    --hash=sha256:5b193a7e29fd9fa56e502920dca47dffe60f97c863494946bd698c6058a55658 \
-    --hash=sha256:5ca74f37f3369b45e1f6b7b06afb182af1fd5dde009e4ffd831830d98cbe5fe7 \
-    --hash=sha256:68549c403f79a8e25984376480959975212a670405e3913830614432b5daa07a \
-    --hash=sha256:69f5bc24904d3bc3640961cddd2523e361257ef68585d6e364166dfbe8c78fae \
-    --hash=sha256:6bb85c546591569558571aa1b06aba711b26ae62f111e15e56136d69920e1616 \
-    --hash=sha256:6f7b7243850edd0b8b97043f04748f31de50cf426e939def5c16bedb540698f7 \
-    --hash=sha256:7001dc9d5f6bb4deb756d5928eaefe1930f6f4179da3924cbd95ee0e9f4dce89 \
-    --hash=sha256:7a936f1bb23d370b7c8cc079d5fce4c7d18da87a33c6744e51a93b0f9e97e9b3 \
-    --hash=sha256:7c998f2ace8bf76b453b75dbcca500d4f4b9dd3908c13e89b86289b37784848b \
-    --hash=sha256:7cddca31edf8b0653090cbb54562ca027c421c58ddde2c0685f49ff56a1690e0 \
-    --hash=sha256:8183dc57ae7d9edc1346e007e840a9f3d6aa7b7f165203a99e16f447150140d2 \
-    --hash=sha256:82745b03b4043e04600a6b665cb98697c4339b24e34d74b0a2ac0a2488b6f94d \
-    --hash=sha256:841a94c66577661c1f088ac958cd767d7c9bf507698f45afffe7a4017049de76 \
-    --hash=sha256:858e433f12b0e5b3ed2f8da917433b634f4937d0e8793e5cb33c54a1a01df565 \
-    --hash=sha256:908a3fa6908716f803b86896a09a2c4dde5f5ce2bb07aacc71ffebb57986ce99 \
-    --hash=sha256:9764014ef5e58aab76220c5664abb5d47d5bc858d9debf821e55cfdd0f128485 \
-    --hash=sha256:9c7d0a77e36b5f4b01ca398482230ab792061d243d715299b44a0b55c89fe617 \
-    --hash=sha256:a5b429eb84339f9f05e06083f119ad814e6d85e27ecbdf9c551dfdbb128eaf8a \
-    --hash=sha256:a66fe406437dd65cacd96a72689a3aaaecaebbcd62d81c5ac1c0fdbeac835096 \
-    --hash=sha256:a6b764fb312bd35e47797ad2e63f0d323792837a6ac785a4ca967019357d2bc7 \
-    --hash=sha256:b19151e76620a412c2ac1c6f977ab1b9fa7ad43140178345136456d5265b32ed \
-    --hash=sha256:b8438ec5594980d405251451c5b7ea9aa58dda38eb7ac35fb7e4c696712ee24f \
-    --hash=sha256:b8fc3454b4f3bd0a368001d0e968852dad45a873f8b4babd41bc302ec851a099 \
-    --hash=sha256:bcb8ebbf2e2c36cfe01a94f2438012c6a9d494cf80f129d9753bcdf33bfc35a6 \
-    --hash=sha256:d404dc897ce10e565d647795861762aa2d06ca3f4a728c5e9a835096c7059018 \
-    --hash=sha256:d612c976cbc2d17edfcc4c006874b764e85e990c29ce9bd411f926bbfb02b9a2 \
-    --hash=sha256:d64177f443594c8697369c10e4bbcac70ef558e0f7921a1de7e4a3d1734bcf67 \
-    --hash=sha256:d854b3970067297f3a7fbd7a4683587134aa9b3877ee15aa29eea478dc68f933 \
-    --hash=sha256:d8fcccbbc0c13c13702c471da398b8cd72ba740dca5859f148ae8e0e8e0d3e7e \
-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy[mypy]==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
     # via feast (pyproject.toml)
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -1301,9 +1335,9 @@ tqdm==4.67.3 \
     --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
     --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.5.2 \
+    --hash=sha256:5a16dcac23502039299c97c8941651bc33d7ea8cc4b2f7d6bbb1b528f6eea423 \
+    --hash=sha256:fcf9de18bd945cdb4c7b996e12b4c51ce83f92f191314a6d7cf1739586ec98cf
     # via feast (pyproject.toml)
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -1325,13 +1359,13 @@ typing-inspection==0.4.2 \
     # via
     #   fastapi
     #   pydantic
-tzdata==2025.3 \
-    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
-    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
+tzdata==2026.2 \
+    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
+    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via pandas
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
 uvicorn[standard]==0.34.0 \
     --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
@@ -1394,116 +1428,114 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websockets==16.0 \
     --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
diff --git a/sdk/python/tests/component/ray/test_compute.py b/sdk/python/tests/component/ray/test_compute.py
index 87a86b983e0..84735e87bee 100644
--- a/sdk/python/tests/component/ray/test_compute.py
+++ b/sdk/python/tests/component/ray/test_compute.py
@@ -1,3 +1,4 @@
+import tempfile
 from datetime import timedelta
 from typing import cast
 from unittest.mock import MagicMock
@@ -19,11 +20,15 @@
 from feast.infra.offline_stores.contrib.ray_offline_store.ray import (
     RayOfflineStore,
 )
+from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import (
+    RaySource,
+)
 from feast.transformation.ray_transformation import RayTransformation
 from feast.types import Float32, Int32, Int64
 from tests.component.ray.ray_shared_utils import (
     driver,
     now,
+    today,
 )
 
 
@@ -329,3 +334,318 @@ def tqdm_builder(length):
 
     assert len(ray_materialize_jobs) == 1
     assert ray_materialize_jobs[0].status() == MaterializationJobStatus.SUCCEEDED
+
+
+# ---------------------------------------------------------------------------
+# RaySource integration tests — pull_latest and pull_all time-range filtering
+# ---------------------------------------------------------------------------
+
+
+def _write_ray_source_parquet(tmp_dir: str) -> str:
+    """Write a small driver-stats parquet with 4 rows (2 per entity) and return path."""
+    yesterday = today - timedelta(days=1)
+    last_week = today - timedelta(days=7)
+    two_weeks_ago = today - timedelta(days=14)
+
+    df = pd.DataFrame(
+        [
+            # driver 1001 — two rows within the last 10 days
+            {
+                "driver_id": 1001,
+                "event_timestamp": yesterday,
+                "created": now,
+                "conv_rate": 0.8,
+                "acc_rate": 0.5,
+                "avg_daily_trips": 15,
+            },
+            {
+                "driver_id": 1001,
+                "event_timestamp": last_week,
+                "created": now,
+                "conv_rate": 0.75,
+                "acc_rate": 0.9,
+                "avg_daily_trips": 14,
+            },
+            # driver 1002 — recent row inside window, old row outside
+            {
+                "driver_id": 1002,
+                "event_timestamp": yesterday,
+                "created": now,
+                "conv_rate": 0.7,
+                "acc_rate": 0.4,
+                "avg_daily_trips": 12,
+            },
+            {
+                "driver_id": 1002,
+                "event_timestamp": two_weeks_ago,
+                "created": now,
+                "conv_rate": 0.3,
+                "acc_rate": 0.6,
+                "avg_daily_trips": 11,
+            },
+        ]
+    )
+    path = f"{tmp_dir}/ray_source_features.parquet"
+    df.to_parquet(path, index=False)
+    return path
+
+
+@pytest.mark.integration
+@pytest.mark.xdist_group(name="ray")
+def test_pull_latest_from_ray_source_filters_and_deduplicates(ray_environment):
+    """pull_latest_from_table_or_query with RaySource must:
+
+    1. Respect the start_date/end_date window — the row for driver 1002 at
+       two_weeks_ago falls outside the 10-day window and must be excluded.
+    2. Deduplicate to the single latest row per entity — driver 1001 has two
+       rows inside the window; only the most recent (yesterday) must survive.
+    """
+    with tempfile.TemporaryDirectory() as tmp_dir:
+        parquet_path = _write_ray_source_parquet(tmp_dir)
+
+        source = RaySource(
+            name="driver_stats_ray",
+            reader_type="parquet",
+            path=parquet_path,
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created",
+        )
+
+        start = now - timedelta(days=10)
+        end = now
+
+        job = RayOfflineStore.pull_latest_from_table_or_query(
+            config=ray_environment.config,
+            data_source=source,
+            join_key_columns=["driver_id"],
+            feature_name_columns=["conv_rate", "acc_rate", "avg_daily_trips"],
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created",
+            start_date=start,
+            end_date=end,
+        )
+
+        df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+
+        # Exactly one row per entity
+        assert df["driver_id"].to_list() == [1001, 1002], (
+            f"Expected [1001, 1002], got {df['driver_id'].to_list()}"
+        )
+
+        # driver 1001: latest row is yesterday (conv_rate=0.8)
+        assert abs(df.loc[df["driver_id"] == 1001, "conv_rate"].iloc[0] - 0.8) < 1e-5
+
+        # driver 1002: the two_weeks_ago row is outside the window; only yesterday survives
+        assert abs(df.loc[df["driver_id"] == 1002, "conv_rate"].iloc[0] - 0.7) < 1e-5
+
+
+@pytest.mark.integration
+@pytest.mark.xdist_group(name="ray")
+def test_pull_all_from_ray_source_filters_by_time_range(ray_environment):
+    """pull_all_from_table_or_query with RaySource must return all rows within
+    the time window without deduplication.
+
+    - driver 1001: both rows (yesterday, last_week) are inside the 10-day window → 2 rows
+    - driver 1002: yesterday is inside, two_weeks_ago is outside → 1 row
+    - Total: 3 rows
+    """
+    with tempfile.TemporaryDirectory() as tmp_dir:
+        parquet_path = _write_ray_source_parquet(tmp_dir)
+
+        source = RaySource(
+            name="driver_stats_ray_all",
+            reader_type="parquet",
+            path=parquet_path,
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created",
+        )
+
+        start = now - timedelta(days=10)
+        end = now
+
+        job = RayOfflineStore.pull_all_from_table_or_query(
+            config=ray_environment.config,
+            data_source=source,
+            join_key_columns=["driver_id"],
+            feature_name_columns=["conv_rate", "acc_rate", "avg_daily_trips"],
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created",
+            start_date=start,
+            end_date=end,
+        )
+
+        df = (
+            job.to_df()
+            .sort_values(["driver_id", "event_timestamp"])
+            .reset_index(drop=True)
+        )
+
+        # 3 rows: both for 1001, one for 1002 (the 14-day-old row is outside window)
+        assert len(df) == 3, (
+            f"Expected 3 rows, got {len(df)}: "
+            f"{df[['driver_id', 'event_timestamp']].to_dict('records')}"
+        )
+        assert sorted(df["driver_id"].to_list()) == [1001, 1001, 1002]
+
+
+@pytest.mark.integration
+@pytest.mark.xdist_group(name="ray")
+def test_get_historical_features_with_ray_source(ray_environment):
+    """engine.get_historical_features() with a BatchFeatureView backed by RaySource.
+
+    This exercises the DAG execution path (RayFeatureBuilder → RayReadNode →
+    _resolve_source_dataset) rather than pull_latest_from_table_or_query, which
+    is a distinct code path from the two pull_* tests above.  Asserting on
+    returned feature values confirms the full read pipeline is correct, not just
+    that execution succeeded.
+
+    Expected results with entity_df timestamp = today and TTL = 10 days:
+      - driver 1001: latest row is yesterday  → conv_rate ≈ 0.8
+      - driver 1002: latest row is yesterday  → conv_rate ≈ 0.7
+        (the two_weeks_ago row is outside the TTL window and must be excluded)
+    """
+    with tempfile.TemporaryDirectory() as tmp_dir:
+        parquet_path = _write_ray_source_parquet(tmp_dir)
+
+        source = RaySource(
+            name="driver_stats_ray_hist",
+            reader_type="parquet",
+            path=parquet_path,
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created",
+        )
+
+        fs = ray_environment.feature_store
+        registry = fs.registry
+
+        driver_stats_fv = BatchFeatureView(
+            name="driver_hourly_stats_ray_source",
+            entities=[driver],
+            mode="pandas",
+            ttl=timedelta(days=10),
+            schema=[
+                Field(name="conv_rate", dtype=Float32),
+                Field(name="acc_rate", dtype=Float32),
+                Field(name="avg_daily_trips", dtype=Int64),
+                Field(name="driver_id", dtype=Int32),
+            ],
+            online=False,
+            offline=False,
+            source=source,
+        )
+
+        fs.apply([driver, driver_stats_fv])
+
+        entity_df = pd.DataFrame(
+            [
+                {"driver_id": 1001, "event_timestamp": today},
+                {"driver_id": 1002, "event_timestamp": today},
+            ]
+        )
+
+        task = HistoricalRetrievalTask(
+            project=ray_environment.project,
+            entity_df=entity_df,
+            feature_view=driver_stats_fv,
+            full_feature_name=False,
+            registry=registry,
+        )
+
+        engine = RayComputeEngine(
+            repo_config=ray_environment.config,
+            offline_store=RayOfflineStore(),
+            online_store=MagicMock(),
+        )
+
+        job = engine.get_historical_features(registry, task)
+        df_out = (
+            cast(RayDAGRetrievalJob, job)
+            .to_ray_dataset()
+            .to_pandas()
+            .sort_values("driver_id")
+            .reset_index(drop=True)
+        )
+
+        assert df_out["driver_id"].to_list() == [1001, 1002]
+        assert (
+            abs(df_out.loc[df_out["driver_id"] == 1001, "conv_rate"].iloc[0] - 0.8)
+            < 1e-5
+        )
+        assert (
+            abs(df_out.loc[df_out["driver_id"] == 1002, "conv_rate"].iloc[0] - 0.7)
+            < 1e-5
+        )
+
+
+@pytest.mark.integration
+@pytest.mark.xdist_group(name="ray")
+def test_pull_latest_from_ray_sql_source_filters_and_deduplicates(ray_environment):
+    """pull_latest_from_table_or_query with RaySource(reader_type="sql") using
+    a local SQLite database.
+
+    SQLite requires no external server, making it CI-safe.  This exercises the
+    non-file-backed RaySource path where data is loaded by read_sql and then
+    filtered/deduplicated by _load_and_filter_dataset_ray(pre_loaded_ds=...).
+    """
+    pytest.importorskip("sqlalchemy", reason="sqlalchemy required for SQL reader")
+
+    import sqlite3
+
+    with tempfile.TemporaryDirectory() as tmp_dir:
+        db_path = f"{tmp_dir}/driver_stats.db"
+        yesterday = today - timedelta(days=1)
+        last_week = today - timedelta(days=7)
+        two_weeks_ago = today - timedelta(days=14)
+
+        conn = sqlite3.connect(db_path)
+        conn.execute(
+            "CREATE TABLE driver_stats "
+            "(driver_id INTEGER, event_timestamp TEXT, created TEXT, "
+            "conv_rate REAL, acc_rate REAL, avg_daily_trips INTEGER)"
+        )
+        conn.executemany(
+            "INSERT INTO driver_stats VALUES (?,?,?,?,?,?)",
+            [
+                (1001, yesterday.isoformat(), now.isoformat(), 0.8, 0.5, 15),
+                (1001, last_week.isoformat(), now.isoformat(), 0.75, 0.9, 14),
+                (1002, yesterday.isoformat(), now.isoformat(), 0.7, 0.4, 12),
+                (1002, two_weeks_ago.isoformat(), now.isoformat(), 0.3, 0.6, 11),
+            ],
+        )
+        conn.commit()
+        conn.close()
+
+        source = RaySource(
+            name="driver_stats_sql",
+            reader_type="sql",
+            timestamp_field="event_timestamp",
+            reader_options={
+                "sql": "SELECT * FROM driver_stats",
+                "connection_url": f"sqlite:///{db_path}",
+            },
+        )
+
+        start = now - timedelta(days=10)
+        end = now
+
+        job = RayOfflineStore.pull_latest_from_table_or_query(
+            config=ray_environment.config,
+            data_source=source,
+            join_key_columns=["driver_id"],
+            feature_name_columns=["conv_rate", "acc_rate", "avg_daily_trips"],
+            timestamp_field="event_timestamp",
+            created_timestamp_column=None,
+            start_date=start,
+            end_date=end,
+        )
+
+        df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+
+        # One row per entity, within the window
+        assert df["driver_id"].to_list() == [1001, 1002], (
+            f"Expected [1001, 1002], got {df['driver_id'].to_list()}"
+        )
+
+        # Latest for each: 1001→yesterday (0.8), 1002→yesterday (0.7)
+        assert abs(df.loc[df["driver_id"] == 1001, "conv_rate"].iloc[0] - 0.8) < 1e-5
+        assert abs(df.loc[df["driver_id"] == 1002, "conv_rate"].iloc[0] - 0.7) < 1e-5
diff --git a/sdk/python/tests/component/ray/test_nodes.py b/sdk/python/tests/component/ray/test_nodes.py
index 0da4fcb956e..983b40a5ccc 100644
--- a/sdk/python/tests/component/ray/test_nodes.py
+++ b/sdk/python/tests/component/ray/test_nodes.py
@@ -299,6 +299,146 @@ def test_ray_dedup_node(
     assert "driver_id" in result_df.columns
 
 
+def test_ray_dedup_node_materialization_within_block(
+    ray_session, ray_config, mock_context, column_info
+):
+    """Materialization path: within-block duplicates are removed and the row
+    with the latest event_timestamp is kept.
+
+    is_materialization=True uses per-block map_batches (streaming-safe).
+    No ds.schema() call should be triggered.
+    """
+    now = datetime.now()
+    older_ts = now - timedelta(hours=3)
+    newer_ts = now - timedelta(hours=1)
+
+    block = pd.DataFrame(
+        [
+            {
+                "driver_id": 1001,
+                "event_timestamp": older_ts,
+                "conv_rate": 0.5,
+            },
+            {
+                "driver_id": 1001,
+                "event_timestamp": newer_ts,
+                "conv_rate": 0.8,
+            },
+            {
+                "driver_id": 1002,
+                "event_timestamp": now - timedelta(hours=2),
+                "conv_rate": 0.7,
+            },
+        ]
+    )
+
+    ray_dataset = ray.data.from_pandas(block)
+    input_value = DAGValue(data=ray_dataset, format=DAGFormat.RAY)
+    dummy_node = DummyInputNode("input_node", input_value)
+    node = RayDedupNode(
+        name="dedup",
+        column_info=column_info,
+        config=ray_config,
+        is_materialization=True,
+    )
+    node.add_input(dummy_node)
+    mock_context.node_outputs = {"input_node": input_value}
+
+    result = node.execute(mock_context)
+    result_df = result.data.to_pandas().sort_values("driver_id").reset_index(drop=True)
+
+    assert len(result_df) == 2, "One row per entity should survive within the block"
+    driver_1001 = result_df[result_df["driver_id"] == 1001].iloc[0]
+    assert driver_1001["event_timestamp"] == newer_ts, (
+        "Latest timestamp should be kept for driver 1001"
+    )
+
+
+def test_ray_dedup_node_materialization_cross_block_duplicates_survive(
+    ray_session, ray_config, mock_context, column_info
+):
+    """Materialization path: the same entity in two *different* blocks both
+    survive — cross-block dedup is delegated to the online-store UPSERT.
+
+    This validates the per-block (streaming-safe) semantics: a global shuffle
+    is intentionally avoided so that slow upstream actors (EasyOCR, CLIP, etc.)
+    do not need to finish all blocks before writes begin.
+    """
+    now = datetime.now()
+    block_a = pd.DataFrame(
+        [
+            {
+                "driver_id": 1001,
+                "event_timestamp": now - timedelta(hours=3),
+                "conv_rate": 0.5,
+            }
+        ]
+    )
+    block_b = pd.DataFrame(
+        [
+            {
+                "driver_id": 1001,
+                "event_timestamp": now - timedelta(hours=1),
+                "conv_rate": 0.8,
+            }
+        ]
+    )
+
+    # Force two separate Ray blocks by passing a list of DataFrames.
+    ray_dataset = ray.data.from_pandas([block_a, block_b])
+    input_value = DAGValue(data=ray_dataset, format=DAGFormat.RAY)
+    dummy_node = DummyInputNode("input_node", input_value)
+    node = RayDedupNode(
+        name="dedup",
+        column_info=column_info,
+        config=ray_config,
+        is_materialization=True,
+    )
+    node.add_input(dummy_node)
+    mock_context.node_outputs = {"input_node": input_value}
+
+    result = node.execute(mock_context)
+    result_df = result.data.to_pandas()
+
+    assert len(result_df) == 2, (
+        "Both blocks should each contribute one row; "
+        "cross-block dedup is the online store's responsibility"
+    )
+
+
+def test_ray_dedup_node_materialization_no_join_keys(
+    ray_session, ray_config, mock_context, sample_data
+):
+    """Materialization path: when no join keys are present all rows pass through
+    unchanged (there is nothing to deduplicate on).
+    """
+    empty_column_info = ColumnInfo(
+        join_keys=[],
+        feature_cols=["conv_rate", "acc_rate", "avg_daily_trips"],
+        ts_col="event_timestamp",
+        created_ts_col="created",
+        field_mapping=None,
+    )
+    ray_dataset = ray.data.from_pandas(sample_data)
+    input_value = DAGValue(data=ray_dataset, format=DAGFormat.RAY)
+    dummy_node = DummyInputNode("input_node", input_value)
+    node = RayDedupNode(
+        name="dedup",
+        column_info=empty_column_info,
+        config=ray_config,
+        is_materialization=True,
+    )
+    node.add_input(dummy_node)
+    mock_context.node_outputs = {"input_node": input_value}
+
+    result = node.execute(mock_context)
+    result_df = result.data.to_pandas()
+
+    assert len(result_df) == len(sample_data), (
+        "All rows should survive when there are no join keys to deduplicate on"
+    )
+
+
 def test_ray_config_validation():
     """Test Ray configuration validation."""
     # Test valid configuration
diff --git a/sdk/python/tests/component/ray/test_ray_source.py b/sdk/python/tests/component/ray/test_ray_source.py
new file mode 100644
index 00000000000..1ded06e5f04
--- /dev/null
+++ b/sdk/python/tests/component/ray/test_ray_source.py
@@ -0,0 +1,407 @@
+"""Unit tests for RaySource, load_ray_dataset_from_source, and to_ray_dataset.
+
+These tests run without a live Ray cluster using mocks and lightweight
+in-process data, so they are fast and suitable for CI.
+
+Coverage:
+  - RaySource construction, validation, and proto round-trip
+  - load_ray_dataset_from_source reader dispatch (mocked ray_wrapper)
+  - RetrievalJob.to_ray_dataset() base-class Arrow fallback
+  - pull_latest_from_table_or_query time-range filtering for RaySource
+"""
+
+from datetime import datetime
+from unittest.mock import MagicMock, patch
+
+import pandas as pd
+import pyarrow as pa
+import pytest
+
+from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import (
+    SUPPORTED_READER_TYPES,
+    RaySource,
+)
+
+# ---------------------------------------------------------------------------
+# RaySource — construction and attribute access
+# ---------------------------------------------------------------------------
+
+
+class TestRaySourceConstruction:
+    def test_huggingface_source(self):
+        src = RaySource(
+            name="hf",
+            reader_type="huggingface",
+            reader_options={"dataset_name": "my/dataset", "split": "train"},
+        )
+        assert src.reader_type == "huggingface"
+        assert src.reader_options["dataset_name"] == "my/dataset"
+        assert src.path == ""
+
+    def test_parquet_source(self):
+        src = RaySource(
+            name="parq",
+            reader_type="parquet",
+            path="s3://bucket/data.parquet",
+        )
+        assert src.reader_type == "parquet"
+        assert src.path == "s3://bucket/data.parquet"
+        assert src.reader_options == {}
+
+    def test_all_supported_reader_types_are_accepted(self):
+        for rt in SUPPORTED_READER_TYPES:
+            src = RaySource(name=f"src_{rt}", reader_type=rt, path="/tmp/x")
+            assert src.reader_type == rt
+
+    def test_unsupported_reader_type_raises(self):
+        with pytest.raises(ValueError, match="reader_type"):
+            RaySource(name="bad", reader_type="unsupported_format")
+
+    def test_timestamp_field_default(self):
+        src = RaySource(name="s", reader_type="csv", path="/tmp/f.csv")
+        assert src.get_table_column_names_and_types(MagicMock()) == []
+
+
+# ---------------------------------------------------------------------------
+# RaySource — proto round-trip
+# ---------------------------------------------------------------------------
+
+
+class TestRaySourceProto:
+    def test_round_trip_preserves_reader_type_and_path(self):
+        original = RaySource(
+            name="proto_test",
+            reader_type="json",
+            path="gs://bucket/data.jsonl",
+            reader_options={"lines": True},
+        )
+        proto = original.to_proto()
+        restored = RaySource.from_proto(proto)
+        assert restored.reader_type == original.reader_type
+        assert restored.path == original.path
+        assert restored.reader_options == original.reader_options
+
+    def test_round_trip_huggingface(self):
+        original = RaySource(
+            name="hf_proto",
+            reader_type="huggingface",
+            reader_options={"dataset_name": "foo/bar", "split": "train[:10]"},
+        )
+        restored = RaySource.from_proto(original.to_proto())
+        assert restored.reader_options["dataset_name"] == "foo/bar"
+        assert restored.reader_options["split"] == "train[:10]"
+
+
+# ---------------------------------------------------------------------------
+# load_ray_dataset_from_source — reader dispatch (mocked wrapper)
+# ---------------------------------------------------------------------------
+
+
+class TestLoadRayDatasetFromSource:
+    """Each reader type is dispatched to the right ray_wrapper method."""
+
+    def _mock_wrapper(self):
+        w = MagicMock()
+        w.read_parquet.return_value = "parquet_ds"
+        w.read_csv.return_value = "csv_ds"
+        w.read_json.return_value = "json_ds"
+        w.read_text.return_value = "text_ds"
+        w.read_images.return_value = "images_ds"
+        w.read_binary_files.return_value = "binary_ds"
+        w.read_tfrecords.return_value = "tfrecords_ds"
+        w.read_webdataset.return_value = "webdataset_ds"
+        w.from_huggingface.return_value = "hf_ds"
+        w.read_mongo.return_value = "mongo_ds"
+        w.read_sql.return_value = "sql_ds"
+        return w
+
+    @pytest.mark.parametrize(
+        "reader_type,path,expected",
+        [
+            ("parquet", "s3://b/data.parquet", "parquet_ds"),
+            ("csv", "/tmp/data.csv", "csv_ds"),
+            ("json", "/tmp/data.json", "json_ds"),
+            ("text", "/tmp/data.txt", "text_ds"),
+            ("images", "/tmp/imgs/", "images_ds"),
+            ("binary_files", "/tmp/bin/", "binary_ds"),
+            ("tfrecords", "/tmp/data.tfrecord", "tfrecords_ds"),
+            ("webdataset", "/tmp/data.tar", "webdataset_ds"),
+        ],
+    )
+    def test_file_readers_dispatch(self, reader_type, path, expected):
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader import (
+            load_ray_dataset_from_source,
+        )
+
+        src = RaySource(name="s", reader_type=reader_type, path=path)
+        mock_wrapper = self._mock_wrapper()
+        with patch(
+            "feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader.get_ray_wrapper",
+            return_value=mock_wrapper,
+        ):
+            result = load_ray_dataset_from_source(src)
+        assert result == expected
+
+    def test_huggingface_dispatch(self):
+        import sys
+
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader import (
+            load_ray_dataset_from_source,
+        )
+
+        src = RaySource(
+            name="hf",
+            reader_type="huggingface",
+            reader_options={"dataset_name": "org/ds", "split": "train"},
+        )
+        mock_wrapper = self._mock_wrapper()
+        mock_hf_dataset = MagicMock()
+
+        # Inject a fake `datasets` module so `from datasets import load_dataset`
+        # inside load_ray_dataset_from_source succeeds without the real package.
+        fake_datasets = MagicMock()
+        fake_datasets.load_dataset.return_value = mock_hf_dataset
+
+        with (
+            patch.dict(sys.modules, {"datasets": fake_datasets}),
+            patch(
+                "feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader.get_ray_wrapper",
+                return_value=mock_wrapper,
+            ),
+        ):
+            load_ray_dataset_from_source(src)
+
+        mock_wrapper.from_huggingface.assert_called_once()
+
+    def test_unknown_reader_type_raises(self):
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader import (
+            load_ray_dataset_from_source,
+        )
+
+        # Bypass RaySource construction-time validation by patching the
+        # underlying RaySourceOptions directly (reader_type is a read-only
+        # property on RaySource that delegates to ray_source_options).
+        src = RaySource(name="s", reader_type="parquet", path="/x")
+        src.ray_source_options.reader_type = "not_a_thing"
+        mock_wrapper = self._mock_wrapper()
+        with patch(
+            "feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader.get_ray_wrapper",
+            return_value=mock_wrapper,
+        ):
+            with pytest.raises(ValueError, match="Unknown reader_type"):
+                load_ray_dataset_from_source(src)
+
+
+# ---------------------------------------------------------------------------
+# RetrievalJob.to_ray_dataset() — base-class Arrow fallback
+# ---------------------------------------------------------------------------
+
+
+class TestRetrievalJobToRayDataset:
+    """The base-class default converts via to_arrow() → ray.data.from_arrow()."""
+
+    def _make_job(self, arrow_table: pa.Table):
+        """Create a minimal concrete RetrievalJob whose _to_arrow_internal returns arrow_table."""
+        from feast.infra.offline_stores.offline_store import RetrievalJob
+
+        class _ConcreteJob(RetrievalJob):
+            @property
+            def full_feature_names(self):
+                return False
+
+            @property
+            def on_demand_feature_views(self):
+                return []
+
+            def _to_df_internal(self, timeout=None):
+                return arrow_table.to_pandas()
+
+            def _to_arrow_internal(self, timeout=None):
+                return arrow_table
+
+        return _ConcreteJob()
+
+    def test_returns_ray_dataset_with_correct_rows(self):
+        pytest.importorskip("ray")
+        table = pa.table({"a": [1, 2, 3], "b": ["x", "y", "z"]})
+        job = self._make_job(table)
+        ds = job.to_ray_dataset()
+        assert ds.count() == 3
+
+    def test_import_error_without_ray(self):
+        import sys
+
+        table = pa.table({"a": [1]})
+        job = self._make_job(table)
+        with patch.dict(sys.modules, {"ray": None, "ray.data": None}):
+            with pytest.raises(ImportError, match="Ray is required"):
+                job.to_ray_dataset()
+
+    def test_ray_retrieval_job_overrides_base(self):
+        """RayRetrievalJob.to_ray_dataset() must not call the Arrow fallback."""
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray import (
+            RayRetrievalJob,
+        )
+        from feast.infra.offline_stores.offline_store import RetrievalJob
+
+        base_impl = RetrievalJob.to_ray_dataset
+        ray_impl = RayRetrievalJob.__dict__.get("to_ray_dataset")
+        assert ray_impl is not None, (
+            "RayRetrievalJob must define its own to_ray_dataset"
+        )
+        assert ray_impl is not base_impl
+
+
+# ---------------------------------------------------------------------------
+# get_historical_features().to_ray_dataset()
+# ---------------------------------------------------------------------------
+
+
+class TestGetHistoricalFeaturesToRayDataset:
+    """Callers chain get_historical_features().to_ray_dataset() directly.
+
+    FeatureStore has no separate to_ray_dataset() wrapper; to_ray_dataset() is
+    a first-class method on the RetrievalJob returned by get_historical_features().
+    """
+
+    def test_chain_calls_to_ray_dataset_on_job(self):
+        mock_job = MagicMock()
+        sentinel = object()
+        mock_job.to_ray_dataset.return_value = sentinel
+
+        store = MagicMock()
+        store.get_historical_features.return_value = mock_job
+
+        entity_df = pd.DataFrame(
+            {"driver_id": [1], "event_timestamp": [datetime.now()]}
+        )
+        result = store.get_historical_features(
+            features=["driver_stats:conv_rate"],
+            entity_df=entity_df,
+        ).to_ray_dataset()
+
+        mock_job.to_ray_dataset.assert_called_once()
+        assert result is sentinel
+
+
+# ---------------------------------------------------------------------------
+# pull_latest_from_table_or_query — RaySource time-range filter and dedup
+# ---------------------------------------------------------------------------
+
+
+class TestPullLatestRaySourceFiltering:
+    """Verify that pull_latest_from_table_or_query applies time-range filtering
+    and deduplication for file-backed RaySource (e.g. reader_type="parquet").
+
+    RaySource without a timestamp_field (exotic sources such as HuggingFace
+    image datasets) must still be returned raw.
+    """
+
+    def _make_source(self, reader_type: str = "parquet") -> RaySource:
+        return RaySource(
+            name="test_src",
+            reader_type=reader_type,
+            path="s3://bucket/data.parquet",
+            timestamp_field="event_timestamp",
+        )
+
+    def test_load_and_filter_dataset_ray_pre_loaded(self):
+        """_load_and_filter_dataset_ray(pre_loaded_ds=...) must not raise and
+        must apply the shared field-mapping / normalise / batch pipeline."""
+        from datetime import timezone
+
+        from feast.infra.offline_stores.contrib.ray_offline_store.ray import (
+            RayOfflineStore,
+        )
+
+        start = datetime(2024, 1, 2, tzinfo=timezone.utc)
+        end = datetime(2024, 1, 4, tzinfo=timezone.utc)
+
+        rows = pa.table(
+            {
+                "driver_id": [1, 1, 1],
+                "event_timestamp": pa.array(
+                    [
+                        datetime(2024, 1, 1, tzinfo=timezone.utc),  # before window
+                        datetime(2024, 1, 3, tzinfo=timezone.utc),  # inside window
+                        datetime(2024, 1, 5, tzinfo=timezone.utc),  # after window
+                    ],
+                    type=pa.timestamp("us", tz="UTC"),
+                ),
+                "feature_a": [10, 20, 30],
+            }
+        )
+
+        src = self._make_source()
+
+        with (
+            patch(
+                "feast.infra.offline_stores.contrib.ray_offline_store.ray.normalize_timestamp_columns"
+            ) as mock_norm,
+            patch(
+                "feast.infra.offline_stores.contrib.ray_offline_store.ray.apply_field_mapping"
+            ) as mock_map,
+        ):
+            import ray.data as rd
+
+            mock_ds = rd.from_arrow(rows)
+            mock_norm.return_value = mock_ds
+            mock_map.return_value = mock_ds
+
+            # We call the static method directly; it should not raise.
+            # Full integration (filter + sort) is verified in component tests.
+            store = RayOfflineStore()
+            _ = store._load_and_filter_dataset_ray(
+                None,
+                src,
+                join_key_columns=["driver_id"],
+                feature_name_columns=["feature_a"],
+                timestamp_field="event_timestamp",
+                created_timestamp_column=None,
+                start_date=start,
+                end_date=end,
+                pre_loaded_ds=mock_ds,
+            )
+
+    def test_pull_latest_raw_for_source_without_timestamp(self):
+        """When timestamp_field is empty, RaySource data must be returned raw."""
+        src = RaySource(
+            name="hf_src",
+            reader_type="huggingface",
+            reader_options={"dataset_name": "cheques_sample_data"},
+        )
+
+        raw_sentinel = object()
+
+        with (
+            patch(
+                "feast.infra.offline_stores.contrib.ray_offline_store.ray.RayOfflineStore._init_ray"
+            ),
+            patch(
+                "feast.infra.offline_stores.contrib.ray_offline_store.ray_offline_store_reader.load_ray_dataset_from_source",
+                return_value=raw_sentinel,
+            ),
+            patch(
+                "feast.infra.offline_stores.contrib.ray_offline_store.ray.RayRetrievalJob"
+            ) as mock_job_cls,
+        ):
+            from feast.infra.offline_stores.contrib.ray_offline_store.ray import (
+                RayOfflineStore,
+            )
+
+            mock_config = MagicMock()
+            mock_config.offline_store.storage_path = "/tmp/staging"
+
+            RayOfflineStore.pull_latest_from_table_or_query(
+                config=mock_config,
+                data_source=src,
+                join_key_columns=[],
+                feature_name_columns=["feature_a"],
+                timestamp_field="",
+                created_timestamp_column=None,
+                start_date=datetime(2024, 1, 1),
+                end_date=datetime(2024, 1, 31),
+            )
+
+            # A RayRetrievalJob must still be created (just wrapping raw data).
+            mock_job_cls.assert_called_once()
diff --git a/sdk/python/tests/component/ray/test_resource_scheduling.py b/sdk/python/tests/component/ray/test_resource_scheduling.py
new file mode 100644
index 00000000000..7e26b72203a
--- /dev/null
+++ b/sdk/python/tests/component/ray/test_resource_scheduling.py
@@ -0,0 +1,621 @@
+"""
+Tests for GPU and worker resource scheduling support in the Ray compute engine
+and offline store.
+
+Covers:
+- RayComputeEngineConfig / RayOfflineStoreConfig: worker_task_options + num_gpus fields
+- CodeFlareRayWrapper._get_task_options(): merge logic, num_gpus precedence
+- RemoteDatasetProxy.map_batches: .options() applied, map_batches key filtering
+- RayTransformationNode: worker_task_options threaded through map_batches
+- RayResourceManager: GPU count read from cluster resources
+- safe_batch_processor / _is_empty_batch: format-aware empty detection (regression
+  for AttributeError when gpu_batch_format is "numpy" or "pyarrow")
+"""
+
+from datetime import datetime, timedelta
+from unittest.mock import patch
+
+import numpy as np
+import pandas as pd
+import pyarrow as pa
+import pytest
+import ray
+
+from feast.infra.compute_engines.dag.model import DAGFormat
+from feast.infra.compute_engines.dag.node import DAGNode
+from feast.infra.compute_engines.dag.value import DAGValue
+from feast.infra.compute_engines.ray.config import RayComputeEngineConfig
+from feast.infra.compute_engines.ray.nodes import RayTransformationNode
+from feast.infra.compute_engines.ray.utils import _is_empty_batch, safe_batch_processor
+from feast.infra.offline_stores.contrib.ray_offline_store.ray import (
+    RayOfflineStoreConfig,
+    RayResourceManager,
+)
+from feast.infra.ray_initializer import CodeFlareRayWrapper
+from feast.infra.ray_shared_utils import RemoteDatasetProxy
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+
+class DummyInputNode(DAGNode):
+    def __init__(self, name, output):
+        super().__init__(name)
+        self._output = output
+
+    def execute(self, context):
+        return self._output
+
+
+@pytest.fixture(scope="module")
+def ray_session():
+    if not ray.is_initialized():
+        ray.init(num_cpus=2, ignore_reinit_error=True, include_dashboard=False)
+    yield ray
+    ray.shutdown()
+
+
+@pytest.fixture
+def sample_df():
+    return pd.DataFrame(
+        {
+            "driver_id": [1, 2, 3],
+            "conv_rate": [0.8, 0.7, 0.6],
+            "event_timestamp": [datetime.now() - timedelta(hours=i) for i in range(3)],
+        }
+    )
+
+
+# ---------------------------------------------------------------------------
+# Config field tests
+# ---------------------------------------------------------------------------
+
+
+class TestRayComputeEngineConfigTaskOptions:
+    def test_defaults(self):
+        config = RayComputeEngineConfig()
+        assert config.num_gpus is None
+        assert config.gpu_batch_format == "pandas"
+        assert config.worker_task_options is None
+
+    def test_num_gpus_set(self):
+        config = RayComputeEngineConfig(num_gpus=1)
+        assert config.num_gpus == 1
+
+    def test_fractional_num_gpus(self):
+        config = RayComputeEngineConfig(num_gpus=0.5)
+        assert config.num_gpus == 0.5
+
+    def test_gpu_batch_format(self):
+        config = RayComputeEngineConfig(num_gpus=1, gpu_batch_format="numpy")
+        assert config.gpu_batch_format == "numpy"
+
+    def test_worker_task_options_roundtrip(self):
+        opts = {
+            "num_cpus": 4,
+            "memory": 8 * 1024**3,
+            "accelerator_type": "A100",
+            "max_retries": 5,
+        }
+        config = RayComputeEngineConfig(worker_task_options=opts)
+        assert config.worker_task_options["accelerator_type"] == "A100"
+        assert config.worker_task_options["num_cpus"] == 4
+        assert config.worker_task_options["max_retries"] == 5
+
+    def test_worker_task_options_with_runtime_env(self):
+        config = RayComputeEngineConfig(
+            worker_task_options={
+                "runtime_env": {
+                    "pip": ["cudf-cu12==24.10.0"],
+                    "env_vars": {"CUDA_VISIBLE_DEVICES": "0"},
+                }
+            }
+        )
+        assert config.worker_task_options["runtime_env"]["pip"] == [
+            "cudf-cu12==24.10.0"
+        ]
+
+
+class TestRayOfflineStoreConfigTaskOptions:
+    def test_defaults(self):
+        config = RayOfflineStoreConfig()
+        assert config.num_gpus is None
+        assert config.gpu_batch_format == "pandas"
+        assert config.worker_task_options is None
+
+    def test_worker_task_options_roundtrip(self):
+        config = RayOfflineStoreConfig(
+            worker_task_options={"num_cpus": 2, "accelerator_type": "T4"}
+        )
+        assert config.worker_task_options["num_cpus"] == 2
+        assert config.worker_task_options["accelerator_type"] == "T4"
+
+
+# ---------------------------------------------------------------------------
+# CodeFlareRayWrapper._get_task_options() tests
+# ---------------------------------------------------------------------------
+
+
+class TestCodeFlareRayWrapperGetTaskOptions:
+    """Unit tests for _get_task_options() merge logic — no cluster connection needed."""
+
+    def _make_wrapper(self, num_gpus=0, worker_task_options=None):
+        """Construct a wrapper instance without triggering __init__ side-effects."""
+        wrapper = CodeFlareRayWrapper.__new__(CodeFlareRayWrapper)
+        wrapper.num_gpus = num_gpus
+        wrapper.worker_task_options = worker_task_options or {}
+        return wrapper
+
+    def test_empty_when_no_resources(self):
+        wrapper = self._make_wrapper()
+        assert wrapper._get_task_options() == {}
+
+    def test_io_tasks_exclude_num_gpus_by_default(self):
+        """include_gpu defaults to False so I/O methods never consume GPU slots."""
+        wrapper = self._make_wrapper(num_gpus=1)
+        opts = wrapper._get_task_options()  # default: include_gpu=False
+        assert "num_gpus" not in opts
+
+    def test_io_tasks_strip_num_gpus_from_worker_task_options(self):
+        """
+        Regression: num_gpus set inside worker_task_options must also be stripped
+        for I/O tasks. Previously _get_task_options only blocked the first-class
+        num_gpus field; a num_gpus key already present in the copied
+        worker_task_options dict would leak through to .options() on I/O tasks.
+        """
+        wrapper = self._make_wrapper(
+            num_gpus=0,  # first-class field not set
+            worker_task_options={"num_gpus": 1, "num_cpus": 4},
+        )
+        opts = wrapper._get_task_options()  # default: include_gpu=False
+        assert "num_gpus" not in opts
+        assert opts.get("num_cpus") == 4  # other keys unaffected
+
+    def test_num_gpus_added_when_include_gpu_true(self):
+        """include_gpu=True is used for compute tasks that actually need GPUs."""
+        wrapper = self._make_wrapper(num_gpus=1)
+        assert wrapper._get_task_options(include_gpu=True) == {"num_gpus": 1}
+
+    def test_worker_task_options_passthrough(self):
+        wrapper = self._make_wrapper(
+            worker_task_options={"num_cpus": 4, "accelerator_type": "A100"}
+        )
+        opts = wrapper._get_task_options()
+        assert opts["num_cpus"] == 4
+        assert opts["accelerator_type"] == "A100"
+
+    def test_num_gpus_takes_precedence_over_worker_task_options(self):
+        """First-class num_gpus must override worker_task_options['num_gpus']."""
+        wrapper = self._make_wrapper(num_gpus=2, worker_task_options={"num_gpus": 1})
+        opts = wrapper._get_task_options(include_gpu=True)
+        assert opts["num_gpus"] == 2
+
+    def test_combined_num_gpus_and_worker_task_options(self):
+        wrapper = self._make_wrapper(
+            num_gpus=1,
+            worker_task_options={
+                "num_cpus": 4,
+                "memory": 8 * 1024**3,
+                "max_retries": 5,
+            },
+        )
+        opts = wrapper._get_task_options(include_gpu=True)
+        assert opts["num_gpus"] == 1
+        assert opts["num_cpus"] == 4
+        assert opts["memory"] == 8 * 1024**3
+        assert opts["max_retries"] == 5
+
+    def test_zero_num_gpus_not_added(self):
+        """num_gpus=0 (falsy) must not be added to options."""
+        wrapper = self._make_wrapper(num_gpus=0, worker_task_options={"num_cpus": 2})
+        opts = wrapper._get_task_options(include_gpu=True)
+        assert "num_gpus" not in opts
+        assert opts["num_cpus"] == 2
+
+
+# ---------------------------------------------------------------------------
+# RemoteDatasetProxy.map_batches resource key filtering
+# ---------------------------------------------------------------------------
+
+
+class TestRemoteDatasetProxyMapBatches:
+    """
+    Verifies that map_batches applies .options() correctly and only forwards
+    the scheduling-relevant subset of keys into the Ray Data map_batches call.
+    """
+
+    def test_no_options_when_empty(self, ray_session, sample_df):
+        dataset = ray.data.from_pandas(sample_df)
+        proxy = RemoteDatasetProxy(ray.put(dataset))
+
+        with patch.object(
+            ray.remote(lambda d, f, b, r: d.map_batches(f, **b, **r)),
+            "options",
+            wraps=lambda **kw: None,
+        ):
+            result = proxy.map_batches(lambda b: b, batch_format="pandas")
+        assert isinstance(result, RemoteDatasetProxy)
+
+    def test_map_batches_resource_keys_filtered(self):
+        """
+        The filtering set inside map_batches must pass only scheduling-relevant
+        keys (num_gpus, num_cpus, accelerator_type, resources) to Ray Data's
+        map_batches, and strip non-scheduling keys (max_retries, runtime_env,
+        memory, scheduling_strategy).
+        """
+        _MAP_BATCHES_RESOURCE_KEYS = {
+            "num_gpus",
+            "num_cpus",
+            "accelerator_type",
+            "resources",
+        }
+
+        all_task_options = {
+            "num_gpus": 1,
+            "num_cpus": 4,
+            "accelerator_type": "A100",
+            "resources": {"custom": 1},
+            "max_retries": 5,
+            "runtime_env": {"pip": ["cudf"]},
+            "memory": 8 * 1024**3,
+            "scheduling_strategy": "SPREAD",
+        }
+
+        map_resource_kwargs = {
+            k: v for k, v in all_task_options.items() if k in _MAP_BATCHES_RESOURCE_KEYS
+        }
+
+        # Should-be-present keys
+        assert "num_gpus" in map_resource_kwargs
+        assert "num_cpus" in map_resource_kwargs
+        assert "accelerator_type" in map_resource_kwargs
+        assert "resources" in map_resource_kwargs
+
+        # Should-be-absent keys
+        assert "max_retries" not in map_resource_kwargs
+        assert "runtime_env" not in map_resource_kwargs
+        assert "memory" not in map_resource_kwargs
+        assert "scheduling_strategy" not in map_resource_kwargs
+
+    def test_orchestration_task_excludes_compute_keys(self):
+        """
+        The @ray.remote orchestration wrapper must never hold compute-scheduling
+        resources (num_gpus, num_cpus, accelerator_type, resources). Only
+        non-scheduling keys (runtime_env, max_retries, memory, etc.) should
+        reach the orchestration task via .options(), avoiding the deadlock
+        where the orchestrator holds a GPU slot while waiting for data workers
+        that also need GPUs.
+        """
+        _MAP_BATCHES_RESOURCE_KEYS = {
+            "num_gpus",
+            "num_cpus",
+            "accelerator_type",
+            "resources",
+        }
+
+        all_opts = {
+            "num_gpus": 1,
+            "num_cpus": 4,
+            "accelerator_type": "A100",
+            "resources": {"custom": 1},
+            "max_retries": 5,
+            "runtime_env": {"pip": ["cudf"]},
+            "memory": 8 * 1024**3,
+            "scheduling_strategy": "SPREAD",
+        }
+
+        orchestration_opts = {
+            k: v for k, v in all_opts.items() if k not in _MAP_BATCHES_RESOURCE_KEYS
+        }
+
+        # Compute-scheduling keys must be absent from the orchestration task
+        assert "num_gpus" not in orchestration_opts
+        assert "num_cpus" not in orchestration_opts
+        assert "accelerator_type" not in orchestration_opts
+        assert "resources" not in orchestration_opts
+
+        # Non-scheduling keys must be present (orchestration task can use them)
+        assert orchestration_opts["max_retries"] == 5
+        assert orchestration_opts["runtime_env"] == {"pip": ["cudf"]}
+        assert orchestration_opts["memory"] == 8 * 1024**3
+        assert orchestration_opts["scheduling_strategy"] == "SPREAD"
+
+
+# ---------------------------------------------------------------------------
+# RayTransformationNode — task_options and num_gpus threaded through
+# ---------------------------------------------------------------------------
+
+
+class TestRayTransformationNodeResourceScheduling:
+    @pytest.fixture
+    def mock_context(self):
+        class DummyOfflineStore:
+            def offline_write_batch(self, *args, **kwargs):
+                pass
+
+        class Ctx:
+            registry = None
+            store = None
+            project = "test_project"
+            entity_data = None
+            config = None
+            node_outputs = {}
+            offline_store = DummyOfflineStore()
+
+        return Ctx()
+
+    def test_transformation_with_worker_task_options_executes(
+        self, ray_session, mock_context, sample_df
+    ):
+        """Node with worker_task_options runs end-to-end and produces correct output."""
+        config = RayComputeEngineConfig(
+            max_workers=2,
+            worker_task_options={"num_cpus": 1},
+        )
+        dataset = ray.data.from_pandas(sample_df)
+        input_value = DAGValue(data=dataset, format=DAGFormat.RAY)
+        input_node = DummyInputNode("inp", input_value)
+
+        def double_conv(df: pd.DataFrame) -> pd.DataFrame:
+            df["conv_rate"] = df["conv_rate"] * 2
+            return df
+
+        node = RayTransformationNode(
+            name="t", transformation=double_conv, config=config
+        )
+        node.add_input(input_node)
+        mock_context.node_outputs = {"inp": input_value}
+
+        result = node.execute(mock_context)
+        result_df = result.data.to_pandas()
+        assert len(result_df) == 3
+        assert (
+            abs(result_df["conv_rate"].iloc[0] - sample_df["conv_rate"].iloc[0] * 2)
+            < 1e-6
+        )
+
+    def test_transformation_gpu_batch_format_applied(
+        self, ray_session, mock_context, sample_df
+    ):
+        """
+        When num_gpus is set, gpu_batch_format is passed as batch_format and
+        num_gpus is included in the map_batches kwargs.
+
+        The UDF receives a numpy dict (Dict[str, np.ndarray]) when
+        batch_format="numpy". safe_batch_processor must handle this without
+        raising AttributeError on .empty — this test is the regression guard.
+        """
+        config = RayComputeEngineConfig(
+            max_workers=2,
+            num_gpus=1,
+            gpu_batch_format="numpy",
+        )
+        dataset = ray.data.from_pandas(sample_df)
+        input_value = DAGValue(data=dataset, format=DAGFormat.RAY)
+        input_node = DummyInputNode("inp", input_value)
+
+        # UDF receives Dict[str, np.ndarray] when batch_format="numpy"
+        def numpy_identity(batch):
+            return batch
+
+        node = RayTransformationNode(
+            name="t", transformation=numpy_identity, config=config
+        )
+        node.add_input(input_node)
+        mock_context.node_outputs = {"inp": input_value}
+
+        captured_kwargs = {}
+        original_map_batches = ray.data.Dataset.map_batches
+
+        def capturing_map_batches(self_ds, fn, **kwargs):
+            captured_kwargs.update(kwargs)
+            # Strip GPU-scheduling keys so local Ray (no GPU nodes, no batch_size
+            # requirement) can execute without raising ValueError. The correctness
+            # of safe_batch_processor on numpy dicts is covered by
+            # TestSafeBatchProcessorFormats — this test verifies config flow only.
+            safe_kwargs = {k: v for k, v in kwargs.items() if k not in ("num_gpus",)}
+            safe_kwargs.setdefault("batch_format", "pandas")
+            return original_map_batches(self_ds, fn, **safe_kwargs)
+
+        with patch.object(ray.data.Dataset, "map_batches", capturing_map_batches):
+            node.execute(mock_context)
+
+        assert captured_kwargs.get("batch_format") == "numpy"
+        assert captured_kwargs.get("num_gpus") == 1
+
+    def test_transformation_no_resource_keys_when_no_options(
+        self, ray_session, mock_context, sample_df
+    ):
+        """With no GPU/worker_task_options, map_batches only gets batch_format + concurrency."""
+        config = RayComputeEngineConfig(max_workers=2)
+        dataset = ray.data.from_pandas(sample_df)
+        input_value = DAGValue(data=dataset, format=DAGFormat.RAY)
+        input_node = DummyInputNode("inp", input_value)
+        node = RayTransformationNode(
+            name="t", transformation=lambda df: df, config=config
+        )
+        node.add_input(input_node)
+        mock_context.node_outputs = {"inp": input_value}
+
+        captured_kwargs = {}
+        original_map_batches = ray.data.Dataset.map_batches
+
+        def spy(self_ds, fn, **kwargs):
+            captured_kwargs.update(kwargs)
+            return original_map_batches(self_ds, fn, **kwargs)
+
+        with patch.object(ray.data.Dataset, "map_batches", spy):
+            node.execute(mock_context)
+
+        assert "num_gpus" not in captured_kwargs
+        assert "num_cpus" not in captured_kwargs
+        assert "accelerator_type" not in captured_kwargs
+        assert captured_kwargs.get("batch_format") == "pandas"
+
+
+# ---------------------------------------------------------------------------
+# RayResourceManager — GPU count from cluster resources
+# ---------------------------------------------------------------------------
+
+
+class TestRayResourceManagerGPU:
+    def test_reads_gpu_from_cluster_resources(self):
+        with (
+            patch("ray.is_initialized", return_value=True),
+            patch(
+                "ray.cluster_resources",
+                return_value={"CPU": 8, "GPU": 4, "memory": 32 * 1024**3},
+            ),
+            patch("ray.nodes", return_value=[{}, {}, {}, {}]),
+        ):
+            mgr = RayResourceManager()
+            assert mgr.available_gpus == 4
+            assert mgr.available_cpus == 8
+            assert mgr.num_nodes == 4
+
+    def test_available_gpus_zero_when_no_gpus(self):
+        with (
+            patch("ray.is_initialized", return_value=True),
+            patch(
+                "ray.cluster_resources",
+                return_value={"CPU": 4, "memory": 8 * 1024**3},
+            ),
+            patch("ray.nodes", return_value=[{}]),
+        ):
+            mgr = RayResourceManager()
+            assert mgr.available_gpus == 0
+
+    def test_available_gpus_zero_when_ray_not_initialized(self):
+        with patch("ray.is_initialized", return_value=False):
+            mgr = RayResourceManager()
+            assert mgr.available_gpus == 0
+
+
+# ---------------------------------------------------------------------------
+# safe_batch_processor / _is_empty_batch — format-aware empty detection
+# Regression tests for AttributeError when gpu_batch_format is "numpy"/"pyarrow"
+# ---------------------------------------------------------------------------
+
+
+class TestIsEmptyBatch:
+    """Unit tests for _is_empty_batch() across all Ray Data batch formats."""
+
+    def test_pandas_non_empty(self, sample_df):
+        assert _is_empty_batch(sample_df) is False
+
+    def test_pandas_empty(self):
+        assert _is_empty_batch(pd.DataFrame()) is True
+
+    def test_numpy_non_empty(self):
+        batch = {"col_a": np.array([1, 2, 3]), "col_b": np.array([4, 5, 6])}
+        assert _is_empty_batch(batch) is False
+
+    def test_numpy_empty_arrays(self):
+        batch = {"col_a": np.array([]), "col_b": np.array([])}
+        assert _is_empty_batch(batch) is True
+
+    def test_numpy_empty_dict(self):
+        assert _is_empty_batch({}) is True
+
+    def test_pyarrow_non_empty(self, sample_df):
+        table = pa.Table.from_pandas(sample_df)
+        assert _is_empty_batch(table) is False
+
+    def test_pyarrow_empty(self):
+        table = pa.table({"col_a": pa.array([], type=pa.int64())})
+        assert _is_empty_batch(table) is True
+
+
+class TestSafeBatchProcessorFormats:
+    """
+    Regression tests: safe_batch_processor must not raise AttributeError
+    when receiving non-pandas batches (numpy dict or pyarrow Table).
+    """
+
+    def test_pandas_batch_passes_through(self, sample_df):
+        @safe_batch_processor
+        def double_conv(batch: pd.DataFrame) -> pd.DataFrame:
+            batch = batch.copy()
+            batch["conv_rate"] = batch["conv_rate"] * 2
+            return batch
+
+        result = double_conv(sample_df)
+        assert isinstance(result, pd.DataFrame)
+        assert result["conv_rate"].iloc[0] == pytest.approx(
+            sample_df["conv_rate"].iloc[0] * 2
+        )
+
+    def test_pandas_empty_batch_returned_early(self):
+        called = []
+
+        @safe_batch_processor
+        def should_not_run(batch):
+            called.append(True)
+            return batch
+
+        result = should_not_run(pd.DataFrame())
+        assert called == []
+        assert isinstance(result, pd.DataFrame)
+
+    def test_numpy_batch_no_attribute_error(self):
+        """Regression: was raising AttributeError on batch.empty."""
+
+        @safe_batch_processor
+        def numpy_passthrough(batch):
+            return batch
+
+        batch = {
+            "driver_id": np.array([1, 2, 3]),
+            "conv_rate": np.array([0.8, 0.7, 0.6]),
+        }
+        # Must not raise AttributeError
+        result = numpy_passthrough(batch)
+        assert result is batch
+
+    def test_numpy_empty_batch_returned_early(self):
+        called = []
+
+        @safe_batch_processor
+        def should_not_run(batch):
+            called.append(True)
+            return batch
+
+        empty_batch = {"col": np.array([])}
+        result = should_not_run(empty_batch)
+        assert called == []
+        assert result is empty_batch
+
+    def test_pyarrow_batch_no_attribute_error(self, sample_df):
+        """Regression: was raising AttributeError on batch.empty."""
+
+        @safe_batch_processor
+        def pyarrow_passthrough(batch):
+            return batch
+
+        table = pa.Table.from_pandas(sample_df)
+        result = pyarrow_passthrough(table)
+        assert result is table
+
+    def test_pyarrow_empty_batch_returned_early(self):
+        called = []
+
+        @safe_batch_processor
+        def should_not_run(batch):
+            called.append(True)
+            return batch
+
+        empty_table = pa.table({"col": pa.array([], type=pa.int64())})
+        result = should_not_run(empty_table)
+        assert called == []
+        assert result is empty_table
+
+    def test_exception_in_func_returns_original_batch(self):
+        @safe_batch_processor
+        def always_raises(batch):
+            raise ValueError("simulated error")
+
+        df = pd.DataFrame({"x": [1, 2]})
+        result = always_raises(df)
+        # Should return the original batch, not propagate
+        assert result is df
diff --git a/sdk/python/tests/component/spark/test_spark_utils.py b/sdk/python/tests/component/spark/test_spark_utils.py
new file mode 100644
index 00000000000..84a680e7a25
--- /dev/null
+++ b/sdk/python/tests/component/spark/test_spark_utils.py
@@ -0,0 +1,274 @@
+from unittest.mock import MagicMock, patch
+
+from feast.infra.compute_engines.spark.utils import _ensure_s3a_event_log_dir
+
+BOTO3_PATH = "feast.infra.compute_engines.spark.utils.boto3"
+BOTOCONFIG_PATH = "feast.infra.compute_engines.spark.utils.BotoConfig"
+
+
+def _base_conf(event_log_dir: str) -> dict:
+    return {
+        "spark.eventLog.enabled": "true",
+        "spark.eventLog.dir": event_log_dir,
+        "spark.hadoop.fs.s3a.endpoint": "http://minio:9000",
+    }
+
+
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_creates_placeholder_when_empty(mock_boto3):
+    """S3A prefix doesn't exist -> placeholder object is written."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 0}
+
+    _ensure_s3a_event_log_dir(_base_conf("s3a://my-bucket/spark-events/"))
+
+    s3.list_objects_v2.assert_called_once_with(
+        Bucket="my-bucket", Prefix="spark-events/", MaxKeys=1
+    )
+    s3.put_object.assert_called_once_with(
+        Bucket="my-bucket", Key="spark-events/.keep", Body=b""
+    )
+
+
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_skips_when_prefix_exists(mock_boto3):
+    """S3A prefix already has objects -> no placeholder written."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 3}
+
+    _ensure_s3a_event_log_dir(_base_conf("s3a://my-bucket/spark-events/"))
+
+    s3.put_object.assert_not_called()
+
+
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_noop_when_event_log_disabled(mock_boto3):
+    """spark.eventLog.enabled != true -> boto3 never called."""
+    _ensure_s3a_event_log_dir(
+        {"spark.eventLog.enabled": "false", "spark.eventLog.dir": "s3a://b/p/"}
+    )
+    mock_boto3.client.assert_not_called()
+
+
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_noop_for_non_s3a_path(mock_boto3):
+    """Non-S3A paths (hdfs://, file://, etc.) are left untouched."""
+    _ensure_s3a_event_log_dir(
+        {"spark.eventLog.enabled": "true", "spark.eventLog.dir": "hdfs:///spark-logs"}
+    )
+    mock_boto3.client.assert_not_called()
+
+
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_non_fatal_on_s3_error(mock_boto3):
+    """boto3 errors are swallowed -> SparkContext will surface its own error."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.side_effect = Exception("connection refused")
+
+    _ensure_s3a_event_log_dir(_base_conf("s3a://my-bucket/spark-events/"))
+
+
+# ---------------------------------------------------------------------------
+# Bucket-root edge cases (s3a://bucket, s3a://bucket/)
+# ---------------------------------------------------------------------------
+
+
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_bucket_root_no_trailing_slash(mock_boto3):
+    """s3a://bucket (no path) -> .keep at bucket root, not /.keep."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 0}
+
+    _ensure_s3a_event_log_dir(_base_conf("s3a://my-bucket"))
+
+    s3.list_objects_v2.assert_called_once_with(Bucket="my-bucket", Prefix="", MaxKeys=1)
+    s3.put_object.assert_called_once_with(Bucket="my-bucket", Key=".keep", Body=b"")
+
+
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_bucket_root_trailing_slash(mock_boto3):
+    """s3a://bucket/ (trailing slash, empty prefix) -> .keep at bucket root."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 0}
+
+    _ensure_s3a_event_log_dir(_base_conf("s3a://my-bucket/"))
+
+    s3.list_objects_v2.assert_called_once_with(Bucket="my-bucket", Prefix="", MaxKeys=1)
+    s3.put_object.assert_called_once_with(Bucket="my-bucket", Key=".keep", Body=b"")
+
+
+# ---------------------------------------------------------------------------
+# Credentials from spark config / env var fallback
+# ---------------------------------------------------------------------------
+
+
+@patch.dict(
+    "os.environ",
+    {
+        "AWS_ACCESS_KEY_ID": "env-ak",
+        "AWS_SECRET_ACCESS_KEY": "env-sk",  # pragma: allowlist secret
+        "AWS_SESSION_TOKEN": "env-st",
+    },
+)
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_uses_spark_config_credentials(mock_boto3):
+    """Credentials in spark config take precedence over env vars."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 1}
+
+    conf = {
+        **_base_conf("s3a://my-bucket/logs/"),
+        "spark.hadoop.fs.s3a.access.key": "spark-ak",
+        "spark.hadoop.fs.s3a.secret.key": "spark-sk",  # pragma: allowlist secret
+        "spark.hadoop.fs.s3a.session.token": "spark-st",
+    }
+    _ensure_s3a_event_log_dir(conf)
+
+    mock_boto3.client.assert_called_once()
+    kw = mock_boto3.client.call_args.kwargs
+    assert kw["aws_access_key_id"] == "spark-ak"
+    assert kw["aws_secret_access_key"] == "spark-sk"  # pragma: allowlist secret
+    assert kw["aws_session_token"] == "spark-st"
+
+
+@patch.dict(
+    "os.environ",
+    {
+        "AWS_ACCESS_KEY_ID": "env-ak",
+        "AWS_SECRET_ACCESS_KEY": "env-sk",  # pragma: allowlist secret
+        "AWS_SESSION_TOKEN": "env-st",
+    },
+)
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_falls_back_to_env_credentials(mock_boto3):
+    """Without spark config keys, env vars are used."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 1}
+
+    _ensure_s3a_event_log_dir(_base_conf("s3a://my-bucket/logs/"))
+
+    mock_boto3.client.assert_called_once()
+    kw = mock_boto3.client.call_args.kwargs
+    assert kw["aws_access_key_id"] == "env-ak"
+    assert kw["aws_secret_access_key"] == "env-sk"  # pragma: allowlist secret
+    assert kw["aws_session_token"] == "env-st"
+
+
+@patch.dict("os.environ", {}, clear=True)
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_no_credentials_passes_none(mock_boto3):
+    """No credentials anywhere -> None passed to boto3 (anonymous / instance role)."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 1}
+
+    conf = {
+        "spark.eventLog.enabled": "true",
+        "spark.eventLog.dir": "s3a://my-bucket/logs/",
+    }
+    _ensure_s3a_event_log_dir(conf)
+
+    mock_boto3.client.assert_called_once()
+    kw = mock_boto3.client.call_args.kwargs
+    assert kw["aws_access_key_id"] is None
+    assert kw["aws_secret_access_key"] is None
+    assert kw["aws_session_token"] is None
+
+
+# ---------------------------------------------------------------------------
+# Path-style addressing (MinIO / S3-compatible)
+# ---------------------------------------------------------------------------
+
+
+@patch(BOTOCONFIG_PATH)
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_path_style_when_enabled(mock_boto3, mock_config_cls):
+    """spark.hadoop.fs.s3a.path.style.access=true -> addressing_style='path'."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 1}
+
+    conf = {
+        **_base_conf("s3a://my-bucket/logs/"),
+        "spark.hadoop.fs.s3a.path.style.access": "true",
+    }
+    _ensure_s3a_event_log_dir(conf)
+
+    mock_config_cls.assert_called_once()
+    config_kwargs = mock_config_cls.call_args
+    assert config_kwargs.kwargs["s3"] == {"addressing_style": "path"}
+
+
+@patch(BOTOCONFIG_PATH)
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_virtual_hosted_style_by_default(
+    mock_boto3, mock_config_cls
+):
+    """No path.style.access config -> addressing_style='auto'."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 1}
+
+    _ensure_s3a_event_log_dir(_base_conf("s3a://my-bucket/logs/"))
+
+    mock_config_cls.assert_called_once()
+    config_kwargs = mock_config_cls.call_args
+    assert config_kwargs.kwargs["s3"] == {"addressing_style": "auto"}
+
+
+# ---------------------------------------------------------------------------
+# Endpoint env var fallback (AWS_ENDPOINT_URL)
+# ---------------------------------------------------------------------------
+
+
+@patch.dict("os.environ", {"AWS_ENDPOINT_URL": "http://localhost:9000"}, clear=True)
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_endpoint_from_env(mock_boto3):
+    """AWS_ENDPOINT_URL env var is used when spark config has no endpoint."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 1}
+
+    conf = {
+        "spark.eventLog.enabled": "true",
+        "spark.eventLog.dir": "s3a://my-bucket/logs/",
+    }
+    _ensure_s3a_event_log_dir(conf)
+
+    mock_boto3.client.assert_called_once()
+    kw = mock_boto3.client.call_args.kwargs
+    assert kw["endpoint_url"] == "http://localhost:9000"
+
+
+@patch.dict("os.environ", {"AWS_ENDPOINT_URL": "http://env-endpoint:9000"}, clear=True)
+@patch(BOTOCONFIG_PATH, MagicMock())
+@patch(BOTO3_PATH)
+def test_ensure_s3a_event_log_dir_spark_endpoint_over_env(mock_boto3):
+    """spark.hadoop.fs.s3a.endpoint takes precedence over AWS_ENDPOINT_URL."""
+    s3 = MagicMock()
+    mock_boto3.client.return_value = s3
+    s3.list_objects_v2.return_value = {"KeyCount": 1}
+
+    _ensure_s3a_event_log_dir(_base_conf("s3a://my-bucket/logs/"))
+
+    mock_boto3.client.assert_called_once()
+    kw = mock_boto3.client.call_args.kwargs
+    assert kw["endpoint_url"] == "http://minio:9000"
diff --git a/sdk/python/tests/integration/conftest.py b/sdk/python/tests/integration/conftest.py
index 5784ad30292..f4f70d31ec3 100644
--- a/sdk/python/tests/integration/conftest.py
+++ b/sdk/python/tests/integration/conftest.py
@@ -134,7 +134,7 @@ def start_keycloak_server():
 
 @pytest.fixture(scope="session")
 def mysql_server():
-    container = MySqlContainer("mysql:latest")
+    container = MySqlContainer("mysql:latest", dialect="pymysql")
     container.start()
 
     yield container
diff --git a/sdk/python/tests/integration/materialization/test_snowflake.py b/sdk/python/tests/integration/materialization/test_snowflake.py
index e6f600746d2..d79be84d33f 100644
--- a/sdk/python/tests/integration/materialization/test_snowflake.py
+++ b/sdk/python/tests/integration/materialization/test_snowflake.py
@@ -20,6 +20,11 @@
 )
 from tests.utils.e2e_test_validation import validate_offline_online_store_consistency
 
+pytestmark = pytest.mark.skipif(
+    not os.getenv("SNOWFLAKE_CI_DEPLOYMENT"),
+    reason="Snowflake account not configured in CI (SNOWFLAKE_CI_DEPLOYMENT not set)",
+)
+
 SNOWFLAKE_ENGINE_CONFIG = {
     "type": "snowflake.engine",
     "account": os.getenv("SNOWFLAKE_CI_DEPLOYMENT", ""),
diff --git a/sdk/python/tests/integration/online_store/conftest.py b/sdk/python/tests/integration/online_store/conftest.py
new file mode 100644
index 00000000000..42b507231dc
--- /dev/null
+++ b/sdk/python/tests/integration/online_store/conftest.py
@@ -0,0 +1,173 @@
+"""
+Fixtures for online-store integration tests.
+"""
+
+from typing import Dict
+
+import pytest
+from testcontainers.core.container import DockerContainer
+from testcontainers.core.waiting_utils import wait_for_logs
+
+from tests.universal.feature_repos.universal.online_store_creator import (
+    OnlineStoreCreator,
+)
+
+
+class _SharedDbDynamoDBOnlineStoreCreator(OnlineStoreCreator):
+    """DynamoDB Local container started with ``-sharedDb -inMemory``.
+
+    Why ``-sharedDb``
+    -----------------
+    DynamoDB Local 2.x namespaces tables by the **access key ID** in the
+    request signature.  In CI, the sync ``boto3`` client and the async
+    ``aiobotocore`` client can resolve credentials from *different* sources
+    (env vars, credential file, ``credential_process``, container IAM role,
+    etc.) even after ``monkeypatch.setenv`` has set fake keys—because the
+    credential chain is evaluated lazily and various caches may hold stale
+    values.
+
+    When the two clients end up using *different* access keys, the sync
+    client creates tables in namespace A while the async client queries
+    namespace B, which is empty → ``ResourceNotFoundException``.
+
+    ``-sharedDb`` collapses all namespaces into a single in-memory database,
+    making table visibility completely independent of which credentials each
+    client uses.  This is the correct setting for integration tests that want
+    to verify async read/write behaviour without caring about credential
+    isolation.
+    """
+
+    def __init__(self, project_name: str, **kwargs):
+        super().__init__(project_name)
+        self.container = (
+            DockerContainer("amazon/dynamodb-local:latest")
+            .with_exposed_ports("8000")
+            .with_command("-jar DynamoDBLocal.jar -sharedDb -inMemory")
+        )
+
+    def create_online_store(self) -> Dict[str, str]:
+        self.container.start()
+        wait_for_logs(
+            container=self.container,
+            predicate="Initializing DynamoDB Local with the following configuration:",
+            timeout=10,
+        )
+        exposed_port = self.container.get_exposed_port("8000")
+        return {
+            "type": "dynamodb",
+            "endpoint_url": f"http://localhost:{exposed_port}",
+            "region": "us-west-2",
+        }
+
+    def teardown(self):
+        self.container.stop()
+
+
+@pytest.fixture
+async def dynamodb_local_environment(monkeypatch, worker_id):
+    """Isolated, self-contained Environment for DynamoDB async tests.
+
+    Root cause of the async credential failures
+    -------------------------------------------
+    DynamoDB Local 2.x isolates tables **per access key ID**.  In CI,
+    ``boto3`` (sync, used to provision tables via ``store.apply()``) and
+    ``aiobotocore`` (async, used for reads/writes in the test body) may
+    resolve credentials from *different* sources even when ``monkeypatch``
+    has set fake static keys—the credential chain is evaluated lazily and
+    caches may hold stale values from a real AWS session configured in the
+    runner environment.
+
+    When the two clients end up using different access key IDs they land in
+    different DynamoDB Local namespaces:
+
+    * sync client  → namespace ``KEY_A`` → tables exist ✓
+    * async client → namespace ``KEY_B`` → tables not found → ``ResourceNotFoundException``
+
+    Fix: ``_SharedDbDynamoDBOnlineStoreCreator``
+    --------------------------------------------
+    The isolated container is started with ``-sharedDb -inMemory``.  In
+    shared-DB mode DynamoDB Local stores *all* tables in a single namespace
+    regardless of the access key, so sync and async clients always see the
+    same tables.
+
+    Why async + ``await fs.initialize()`` before yielding
+    -----------------------------------------------------
+    Calling ``await fs.initialize()`` eagerly creates the ``aiobotocore``
+    client inside this fixture's event loop (the *same* loop the test will
+    run in).  This pre-caches:
+
+    1. ``FeatureStore._provider`` so the identical ``DynamoDBOnlineStore``
+       instance is reused for the entire test.
+    2. The aiobotocore client, which is now unambiguously pointed at our
+       isolated container's ``endpoint_url``.
+
+    Yields
+    ------
+    tuple[Environment, TestData]
+        ``(environment, (entities, datasets, data_sources))``
+    """
+    from feast.infra.online_stores.dynamodb import DynamoDBOnlineStore
+    from tests.universal.feature_repos.integration_test_repo_config import (
+        IntegrationTestRepoConfig,
+    )
+    from tests.universal.feature_repos.repo_configuration import (
+        construct_test_environment,
+        construct_universal_test_data,
+    )
+    from tests.universal.feature_repos.universal.data_sources.file import (
+        FileDataSourceCreator,
+    )
+
+    # Set fake static credentials before any boto client is created.
+    # These are accepted by DynamoDB Local regardless of validity.
+    monkeypatch.setenv("AWS_ACCESS_KEY_ID", "fakeaccesskey000000")
+    monkeypatch.setenv(
+        "AWS_SECRET_ACCESS_KEY", "fakesecretkey0000000000000000000000000000"
+    )
+    monkeypatch.delenv("AWS_SESSION_TOKEN", raising=False)
+    monkeypatch.delenv("AWS_SECURITY_TOKEN", raising=False)
+    # Prevent IMDS from injecting real session tokens on EC2-backed runners.
+    monkeypatch.setenv("AWS_EC2_METADATA_DISABLED", "true")
+    # Disable the container credentials provider (ECS/EKS IAM roles).
+    monkeypatch.delenv("AWS_CONTAINER_CREDENTIALS_RELATIVE_URI", raising=False)
+    monkeypatch.delenv("AWS_CONTAINER_CREDENTIALS_FULL_URI", raising=False)
+    # Ensure no profile redirects boto to a different credential source.
+    monkeypatch.delenv("AWS_PROFILE", raising=False)
+    monkeypatch.delenv("AWS_DEFAULT_PROFILE", raising=False)
+
+    # Reset class-level boto3 client caches so that no stale client from a
+    # previous test in this worker bleeds into our isolated environment.
+    DynamoDBOnlineStore._dynamodb_client = None
+    DynamoDBOnlineStore._dynamodb_resource = None
+
+    config = IntegrationTestRepoConfig(
+        provider="local",
+        offline_store_creator=FileDataSourceCreator,
+        online_store_creator=_SharedDbDynamoDBOnlineStoreCreator,
+        online_store=None,
+    )
+
+    environment = construct_test_environment(
+        config,
+        fixture_request=None,
+        worker_id=worker_id,
+    )
+    environment.setup()
+
+    # FileDataSourceCreator writes only local Parquet files — no AWS calls.
+    universal_test_data = construct_universal_test_data(environment)
+
+    # Eagerly initialise the aiobotocore client in *this* event loop so it
+    # is guaranteed to point at our container and is reused throughout the
+    # test body without lazy-init surprises.
+    await environment.feature_store.initialize()
+
+    yield environment, universal_test_data
+
+    # Cleanly shut down the async client before the container disappears.
+    await environment.feature_store.close()
+    environment.teardown()
+
+    # Flush class-level caches so the next test starts completely fresh.
+    DynamoDBOnlineStore._dynamodb_client = None
+    DynamoDBOnlineStore._dynamodb_resource = None
diff --git a/sdk/python/tests/integration/online_store/test_dynamodb_versioning.py b/sdk/python/tests/integration/online_store/test_dynamodb_versioning.py
new file mode 100644
index 00000000000..2575e1dbb19
--- /dev/null
+++ b/sdk/python/tests/integration/online_store/test_dynamodb_versioning.py
@@ -0,0 +1,194 @@
+"""Integration tests for DynamoDB online store feature view versioning.
+
+Run with: pytest --integration sdk/python/tests/integration/online_store/test_dynamodb_versioning.py
+
+Uses moto to mock the DynamoDB service (no Docker required).
+"""
+
+import os
+from datetime import datetime, timedelta, timezone
+
+import pytest
+
+from feast import Entity, FeatureView
+from feast.field import Field
+from feast.infra.online_stores.dynamodb import DynamoDBOnlineStore
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import RegistryConfig, RepoConfig
+from feast.types import Float32, Int64
+from feast.value_type import ValueType
+
+
+def _make_feature_view(name="driver_stats", version="latest"):
+    entity = Entity(
+        name="driver_id",
+        join_keys=["driver_id"],
+        value_type=ValueType.INT64,
+    )
+    return FeatureView(
+        name=name,
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="trips_today", dtype=Int64),
+            Field(name="avg_rating", dtype=Float32),
+        ],
+        version=version,
+    )
+
+
+def _make_entity_key(driver_id: int) -> EntityKeyProto:
+    entity_key = EntityKeyProto()
+    entity_key.join_keys.append("driver_id")
+    val = ValueProto()
+    val.int64_val = driver_id
+    entity_key.entity_values.append(val)
+    return entity_key
+
+
+def _write_and_read(store, config, fv, driver_id=1001, trips=42):
+    entity_key = _make_entity_key(driver_id)
+    val = ValueProto()
+    val.int64_val = trips
+    now = datetime.now(tz=timezone.utc)
+    store.online_write_batch(
+        config, fv, [(entity_key, {"trips_today": val}, now, now)], None
+    )
+    return store.online_read(config, fv, [entity_key], ["trips_today"])
+
+
+def _make_config(enable_versioning=False):
+    from feast.infra.online_stores.dynamodb import DynamoDBOnlineStoreConfig
+
+    return RepoConfig(
+        project="test_project",
+        provider="local",
+        online_store=DynamoDBOnlineStoreConfig(
+            type="dynamodb",
+            region="us-east-1",
+        ),
+        registry=RegistryConfig(
+            path="/tmp/test_dynamodb_registry.pb",
+            enable_online_feature_view_versioning=enable_versioning,
+        ),
+        entity_key_serialization_version=3,
+    )
+
+
+@pytest.mark.integration
+class TestDynamoDBVersioningIntegration:
+    """Integration tests for DynamoDB versioning using moto mock."""
+
+    @pytest.fixture(autouse=True)
+    def setup_dynamodb(self):
+        try:
+            from moto import mock_dynamodb
+        except ImportError:
+            pytest.skip("moto not installed")
+
+        # Set dummy AWS credentials for moto
+        os.environ["AWS_ACCESS_KEY_ID"] = "testing"
+        os.environ["AWS_SECRET_ACCESS_KEY"] = "testing"  # noqa: S105  # pragma: allowlist secret
+        os.environ["AWS_SECURITY_TOKEN"] = "testing"  # noqa: S105  # pragma: allowlist secret
+        os.environ["AWS_SESSION_TOKEN"] = "testing"  # noqa: S105  # pragma: allowlist secret
+        os.environ["AWS_DEFAULT_REGION"] = "us-east-1"
+
+        with mock_dynamodb():
+            yield
+
+    def test_write_read_without_versioning(self):
+        config = _make_config(enable_versioning=False)
+        store = DynamoDBOnlineStore()
+        fv = _make_feature_view()
+        store.update(config, [], [fv], [], [], False)
+
+        result = _write_and_read(store, config, fv)
+        assert result[0][1] is not None
+        assert result[0][1]["trips_today"].int64_val == 42
+
+    def test_write_read_with_versioning_v1(self):
+        config = _make_config(enable_versioning=True)
+        store = DynamoDBOnlineStore()
+        fv = _make_feature_view()
+        fv.current_version_number = 1
+        store.update(config, [], [fv], [], [], False)
+
+        result = _write_and_read(store, config, fv)
+        assert result[0][1] is not None
+        assert result[0][1]["trips_today"].int64_val == 42
+
+    def test_version_isolation(self):
+        """Data written to v1 is not visible from v2."""
+        config = _make_config(enable_versioning=True)
+        store = DynamoDBOnlineStore()
+
+        fv_v1 = _make_feature_view()
+        fv_v1.current_version_number = 1
+        store.update(config, [], [fv_v1], [], [], False)
+        _write_and_read(store, config, fv_v1, driver_id=1001, trips=10)
+
+        fv_v2 = _make_feature_view()
+        fv_v2.current_version_number = 2
+        store.update(config, [], [fv_v2], [], [], False)
+
+        entity_key = _make_entity_key(1001)
+        result = store.online_read(config, fv_v2, [entity_key], ["trips_today"])
+        assert result[0] == (None, None)
+
+        result = store.online_read(config, fv_v1, [entity_key], ["trips_today"])
+        assert result[0][1] is not None
+        assert result[0][1]["trips_today"].int64_val == 10
+
+    def test_projection_version_tag_routes_to_correct_table(self):
+        """projection.version_tag routes reads to the correct versioned DynamoDB table."""
+        config = _make_config(enable_versioning=True)
+        store = DynamoDBOnlineStore()
+
+        fv_v1 = _make_feature_view()
+        fv_v1.current_version_number = 1
+        store.update(config, [], [fv_v1], [], [], False)
+        _write_and_read(store, config, fv_v1, driver_id=1001, trips=100)
+
+        fv_v2 = _make_feature_view()
+        fv_v2.current_version_number = 2
+        store.update(config, [], [fv_v2], [], [], False)
+        _write_and_read(store, config, fv_v2, driver_id=1001, trips=200)
+
+        fv_read = _make_feature_view()
+        fv_read.projection.version_tag = 1
+        entity_key = _make_entity_key(1001)
+        result = store.online_read(config, fv_read, [entity_key], ["trips_today"])
+        assert result[0][1]["trips_today"].int64_val == 100
+
+        fv_read2 = _make_feature_view()
+        fv_read2.projection.version_tag = 2
+        result = store.online_read(config, fv_read2, [entity_key], ["trips_today"])
+        assert result[0][1]["trips_today"].int64_val == 200
+
+    def test_teardown_versioned_table(self):
+        """teardown() drops the versioned DynamoDB table without error."""
+        config = _make_config(enable_versioning=True)
+        store = DynamoDBOnlineStore()
+
+        fv = _make_feature_view()
+        fv.current_version_number = 1
+        store.update(config, [], [fv], [], [], False)
+        _write_and_read(store, config, fv)
+
+        # Should not raise
+        store.teardown(config, [fv], [])
+
+    def test_update_deletes_versioned_table(self):
+        """update() with tables_to_delete correctly drops versioned DynamoDB tables."""
+        config = _make_config(enable_versioning=True)
+        store = DynamoDBOnlineStore()
+
+        fv = _make_feature_view()
+        fv.current_version_number = 1
+        store.update(config, [], [fv], [], [], False)
+        _write_and_read(store, config, fv, driver_id=1001, trips=50)
+
+        # Delete the versioned table
+        store.update(config, [fv], [], [], [], False)
diff --git a/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py b/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py
new file mode 100644
index 00000000000..1a0892aed99
--- /dev/null
+++ b/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py
@@ -0,0 +1,280 @@
+"""Integration tests for MongoDB Atlas Vector Search in MongoDBOnlineStore.
+
+These tests require Docker and the ``mongodb/mongodb-atlas-local:8.0.4`` image.
+They exercise:
+  - Vector index creation during ``update()``
+  - Write + retrieve round-trip with known embeddings
+  - ``top_k`` limiting
+  - Index cleanup on teardown
+"""
+
+from __future__ import annotations
+
+import time
+from datetime import datetime, timedelta
+from typing import Any, Dict, List
+
+import numpy as np
+import pytest
+
+from feast import Entity, FeatureView, RepoConfig
+from feast.field import Field
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.online_stores.mongodb_online_store.mongodb import (
+    MongoDBOnlineStore,
+)
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.types import Array, Float32, Int64, String
+from feast.value_type import ValueType
+from tests.universal.feature_repos.universal.online_store.mongodb import (
+    MongoDBAtlasOnlineStoreCreator,
+)
+
+VECTOR_DIM = 3
+NUM_ROWS = 5
+INDEX_WAIT = 5  # seconds to wait for Atlas Search index eventual consistency
+
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+
+def _build_write_batch(
+    write_data: List[Dict[str, Any]], feature_view: FeatureView
+) -> list:
+    """Build a list of (entity_key, features, event_ts, created_ts) tuples."""
+    batch = []
+    now = datetime.utcnow()
+    for row in write_data:
+        entity_key = EntityKeyProto(
+            join_keys=["item_id"],
+            entity_values=[ValueProto(int64_val=row["item_id"])],
+        )
+        features: Dict[str, ValueProto] = {
+            "title": ValueProto(string_val=row["title"]),
+        }
+        emb_proto = ValueProto()
+        emb_proto.float_list_val.val.extend(row["embedding"])
+        features["embedding"] = emb_proto
+        batch.append((entity_key, features, now, now))
+    return batch
+
+
+# ---------------------------------------------------------------------------
+# Fixtures
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture(scope="module")
+def atlas_creator():
+    """Start an Atlas-local container for the whole module."""
+    creator = MongoDBAtlasOnlineStoreCreator(project_name="test_vs")
+    online_store_dict = creator.create_online_store()
+    yield online_store_dict, creator
+    creator.teardown()
+
+
+@pytest.fixture(scope="module")
+def repo_config(atlas_creator) -> RepoConfig:
+    online_store_dict, _ = atlas_creator
+    return RepoConfig(
+        project="test_vs",
+        provider="local",
+        online_store=online_store_dict,
+        registry="memory://",
+        entity_key_serialization_version=3,
+    )
+
+
+@pytest.fixture(scope="module")
+def item_entity() -> Entity:
+    return Entity(name="item_id", join_keys=["item_id"], value_type=ValueType.INT64)
+
+
+@pytest.fixture(scope="module")
+def feature_view() -> FeatureView:
+    data_source = FileSource(
+        path="dummy_path.parquet", timestamp_field="event_timestamp"
+    )
+    return FeatureView(
+        name="item_embeddings",
+        entities=[
+            Entity(
+                name="item_id",
+                join_keys=["item_id"],
+                value_type=ValueType.INT64,
+            )
+        ],
+        schema=[
+            Field(
+                name="embedding",
+                dtype=Array(Float32),
+                vector_index=True,
+                vector_length=VECTOR_DIM,
+                vector_search_metric="cosine",
+            ),
+            Field(name="title", dtype=String),
+            Field(name="item_id", dtype=Int64),
+        ],
+        source=data_source,
+        ttl=timedelta(hours=24),
+        online=True,
+    )
+
+
+@pytest.fixture(scope="module")
+def write_data() -> List[Dict[str, Any]]:
+    """Deterministic embeddings so we know the expected ordering."""
+    np.random.seed(42)
+    rows = []
+    for i in range(1, NUM_ROWS + 1):
+        rows.append(
+            {
+                "item_id": i,
+                "embedding": list(np.random.rand(VECTOR_DIM).astype(np.float32)),
+                "title": f"Document {i}",
+            }
+        )
+    return rows
+
+
+@pytest.fixture(scope="module")
+def store() -> MongoDBOnlineStore:
+    """A single store instance shared across the module."""
+    return MongoDBOnlineStore()
+
+
+@pytest.fixture(scope="module")
+def _setup_index_and_data(store, repo_config, feature_view, item_entity, write_data):
+    """One-time setup: create index, write data. Runs once for the module."""
+    store.update(
+        config=repo_config,
+        tables_to_delete=[],
+        tables_to_keep=[feature_view],
+        entities_to_delete=[],
+        entities_to_keep=[item_entity],
+        partial=False,
+    )
+    batch = _build_write_batch(write_data, feature_view)
+    store.online_write_batch(
+        config=repo_config,
+        table=feature_view,
+        data=batch,
+        progress=None,
+    )
+    # Atlas Search indexes are eventually consistent — give the index time
+    # to pick up the newly written documents before running queries.
+    time.sleep(INDEX_WAIT)
+
+
+# ---------------------------------------------------------------------------
+# Tests
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.integration
+class TestMongoDBVectorSearch:
+    """Tests for MongoDB Atlas Vector Search integration."""
+
+    def test_vector_index_created_on_update(
+        self, store, repo_config, feature_view, item_entity, _setup_index_and_data
+    ):
+        """Verify that update() creates an Atlas vector search index."""
+        clxn = store._get_collection(repo_config)
+        indexes = list(clxn.list_search_indexes())
+        vs_index_names = [idx["name"] for idx in indexes]
+        expected = "item_embeddings__embedding__vs_index"
+        assert expected in vs_index_names, (
+            f"Expected index '{expected}' not found. Got: {vs_index_names}"
+        )
+
+    def test_write_and_retrieve_round_trip(
+        self, store, repo_config, feature_view, write_data, _setup_index_and_data
+    ):
+        """Write embeddings then retrieve via vector search."""
+        query_embedding = write_data[0]["embedding"]
+        results = store.retrieve_online_documents_v2(
+            config=repo_config,
+            table=feature_view,
+            requested_features=["embedding", "title"],
+            embedding=query_embedding,
+            top_k=3,
+        )
+        assert len(results) == 3
+        # Each result is (event_ts, entity_key_proto, feature_dict)
+        for ts, ek, fdict in results:
+            assert fdict is not None
+            assert "distance" in fdict
+            assert "title" in fdict
+            assert fdict["distance"].float_val >= 0
+
+        # The closest match should be the document itself (highest score)
+        _, _, best = results[0]
+        assert best["title"].string_val == "Document 1"
+
+    def test_top_k_limiting(
+        self, store, repo_config, feature_view, write_data, _setup_index_and_data
+    ):
+        """Verify that top_k correctly limits the number of results."""
+        query_embedding = write_data[0]["embedding"]
+
+        results_2 = store.retrieve_online_documents_v2(
+            config=repo_config,
+            table=feature_view,
+            requested_features=["embedding", "title"],
+            embedding=query_embedding,
+            top_k=2,
+        )
+        assert len(results_2) == 2
+
+        results_all = store.retrieve_online_documents_v2(
+            config=repo_config,
+            table=feature_view,
+            requested_features=["embedding", "title"],
+            embedding=query_embedding,
+            top_k=100,
+        )
+        assert len(results_all) == NUM_ROWS
+
+    def test_update_idempotent(
+        self, store, repo_config, feature_view, item_entity, _setup_index_and_data
+    ):
+        """Calling update() a second time should not error (index already exists)."""
+        # _setup_index_and_data already called update() once.
+        # A second call must be a no-op for the existing index.
+        store.update(
+            config=repo_config,
+            tables_to_delete=[],
+            tables_to_keep=[feature_view],
+            entities_to_delete=[],
+            entities_to_keep=[item_entity],
+            partial=False,
+        )
+        clxn = store._get_collection(repo_config)
+        indexes = list(clxn.list_search_indexes())
+        vs_index_names = [idx["name"] for idx in indexes]
+        expected = "item_embeddings__embedding__vs_index"
+        assert vs_index_names.count(expected) == 1, (
+            f"Expected exactly one '{expected}' index, got: {vs_index_names}"
+        )
+
+    def test_index_cleanup_on_teardown(
+        self, store, repo_config, feature_view, item_entity, _setup_index_and_data
+    ):
+        """Verify teardown drops the collection (and thus all indexes).
+
+        This test must run last as it destroys the collection.
+        """
+        store.teardown(
+            config=repo_config,
+            tables=[feature_view],
+            entities=[item_entity],
+        )
+        # After teardown the collection should be dropped
+        client = store._get_client(repo_config)
+        online_config = repo_config.online_store
+        db = client[online_config.database_name]
+        clxn_name = f"{repo_config.project}_{online_config.collection_suffix}"
+        assert clxn_name not in db.list_collection_names()
diff --git a/sdk/python/tests/integration/online_store/test_mysql_versioning.py b/sdk/python/tests/integration/online_store/test_mysql_versioning.py
index d1d132681c5..d7353cd4a08 100644
--- a/sdk/python/tests/integration/online_store/test_mysql_versioning.py
+++ b/sdk/python/tests/integration/online_store/test_mysql_versioning.py
@@ -77,6 +77,7 @@ def setup_mysql(self):
             username="root",
             password="testpass",  # pragma: allowlist secret
             dbname="feast",
+            dialect="pymysql",
         ).with_exposed_ports(3306)
         self.container.start()
         self.port = self.container.get_exposed_port(3306)
diff --git a/sdk/python/tests/integration/online_store/test_push_features_to_online_store.py b/sdk/python/tests/integration/online_store/test_push_features_to_online_store.py
index 536864ed97e..55a4eb12adc 100644
--- a/sdk/python/tests/integration/online_store/test_push_features_to_online_store.py
+++ b/sdk/python/tests/integration/online_store/test_push_features_to_online_store.py
@@ -47,7 +47,7 @@ def test_push_features_and_read(store):
 
 
 @pytest.mark.integration
-@pytest.mark.universal_online_stores(only=["dynamodb", "mongodb"])
+@pytest.mark.universal_online_stores(only=["mongodb"])
 async def test_push_features_and_read_async(store):
     await store.push_async("location_stats_push_source", _ingest_df())
 
@@ -56,3 +56,36 @@ async def test_push_features_and_read_async(store):
         entity_rows=[{"location_id": 1}],
     )
     assert_response(online_resp)
+
+
+@pytest.mark.asyncio
+@pytest.mark.integration
+@pytest.mark.universal_online_stores
+async def test_push_features_and_read_async_dynamodb(dynamodb_local_environment):
+    """Async push + async read for DynamoDB with a credential-isolated environment.
+
+    DynamoDB Local 2.x rejects requests that carry an expired AWS session
+    token.  In CI, real (possibly expired) STS credentials exist in the
+    environment.  The shared ``environment`` fixture resolves credentials
+    before the async client is created, so those bad credentials bleed in.
+
+    This test uses ``dynamodb_local_environment``, which sets dummy
+    credentials *before* any boto client is instantiated, guaranteeing that
+    both the sync boto3 table-provisioning client and the async aiobotocore
+    client start with clean, token-free credentials.
+    """
+    environment, universal_test_data = dynamodb_local_environment
+    store = environment.feature_store
+    _, _, data_sources = universal_test_data
+
+    feature_views = construct_universal_feature_views(data_sources)
+    location_fv = feature_views.pushed_locations
+    store.apply([location(), location_fv])
+
+    await store.push_async("location_stats_push_source", _ingest_df())
+
+    online_resp = await store.get_online_features_async(
+        features=["pushable_location_stats:temperature"],
+        entity_rows=[{"location_id": 1}],
+    )
+    assert_response(online_resp)
diff --git a/sdk/python/tests/integration/online_store/test_redis_versioning.py b/sdk/python/tests/integration/online_store/test_redis_versioning.py
new file mode 100644
index 00000000000..50ebe36b106
--- /dev/null
+++ b/sdk/python/tests/integration/online_store/test_redis_versioning.py
@@ -0,0 +1,207 @@
+"""Integration tests for Redis online store feature view versioning.
+
+Run with: pytest --integration sdk/python/tests/integration/online_store/test_redis_versioning.py
+"""
+
+import shutil
+from datetime import datetime, timedelta, timezone
+
+import pytest
+
+from feast import Entity, FeatureView
+from feast.field import Field
+from feast.infra.online_stores.redis import RedisOnlineStore
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import RegistryConfig, RepoConfig
+from feast.types import Float32, Int64
+from feast.value_type import ValueType
+
+
+def _make_feature_view(name="driver_stats", version="latest"):
+    entity = Entity(
+        name="driver_id",
+        join_keys=["driver_id"],
+        value_type=ValueType.INT64,
+    )
+    return FeatureView(
+        name=name,
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="trips_today", dtype=Int64),
+            Field(name="avg_rating", dtype=Float32),
+        ],
+        version=version,
+    )
+
+
+def _make_entity_key(driver_id: int) -> EntityKeyProto:
+    entity_key = EntityKeyProto()
+    entity_key.join_keys.append("driver_id")
+    val = ValueProto()
+    val.int64_val = driver_id
+    entity_key.entity_values.append(val)
+    return entity_key
+
+
+def _write_and_read(store, config, fv, driver_id=1001, trips=42):
+    entity_key = _make_entity_key(driver_id)
+    val = ValueProto()
+    val.int64_val = trips
+    now = datetime.now(tz=timezone.utc)
+    store.online_write_batch(
+        config, fv, [(entity_key, {"trips_today": val}, now, now)], None
+    )
+    return store.online_read(config, fv, [entity_key], ["trips_today"])
+
+
+@pytest.mark.integration
+@pytest.mark.skipif(
+    not shutil.which("docker"),
+    reason="Docker not available",
+)
+class TestRedisVersioningIntegration:
+    """Integration tests for Redis versioning with a real Redis instance."""
+
+    @pytest.fixture(autouse=True)
+    def setup_redis(self):
+        try:
+            from testcontainers.redis import RedisContainer
+        except ImportError:
+            pytest.skip("testcontainers[redis] not installed")
+
+        self.container = RedisContainer("redis:7").with_exposed_ports(6379)
+        self.container.start()
+        self.port = self.container.get_exposed_port(6379)
+        yield
+        self.container.stop()
+
+    def _make_config(self, enable_versioning=False):
+        from feast.infra.online_stores.redis import RedisOnlineStoreConfig
+
+        return RepoConfig(
+            project="test_project",
+            provider="local",
+            online_store=RedisOnlineStoreConfig(
+                type="redis",
+                connection_string=f"localhost:{self.port}",
+            ),
+            registry=RegistryConfig(
+                path="/tmp/test_redis_registry.pb",
+                enable_online_feature_view_versioning=enable_versioning,
+            ),
+            entity_key_serialization_version=3,
+        )
+
+    def test_write_read_without_versioning(self):
+        config = self._make_config(enable_versioning=False)
+        store = RedisOnlineStore()
+        fv = _make_feature_view()
+        store.update(config, [], [fv], [], [], False)
+
+        result = _write_and_read(store, config, fv)
+        assert result[0][1] is not None
+        assert result[0][1]["trips_today"].int64_val == 42
+
+    def test_write_read_with_versioning_v1(self):
+        config = self._make_config(enable_versioning=True)
+        store = RedisOnlineStore()
+        fv = _make_feature_view()
+        fv.current_version_number = 1
+        store.update(config, [], [fv], [], [], False)
+
+        result = _write_and_read(store, config, fv)
+        assert result[0][1] is not None
+        assert result[0][1]["trips_today"].int64_val == 42
+
+    def test_version_isolation(self):
+        """Data written to v1 is not visible from v2."""
+        config = self._make_config(enable_versioning=True)
+        store = RedisOnlineStore()
+
+        fv_v1 = _make_feature_view()
+        fv_v1.current_version_number = 1
+        store.update(config, [], [fv_v1], [], [], False)
+        _write_and_read(store, config, fv_v1, driver_id=1001, trips=10)
+
+        fv_v2 = _make_feature_view()
+        fv_v2.current_version_number = 2
+        store.update(config, [], [fv_v2], [], [], False)
+
+        entity_key = _make_entity_key(1001)
+        result = store.online_read(config, fv_v2, [entity_key], ["trips_today"])
+        # In Redis, all versions share the same entity hash key. When v2 hash
+        # fields don't exist, hmget returns None values which become empty
+        # ValueProtos.  The key assertion is that v1's actual data (10) does NOT
+        # leak through to v2.
+        ts_v2, feats_v2 = result[0]
+        assert feats_v2 is None or feats_v2["trips_today"].int64_val != 10
+
+        result = store.online_read(config, fv_v1, [entity_key], ["trips_today"])
+        assert result[0][1] is not None
+        assert result[0][1]["trips_today"].int64_val == 10
+
+    def test_projection_version_tag_routes_to_correct_table(self):
+        """projection.version_tag routes reads to the correct versioned hash fields."""
+        config = self._make_config(enable_versioning=True)
+        store = RedisOnlineStore()
+
+        fv_v1 = _make_feature_view()
+        fv_v1.current_version_number = 1
+        store.update(config, [], [fv_v1], [], [], False)
+        _write_and_read(store, config, fv_v1, driver_id=1001, trips=100)
+
+        fv_v2 = _make_feature_view()
+        fv_v2.current_version_number = 2
+        store.update(config, [], [fv_v2], [], [], False)
+        _write_and_read(store, config, fv_v2, driver_id=1001, trips=200)
+
+        fv_read = _make_feature_view()
+        fv_read.projection.version_tag = 1
+        entity_key = _make_entity_key(1001)
+        result = store.online_read(config, fv_read, [entity_key], ["trips_today"])
+        assert result[0][1]["trips_today"].int64_val == 100
+
+        fv_read2 = _make_feature_view()
+        fv_read2.projection.version_tag = 2
+        result = store.online_read(config, fv_read2, [entity_key], ["trips_today"])
+        assert result[0][1]["trips_today"].int64_val == 200
+
+    def test_teardown_cleans_up(self):
+        """teardown() removes entity keys without error."""
+        config = self._make_config(enable_versioning=True)
+        store = RedisOnlineStore()
+
+        fv = _make_feature_view()
+        fv.current_version_number = 1
+        store.update(config, [], [fv], [], [], False)
+        _write_and_read(store, config, fv)
+
+        # Should not raise
+        store.teardown(config, [fv], [])
+
+    def test_delete_table_versioned(self):
+        """delete_table() removes only the versioned hash fields."""
+        config = self._make_config(enable_versioning=True)
+        store = RedisOnlineStore()
+
+        fv_v1 = _make_feature_view()
+        fv_v1.current_version_number = 1
+        store.update(config, [], [fv_v1], [], [], False)
+        _write_and_read(store, config, fv_v1, driver_id=1001, trips=10)
+
+        fv_v2 = _make_feature_view()
+        fv_v2.current_version_number = 2
+        store.update(config, [], [fv_v2], [], [], False)
+        _write_and_read(store, config, fv_v2, driver_id=1001, trips=20)
+
+        # Delete v1 via update
+        store.update(config, [fv_v1], [fv_v2], [], [], False)
+
+        entity_key = _make_entity_key(1001)
+        # v2 should still be readable
+        result = store.online_read(config, fv_v2, [entity_key], ["trips_today"])
+        assert result[0][1] is not None
+        assert result[0][1]["trips_today"].int64_val == 20
diff --git a/sdk/python/tests/integration/online_store/test_universal_online.py b/sdk/python/tests/integration/online_store/test_universal_online.py
index 0c27585139e..109eea454c0 100644
--- a/sdk/python/tests/integration/online_store/test_universal_online.py
+++ b/sdk/python/tests/integration/online_store/test_universal_online.py
@@ -532,10 +532,19 @@ async def test_async_online_retrieval_with_event_timestamps(
 
 @pytest.mark.asyncio
 @pytest.mark.integration
-@pytest.mark.universal_online_stores(only=["dynamodb"])
+@pytest.mark.universal_online_stores
 async def test_async_online_retrieval_with_event_timestamps_dynamo(
-    environment, universal_data_sources
+    dynamodb_local_environment,
 ):
+    """Async online retrieval for DynamoDB with a credential-isolated environment.
+
+    Uses ``dynamodb_local_environment`` (its own DynamoDB Local container +
+    FileDataSourceCreator) so that dummy credentials are set before any boto
+    client is created.  This avoids the expired-STS-token problem that
+    occurs when aiobotocore lazily resolves credentials from the shared
+    environment in CI.
+    """
+    environment, universal_data_sources = dynamodb_local_environment
     await _do_async_retrieval_test(environment, universal_data_sources)
 
 
@@ -921,13 +930,27 @@ def test_retrieve_online_milvus_documents(environment, fake_document_data):
     df, data_source = fake_document_data
     item_embeddings_feature_view = create_item_embeddings_feature_view(data_source)
     fs.apply([item_embeddings_feature_view, item()])
+
+    features = [
+        "item_embeddings:embedding_float",
+        "item_embeddings:item_id",
+        "item_embeddings:string_feature",
+    ]
+
+    # Empty-store query: collection exists but has no rows yet.
+    empty = fs.retrieve_online_documents_v2(
+        features=features,
+        query=[1.0, 2.0],
+        top_k=2,
+        distance_metric="L2",
+    ).to_dict()
+    assert len(empty["embedding_float"]) == 0
+    assert len(empty["item_id"]) == 0
+
     fs.write_to_online_store("item_embeddings", df)
+
     documents = fs.retrieve_online_documents_v2(
-        features=[
-            "item_embeddings:embedding_float",
-            "item_embeddings:item_id",
-            "item_embeddings:string_feature",
-        ],
+        features=features,
         query=[1.0, 2.0],
         top_k=2,
         distance_metric="L2",
@@ -948,6 +971,50 @@ def test_retrieve_online_milvus_documents(environment, fake_document_data):
             f"Integration test: embedding {i} has {len(embedding)} dimensions, expected {query_dim}"
         )
 
+    # Oversized top_k: dataset has 3 rows, request 5 -> expect 3 back.
+    all_docs = fs.retrieve_online_documents_v2(
+        features=features,
+        query=[1.0, 2.0],
+        top_k=5,
+        distance_metric="L2",
+    ).to_dict()
+    assert len(all_docs["embedding_float"]) == 3
+    assert sorted(all_docs["item_id"]) == [1, 2, 3]
+
+    # Cosine-metric variant: separate FV so the Milvus collection is created
+    # with COSINE as its index metric.
+    cosine_fv = FeatureView(
+        name="item_embeddings_cosine",
+        entities=[item()],
+        schema=[
+            Field(
+                name="embedding_float",
+                dtype=Array(Float32),
+                vector_index=True,
+                vector_search_metric="COSINE",
+            ),
+            Field(name="string_feature", dtype=String),
+            Field(name="float_feature", dtype=Float32),
+        ],
+        source=data_source,
+        ttl=timedelta(hours=2),
+    )
+    fs.apply([cosine_fv])
+    fs.write_to_online_store("item_embeddings_cosine", df)
+
+    cosine_docs = fs.retrieve_online_documents_v2(
+        features=[
+            "item_embeddings_cosine:embedding_float",
+            "item_embeddings_cosine:item_id",
+            "item_embeddings_cosine:string_feature",
+        ],
+        query=[1.0, 2.0],
+        top_k=2,
+        distance_metric="COSINE",
+    ).to_dict()
+    assert len(cosine_docs["embedding_float"]) == 2
+    assert len(cosine_docs["item_id"]) == 2
+
 
 @pytest.mark.integration
 @pytest.mark.universal_online_stores(only=["milvus"])
diff --git a/sdk/python/tests/integration/registration/test_universal_registry.py b/sdk/python/tests/integration/registration/test_universal_registry.py
index fb09395d789..d8322e55636 100644
--- a/sdk/python/tests/integration/registration/test_universal_registry.py
+++ b/sdk/python/tests/integration/registration/test_universal_registry.py
@@ -43,6 +43,7 @@
 from feast.infra.registry.base_registry import BaseRegistry
 from feast.infra.registry.registry import Registry
 from feast.infra.registry.remote import RemoteRegistry, RemoteRegistryConfig
+from feast.infra.registry.snowflake import SnowflakeRegistry, SnowflakeRegistryConfig
 from feast.infra.registry.sql import SqlRegistry, SqlRegistryConfig
 from feast.on_demand_feature_view import on_demand_feature_view
 from feast.permissions.action import AuthzedAction
@@ -284,6 +285,39 @@ def sqlite_registry():
     yield SqlRegistry(registry_config, "project", None)
 
 
+@pytest.fixture(scope="function")
+def snowflake_registry():
+    account = os.getenv("SNOWFLAKE_CI_DEPLOYMENT", "")
+    if not account:
+        pytest.skip("SNOWFLAKE_CI_DEPLOYMENT not set")
+
+    config_kwargs = dict(
+        registry_type="snowflake.registry",
+        account=account,
+        user=os.getenv("SNOWFLAKE_CI_USER", ""),
+        role=os.getenv("SNOWFLAKE_CI_ROLE", ""),
+        warehouse=os.getenv("SNOWFLAKE_CI_WAREHOUSE", ""),
+        database=os.getenv("SNOWFLAKE_CI_DATABASE", "FEAST"),
+        schema=os.getenv("SNOWFLAKE_CI_SCHEMA", "REGISTRY_TEST"),
+        cache_ttl_seconds=2,
+        purge_feast_metadata=False,
+    )
+
+    private_key = os.getenv("SNOWFLAKE_CI_PRIVATE_KEY_PATH", "")
+    if private_key:
+        config_kwargs["private_key"] = private_key
+        passphrase = os.getenv("SNOWFLAKE_CI_PRIVATE_KEY_PASSPHRASE", "")
+        if passphrase:
+            config_kwargs["private_key_passphrase"] = passphrase
+    else:
+        config_kwargs["password"] = os.getenv("SNOWFLAKE_CI_PASSWORD", "")
+
+    registry_config = SnowflakeRegistryConfig(**config_kwargs)
+    registry = SnowflakeRegistry(registry_config, "project", None)
+    yield registry
+    registry.teardown()
+
+
 @pytest.fixture(scope="function")
 def hdfs_registry():
     HADOOP_NAMENODE_IMAGE = "bde2020/hadoop-namenode:2.0.0-hadoop3.2.1-java8"
@@ -412,6 +446,10 @@ def mock_remote_registry():
                 lazy_fixture("hdfs_registry"),
                 marks=pytest.mark.xdist_group(name="hdfs_registry"),
             ),
+            pytest.param(
+                lazy_fixture("snowflake_registry"),
+                marks=pytest.mark.xdist_group(name="snowflake_registry"),
+            ),
         ]
     )
 else:
@@ -899,6 +937,111 @@ def test_apply_data_source_with_timestamps(test_registry):
     test_registry.teardown()
 
 
+@pytest.mark.integration
+@pytest.mark.parametrize(
+    "test_registry",
+    [lazy_fixture("local_registry")],
+)
+def test_apply_data_source_cross_project_isolation(test_registry):
+    """Test that apply_data_source uses project-scoped filtering.
+
+    Regression test for https://github.com/feast-dev/feast/issues/6206:
+    applying a data source to one project must not overwrite the data source
+    with the same name in a different project.
+
+    See: feast-dev/feast#6298
+    """
+    project_a = "project_a"
+    project_b = "project_b"
+
+    source_a = FileSource(
+        name="shared_source_name",
+        file_format=ParquetFormat(),
+        path="file://feast/project_a.parquet",
+        timestamp_field="ts_col",
+    )
+    source_b = FileSource(
+        name="shared_source_name",
+        file_format=ParquetFormat(),
+        path="file://feast/project_b.parquet",
+        timestamp_field="ts_col",
+    )
+
+    test_registry.apply_data_source(source_a, project_a, commit=True)
+    test_registry.apply_data_source(source_b, project_b, commit=True)
+
+    # Each project should have exactly its own source
+    sources_a = test_registry.list_data_sources(project_a)
+    sources_b = test_registry.list_data_sources(project_b)
+    assert len(sources_a) == 1
+    assert len(sources_b) == 1
+
+    # Paths must be project-specific — not overwritten cross-project
+    assert sources_a[0].path == "file://feast/project_a.parquet"
+    assert sources_b[0].path == "file://feast/project_b.parquet"
+
+    # Re-apply source_b with updated path: must not bleed into project_a
+    source_b_updated = FileSource(
+        name="shared_source_name",
+        file_format=ParquetFormat(),
+        path="file://feast/project_b_v2.parquet",
+        timestamp_field="ts_col",
+    )
+    test_registry.apply_data_source(source_b_updated, project_b, commit=True)
+
+    sources_a_after = test_registry.list_data_sources(project_a)
+    assert len(sources_a_after) == 1
+    assert sources_a_after[0].path == "file://feast/project_a.parquet", (
+        "apply_data_source for project_b must not overwrite project_a's source"
+    )
+
+    test_registry.teardown()
+
+
+@pytest.mark.integration
+@pytest.mark.parametrize(
+    "test_registry",
+    [lazy_fixture("local_registry")],
+)
+def test_delete_data_source_project_scoped(test_registry):
+    """Test that delete_data_source only removes the source from the given project.
+
+    Regression test for https://github.com/feast-dev/feast/issues/6206:
+    deleting a data source from one project must not delete the data source
+    with the same name from another project.
+    """
+    project_a = "project_a"
+    project_b = "project_b"
+
+    source_a = FileSource(
+        name="shared_source_name",
+        file_format=ParquetFormat(),
+        path="file://feast/project_a.parquet",
+        timestamp_field="ts_col",
+    )
+    source_b = FileSource(
+        name="shared_source_name",
+        file_format=ParquetFormat(),
+        path="file://feast/project_b.parquet",
+        timestamp_field="ts_col",
+    )
+
+    test_registry.apply_data_source(source_a, project_a, commit=True)
+    test_registry.apply_data_source(source_b, project_b, commit=True)
+
+    # Delete the source from project_a only
+    test_registry.delete_data_source("shared_source_name", project_a, commit=True)
+
+    # project_a should have no sources; project_b should be unaffected
+    sources_a = test_registry.list_data_sources(project_a)
+    sources_b = test_registry.list_data_sources(project_b)
+    assert len(sources_a) == 0, "Source should be deleted from project_a"
+    assert len(sources_b) == 1, "Source in project_b must not be deleted"
+    assert sources_b[0].path == "file://feast/project_b.parquet"
+
+    test_registry.teardown()
+
+
 @pytest.mark.integration
 @pytest.mark.parametrize(
     "test_registry",
diff --git a/sdk/python/tests/integration/rest_api/resource/redis.yaml b/sdk/python/tests/integration/rest_api/resource/redis.yaml
index 8701cf7fcdd..df8187daeec 100644
--- a/sdk/python/tests/integration/rest_api/resource/redis.yaml
+++ b/sdk/python/tests/integration/rest_api/resource/redis.yaml
@@ -16,6 +16,7 @@ spec:
       containers:
         - name: redis
           image: 'quay.io/feastdev-ci/feast-test-images:redis-7-alpine'
+          command: ["redis-server", "--save", ""]
           ports:
             - containerPort: 6379
           env:
diff --git a/sdk/python/tests/integration/test_mlflow_integration.py b/sdk/python/tests/integration/test_mlflow_integration.py
new file mode 100644
index 00000000000..1b0d4e26342
--- /dev/null
+++ b/sdk/python/tests/integration/test_mlflow_integration.py
@@ -0,0 +1,1116 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+import os
+from datetime import datetime, timedelta
+
+import numpy as np
+import pandas as pd
+import pytest
+
+from feast import Entity, FeatureService, FeatureStore, FeatureView, Field, FileSource
+from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
+from feast.repo_config import RepoConfig
+from feast.types import Float32, Int64
+
+mlflow = pytest.importorskip("mlflow", reason="mlflow is not installed")
+from mlflow.tracking import MlflowClient  # noqa: E402
+
+import feast.mlflow  # noqa: E402
+from feast.mlflow_integration import (  # noqa: E402
+    FeastMlflowEntityDfError,
+    FeastMlflowModelResolutionError,
+    MlflowConfig,
+)
+from feast.mlflow_integration.config import (  # noqa: E402
+    MLFLOW_TAG_TRUNCATION_LIMIT,
+    resolve_tracking_uri,
+)
+
+# ---------------------------------------------------------------------------
+# Fixtures
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture(autouse=True)
+def _isolate_mlflow_globals():
+    """Reset module-level mlflow caching between tests."""
+    feast.mlflow._client = None
+    feast.mlflow._registered_store = None
+    yield
+
+
+@pytest.fixture()
+def tracking_uri(tmp_path):
+    uri = str(tmp_path / "mlruns")
+    mlflow.set_tracking_uri(uri)
+    mlflow.set_experiment("test_mlflow")
+    yield uri
+    mlflow.set_tracking_uri("")
+
+
+@pytest.fixture()
+def driver_parquet(tmp_path):
+    data_dir = tmp_path / "data"
+    data_dir.mkdir()
+
+    end = datetime.now().replace(microsecond=0, second=0, minute=0)
+    start = end - timedelta(days=7)
+    timestamps = pd.date_range(start, end, freq="h")
+    driver_ids = [1001, 1002, 1003]
+
+    np.random.seed(42)
+    rows = [
+        {
+            "driver_id": did,
+            "event_timestamp": ts,
+            "created": ts,
+            "conv_rate": float(np.random.uniform(0, 1)),
+            "acc_rate": float(np.random.uniform(0, 1)),
+            "avg_daily_trips": int(np.random.randint(1, 100)),
+        }
+        for ts in timestamps
+        for did in driver_ids
+    ]
+    df = pd.DataFrame(rows)
+    path = str(data_dir / "driver_stats.parquet")
+    df.to_parquet(path)
+    return tmp_path, path
+
+
+@pytest.fixture()
+def feast_objects(driver_parquet):
+    _, parquet_path = driver_parquet
+
+    driver = Entity(name="driver", join_keys=["driver_id"])
+    source = FileSource(
+        name="driver_stats_source",
+        path=parquet_path,
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+    fv = FeatureView(
+        name="driver_hourly_stats",
+        entities=[driver],
+        ttl=timedelta(days=7),
+        schema=[
+            Field(name="conv_rate", dtype=Float32),
+            Field(name="acc_rate", dtype=Float32),
+            Field(name="avg_daily_trips", dtype=Int64),
+        ],
+        online=True,
+        source=source,
+    )
+    fs = FeatureService(name="driver_activity_v1", features=[fv])
+    return driver, source, fv, fs
+
+
+def _make_store(
+    tmp_path,
+    tracking_uri,
+    *,
+    enabled=True,
+    auto_log=True,
+    auto_log_entity_df=True,
+    entity_df_max_rows=100_000,
+):
+    data_dir = tmp_path / "data"
+    data_dir.mkdir(exist_ok=True)
+
+    config = RepoConfig(
+        project="test_mlflow",
+        provider="local",
+        registry=str(data_dir / "registry.db"),
+        online_store=SqliteOnlineStoreConfig(path=str(data_dir / "online.db")),
+        entity_key_serialization_version=3,
+        mlflow=MlflowConfig(
+            enabled=enabled,
+            tracking_uri=tracking_uri,
+            auto_log=auto_log,
+            auto_log_entity_df=auto_log_entity_df,
+            entity_df_max_rows=entity_df_max_rows,
+        ),
+    )
+    return FeatureStore(config=config)
+
+
+@pytest.fixture()
+def store_enabled(driver_parquet, tracking_uri, feast_objects):
+    tmp_path, _ = driver_parquet
+    store = _make_store(tmp_path, tracking_uri)
+    store.apply(list(feast_objects))
+    store.materialize(
+        start_date=datetime.now() - timedelta(days=7),
+        end_date=datetime.now(),
+    )
+    return store
+
+
+@pytest.fixture()
+def entity_df():
+    np.random.seed(42)
+    n = 50
+    return pd.DataFrame(
+        {
+            "driver_id": np.random.choice([1001, 1002, 1003], n),
+            "event_timestamp": [
+                datetime.now() - timedelta(hours=i % 48) for i in range(n)
+            ],
+            "label": np.random.randint(0, 2, n),
+        }
+    )
+
+
+class TestMlflowConfig:
+    @pytest.mark.integration
+    def test_defaults(self):
+        cfg = MlflowConfig()
+        assert cfg.enabled is False
+        assert cfg.auto_log is True
+        assert cfg.auto_log_entity_df is False
+        assert cfg.entity_df_max_rows == 100_000
+        assert cfg.tracking_uri is None
+
+    @pytest.mark.integration
+    def test_get_tracking_uri_explicit(self):
+        cfg = MlflowConfig(tracking_uri="http://example.com:5000")
+        assert cfg.get_tracking_uri() == "http://example.com:5000"
+
+    @pytest.mark.integration
+    def test_get_tracking_uri_env_fallback(self, monkeypatch):
+        monkeypatch.setenv("MLFLOW_TRACKING_URI", "http://env-uri:5000")
+        cfg = MlflowConfig()
+        assert cfg.get_tracking_uri() == "http://env-uri:5000"
+
+    @pytest.mark.integration
+    def test_get_tracking_uri_none_when_unset(self, monkeypatch):
+        monkeypatch.delenv("MLFLOW_TRACKING_URI", raising=False)
+        cfg = MlflowConfig()
+        assert cfg.get_tracking_uri() is None
+
+    @pytest.mark.integration
+    def test_resolve_tracking_uri_priority(self, monkeypatch):
+        monkeypatch.setenv("MLFLOW_TRACKING_URI", "http://env:5000")
+        assert resolve_tracking_uri("http://explicit:5000") == "http://explicit:5000"
+        assert resolve_tracking_uri(None) == "http://env:5000"
+        monkeypatch.delenv("MLFLOW_TRACKING_URI")
+        assert resolve_tracking_uri(None) is None
+
+
+class TestLogFeatureRetrieval:
+    @pytest.mark.integration
+    def test_logs_all_tags_and_metric(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+        refs = [
+            "driver_hourly_stats:conv_rate",
+            "driver_hourly_stats:acc_rate",
+            "transformed:conv_rate_plus_val1",
+        ]
+
+        with mlflow.start_run(run_name="test_tags") as run:
+            result = store_enabled.mlflow.log_feature_retrieval(
+                feature_refs=refs,
+                entity_count=200,
+                duration_seconds=0.1234,
+                retrieval_type="historical",
+                feature_service_name="driver_activity_v1",
+            )
+
+        assert result is True
+        data = client.get_run(run.info.run_id)
+        tags = data.data.tags
+
+        assert tags["feast.project"] == "test_mlflow"
+        assert tags["feast.retrieval_type"] == "historical"
+        assert tags["feast.feature_service"] == "driver_activity_v1"
+        assert tags["feast.entity_count"] == "200"
+        assert tags["feast.feature_count"] == "3"
+        assert "driver_hourly_stats" in tags["feast.feature_views"]
+        assert "transformed" in tags["feast.feature_views"]
+        assert "driver_hourly_stats:conv_rate" in tags["feast.feature_refs"]
+        assert data.data.metrics["feast.job_submission_sec"] == 0.1234
+
+    @pytest.mark.integration
+    def test_noop_without_active_run(self, store_enabled, tracking_uri):
+        result = store_enabled.mlflow.log_feature_retrieval(
+            feature_refs=["fv:feat"],
+            entity_count=1,
+            duration_seconds=0.01,
+        )
+        assert result is False
+
+    @pytest.mark.integration
+    def test_feature_views_sorted_and_deduped(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+        refs = ["z_view:f1", "a_view:f2", "z_view:f3", "a_view:f4"]
+
+        with mlflow.start_run() as run:
+            store_enabled.mlflow.log_feature_retrieval(
+                feature_refs=refs,
+                entity_count=1,
+                duration_seconds=0.01,
+            )
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.feature_views"] == "a_view,z_view"
+
+    @pytest.mark.integration
+    def test_truncation_for_long_refs(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+        refs = [f"fv:feature_{i:04d}" for i in range(500)]
+
+        with mlflow.start_run() as run:
+            store_enabled.mlflow.log_feature_retrieval(
+                feature_refs=refs,
+                entity_count=1,
+                duration_seconds=0.01,
+            )
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert len(tags["feast.feature_refs"]) <= MLFLOW_TAG_TRUNCATION_LIMIT
+        assert tags["feast.feature_refs"].endswith("...")
+
+    @pytest.mark.integration
+    def test_no_feature_service_tag_when_none(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run() as run:
+            store_enabled.mlflow.log_feature_retrieval(
+                feature_refs=["fv:f1"],
+                entity_count=1,
+                duration_seconds=0.01,
+                feature_service=None,
+                feature_service_name=None,
+            )
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert "feast.feature_service" not in tags
+
+
+class TestLogTrainingDataset:
+    @pytest.mark.integration
+    def test_logs_dataset_input(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+        df = pd.DataFrame({"a": [1, 2], "b": [3, 4]})
+
+        with mlflow.start_run() as run:
+            result = store_enabled.mlflow.log_training_dataset(
+                df, dataset_name="test_ds"
+            )
+
+        assert result is True
+        run_data = client.get_run(run.info.run_id)
+        assert len(run_data.inputs.dataset_inputs) > 0
+        assert run_data.inputs.dataset_inputs[0].dataset.name == "test_ds"
+
+    @pytest.mark.integration
+    def test_noop_without_active_run(self, store_enabled, tracking_uri):
+        df = pd.DataFrame({"a": [1]})
+        assert store_enabled.mlflow.log_training_dataset(df) is False
+
+
+class TestHistoricalAutoLog:
+    @pytest.mark.integration
+    def test_tags_logged_via_feature_service(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="hist_fs") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        data = client.get_run(run.info.run_id)
+        tags = data.data.tags
+
+        assert tags["feast.project"] == "test_mlflow"
+        assert tags["feast.retrieval_type"] == "historical"
+        assert tags["feast.feature_service"] == "driver_activity_v1"
+        assert "driver_hourly_stats" in tags["feast.feature_views"]
+        assert tags["feast.entity_count"] == str(len(entity_df))
+        assert int(tags["feast.feature_count"]) >= 3
+        assert data.data.metrics["feast.job_submission_sec"] >= 0
+
+    @pytest.mark.integration
+    def test_tags_logged_via_feature_refs(self, store_enabled, entity_df, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="hist_refs") as run:
+            store_enabled.get_historical_features(
+                features=[
+                    "driver_hourly_stats:conv_rate",
+                    "driver_hourly_stats:acc_rate",
+                ],
+                entity_df=entity_df,
+            ).to_df()
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.retrieval_type"] == "historical"
+        assert tags["feast.feature_count"] == "2"
+        assert "driver_hourly_stats:conv_rate" in tags["feast.feature_refs"]
+
+    @pytest.mark.integration
+    def test_entity_df_artifact_uploaded(self, store_enabled, entity_df, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="hist_artifact") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        artifacts = [a.path for a in client.list_artifacts(run.info.run_id)]
+        assert "entity_df.parquet" in artifacts
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.entity_df_rows"] == str(len(entity_df))
+        assert "driver_id" in tags["feast.entity_df_columns"]
+        assert "event_timestamp" in tags["feast.entity_df_columns"]
+        assert tags["feast.entity_df_type"] == "dataframe"
+
+    @pytest.mark.integration
+    def test_entity_df_skipped_when_exceeds_max_rows(
+        self, driver_parquet, tracking_uri, feast_objects
+    ):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, entity_df_max_rows=5)
+        store.apply(list(feast_objects))
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        entity_df = pd.DataFrame(
+            {
+                "driver_id": [1001] * 10,
+                "event_timestamp": [
+                    datetime.now() - timedelta(hours=i) for i in range(10)
+                ],
+            }
+        )
+
+        with mlflow.start_run(run_name="hist_skip") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        artifacts = [a.path for a in client.list_artifacts(run.info.run_id)]
+        assert "entity_df.parquet" not in artifacts
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.entity_df_rows"] == "10"
+
+    @pytest.mark.integration
+    def test_no_tags_without_active_run(self, store_enabled, entity_df):
+        result = store_enabled.get_historical_features(
+            features=store_enabled.get_feature_service("driver_activity_v1"),
+            entity_df=entity_df,
+        ).to_df()
+        assert len(result) == len(entity_df)
+
+
+class TestOnlineAutoLog:
+    @pytest.mark.integration
+    def test_tags_logged_for_online_retrieval(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="online") as run:
+            store_enabled.get_online_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_rows=[{"driver_id": 1001}, {"driver_id": 1002}],
+            )
+
+        data = client.get_run(run.info.run_id)
+        tags = data.data.tags
+
+        assert tags["feast.retrieval_type"] == "online"
+        assert tags["feast.feature_service"] == "driver_activity_v1"
+        assert tags["feast.entity_count"] == "2"
+        assert int(tags["feast.feature_count"]) >= 3
+        assert data.data.metrics["feast.job_submission_sec"] >= 0
+
+    @pytest.mark.integration
+    def test_entity_count_for_list_input(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="online_list") as run:
+            store_enabled.get_online_features(
+                features=["driver_hourly_stats:conv_rate"],
+                entity_rows=[
+                    {"driver_id": 1001},
+                    {"driver_id": 1002},
+                    {"driver_id": 1003},
+                ],
+            )
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.entity_count"] == "3"
+
+
+class TestDisabledIntegration:
+    @pytest.mark.integration
+    def test_disabled_does_not_log(
+        self, driver_parquet, tracking_uri, feast_objects, entity_df
+    ):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, enabled=False)
+        store.apply(list(feast_objects))
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        with mlflow.start_run(run_name="disabled") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert "feast.project" not in tags
+        assert "feast.feature_service" not in tags
+
+    @pytest.mark.integration
+    def test_auto_log_false_does_not_log(
+        self, driver_parquet, tracking_uri, feast_objects, entity_df
+    ):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, enabled=True, auto_log=False)
+        store.apply(list(feast_objects))
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        with mlflow.start_run(run_name="no_auto_log") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert "feast.project" not in tags
+
+    @pytest.mark.integration
+    def test_auto_log_entity_df_false_skips_artifact(
+        self, driver_parquet, tracking_uri, feast_objects, entity_df
+    ):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, auto_log_entity_df=False)
+        store.apply(list(feast_objects))
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        with mlflow.start_run(run_name="no_entity_df") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        run_data = client.get_run(run.info.run_id).data
+        artifacts = [a.path for a in client.list_artifacts(run.info.run_id)]
+        assert "entity_df.parquet" not in artifacts
+
+        assert "feast.entity_df_rows" in run_data.tags
+        assert run_data.tags["feast.entity_df_type"] == "dataframe"
+        assert run_data.tags["feast.feature_service"] == "driver_activity_v1"
+
+
+class TestEntityDfBuilder:
+    @pytest.mark.integration
+    def test_roundtrip_parquet(self, store_enabled, entity_df, tracking_uri):
+        with mlflow.start_run(run_name="roundtrip") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        recovered = store_enabled.mlflow.get_training_entity_df(
+            run_id=run.info.run_id,
+        )
+
+        assert recovered.shape == entity_df.shape
+        assert set(recovered.columns) == set(entity_df.columns)
+        assert "event_timestamp" in recovered.columns
+
+    @pytest.mark.integration
+    def test_max_rows_limits_output(self, store_enabled, entity_df, tracking_uri):
+        with mlflow.start_run(run_name="max_rows") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        recovered = store_enabled.mlflow.get_training_entity_df(
+            run_id=run.info.run_id,
+            max_rows=5,
+        )
+        assert len(recovered) == 5
+
+    @pytest.mark.integration
+    def test_missing_artifact_raises(self, store_enabled, tracking_uri):
+        with mlflow.start_run(run_name="empty") as run:
+            mlflow.log_param("dummy", "value")
+
+        with pytest.raises(FeastMlflowEntityDfError, match="No entity data found"):
+            store_enabled.mlflow.get_training_entity_df(
+                run_id=run.info.run_id,
+            )
+
+    @pytest.mark.integration
+    def test_nonexistent_run_raises(self, store_enabled, tracking_uri):
+        with pytest.raises(FeastMlflowEntityDfError, match="not found"):
+            store_enabled.mlflow.get_training_entity_df(
+                run_id="0000000000000000deadbeef00000000",
+            )
+
+    @pytest.mark.integration
+    def test_missing_timestamp_column_raises(self, store_enabled, tracking_uri):
+        df = pd.DataFrame({"driver_id": [1001], "value": [0.5]})
+        with mlflow.start_run(run_name="bad_cols") as run:
+            import tempfile
+
+            with tempfile.TemporaryDirectory() as tmp_dir:
+                path = os.path.join(tmp_dir, "entity_df.parquet")
+                df.to_parquet(path, index=False)
+                mlflow.log_artifact(path)
+
+        with pytest.raises(
+            FeastMlflowEntityDfError, match="missing required timestamp"
+        ):
+            store_enabled.mlflow.get_training_entity_df(
+                run_id=run.info.run_id,
+            )
+
+    @pytest.mark.integration
+    def test_custom_timestamp_column(self, store_enabled, tracking_uri):
+        df = pd.DataFrame(
+            {
+                "driver_id": [1001],
+                "ts": [datetime.now()],
+            }
+        )
+        with mlflow.start_run(run_name="custom_ts") as run:
+            import tempfile
+
+            with tempfile.TemporaryDirectory() as tmp_dir:
+                path = os.path.join(tmp_dir, "entity_df.parquet")
+                df.to_parquet(path, index=False)
+                mlflow.log_artifact(path)
+
+        recovered = store_enabled.mlflow.get_training_entity_df(
+            run_id=run.info.run_id,
+            timestamp_column="ts",
+        )
+        assert len(recovered) == 1
+        assert "ts" in recovered.columns
+
+
+class TestModelResolver:
+    def _train_and_register(self, store, entity_df, tracking_uri, model_name):
+        """Train inside an mlflow run, log a model, register it."""
+        from sklearn.linear_model import LogisticRegression
+
+        with mlflow.start_run(run_name=f"train_{model_name}") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+            model = LogisticRegression()
+            model.fit([[0, 0], [1, 1]], [0, 1])
+            mlflow.sklearn.log_model(model, "model")
+
+        mlflow.register_model(f"runs:/{run.info.run_id}/model", model_name)
+        return run.info.run_id
+
+    @pytest.mark.integration
+    def test_resolve_from_run_tags(self, store_enabled, entity_df, tracking_uri):
+        self._train_and_register(
+            store_enabled, entity_df, tracking_uri, "test_resolve_run_tags"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features(
+            model_uri="models:/test_resolve_run_tags/1",
+        )
+        assert fs_name == "driver_activity_v1"
+
+    @pytest.mark.integration
+    def test_resolve_from_model_version_tag(
+        self, store_enabled, entity_df, tracking_uri, feast_objects
+    ):
+        self._train_and_register(
+            store_enabled, entity_df, tracking_uri, "test_resolve_mv_tag"
+        )
+
+        _, _, fv, _ = feast_objects
+        override_fs = FeatureService(name="overridden_service", features=[fv])
+        store_enabled.apply([override_fs])
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        client.set_model_version_tag(
+            "test_resolve_mv_tag", "1", "feast.feature_service", "overridden_service"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features(
+            model_uri="models:/test_resolve_mv_tag/1",
+        )
+        assert fs_name == "overridden_service"
+
+    @pytest.mark.integration
+    def test_model_version_tag_takes_priority_over_run_tag(
+        self, store_enabled, entity_df, tracking_uri, feast_objects
+    ):
+        self._train_and_register(
+            store_enabled, entity_df, tracking_uri, "test_priority"
+        )
+
+        _, _, fv, _ = feast_objects
+        override_fs = FeatureService(name="explicit_override", features=[fv])
+        store_enabled.apply([override_fs])
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        client.set_model_version_tag(
+            "test_priority", "1", "feast.feature_service", "explicit_override"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features(
+            model_uri="models:/test_priority/1",
+        )
+        assert fs_name == "explicit_override"
+
+    @pytest.mark.integration
+    def test_validates_feature_service_exists(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        self._train_and_register(
+            store_enabled, entity_df, tracking_uri, "test_validate_exists"
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        client.set_model_version_tag(
+            "test_validate_exists",
+            "1",
+            "feast.feature_service",
+            "nonexistent_service",
+        )
+
+        with pytest.raises(
+            FeastMlflowModelResolutionError, match="not found in the Feast registry"
+        ):
+            store_enabled.mlflow.resolve_features(
+                model_uri="models:/test_validate_exists/1",
+            )
+
+    @pytest.mark.integration
+    def test_invalid_uri_raises(self, store_enabled, tracking_uri):
+        with pytest.raises(FeastMlflowModelResolutionError, match="Invalid model_uri"):
+            store_enabled.mlflow.resolve_features(
+                model_uri="not-a-valid-uri",
+            )
+
+    @pytest.mark.integration
+    def test_nonexistent_model_raises(self, store_enabled, tracking_uri):
+        with pytest.raises(FeastMlflowModelResolutionError, match="Could not resolve"):
+            store_enabled.mlflow.resolve_features(
+                model_uri="models:/does_not_exist/1",
+            )
+
+    @pytest.mark.integration
+    def test_no_feast_tag_anywhere_raises(self, store_enabled, tracking_uri):
+        from sklearn.linear_model import LogisticRegression
+
+        mlflow.set_experiment("test_mlflow")
+        with mlflow.start_run(run_name="no_feast_tags") as run:
+            model = LogisticRegression()
+            model.fit([[0], [1]], [0, 1])
+            mlflow.sklearn.log_model(model, "model")
+
+        mlflow.register_model(f"runs:/{run.info.run_id}/model", "test_no_feast_tag")
+
+        with pytest.raises(
+            FeastMlflowModelResolutionError,
+            match="Could not determine feature service",
+        ):
+            store_enabled.mlflow.resolve_features(
+                model_uri="models:/test_no_feast_tag/1",
+            )
+
+    @pytest.mark.integration
+    def test_feature_mismatch_with_required_features_artifact(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        from sklearn.linear_model import LogisticRegression
+
+        with mlflow.start_run(run_name="mismatch") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+            model = LogisticRegression()
+            model.fit([[0], [1]], [0, 1])
+            mlflow.sklearn.log_model(model, "model")
+
+            import tempfile
+
+            with tempfile.TemporaryDirectory() as tmp_dir:
+                path = os.path.join(tmp_dir, "feast_features.json")
+                with open(path, "w") as f:
+                    json.dump(["driver_hourly_stats:nonexistent_feature"], f)
+                mlflow.log_artifact(path)
+
+        mlflow.register_model(f"runs:/{run.info.run_id}/model", "test_mismatch")
+
+        with pytest.raises(FeastMlflowModelResolutionError, match="Feature mismatch"):
+            store_enabled.mlflow.resolve_features(
+                model_uri="models:/test_mismatch/1",
+            )
+
+
+class TestEndToEnd:
+    @pytest.mark.integration
+    def test_full_lifecycle(self, store_enabled, entity_df, tracking_uri):
+        from sklearn.linear_model import LogisticRegression
+
+        with store_enabled.mlflow.start_run(run_name="e2e_train") as train_run:
+            training_df = store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+            X = training_df[["conv_rate", "acc_rate", "avg_daily_trips"]].fillna(0)
+            y = entity_df["label"].values[: len(X)]
+            model = LogisticRegression().fit(X, y)
+            store_enabled.mlflow.log_model(model, "model")
+
+        store_enabled.mlflow.register_model(
+            f"runs:/{train_run.info.run_id}/model", "e2e_model"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features(
+            model_uri="models:/e2e_model/1",
+        )
+        assert fs_name == "driver_activity_v1"
+
+        with store_enabled.mlflow.start_run(run_name="e2e_serve") as serve_run:
+            store_enabled.get_online_features(
+                features=store_enabled.get_feature_service(fs_name),
+                entity_rows=[{"driver_id": 1001}],
+            )
+
+        serve_tags = (
+            MlflowClient(tracking_uri=tracking_uri)
+            .get_run(serve_run.info.run_id)
+            .data.tags
+        )
+        assert serve_tags["feast.retrieval_type"] == "online"
+        assert serve_tags["feast.feature_service"] == "driver_activity_v1"
+
+        recovered_df = store_enabled.mlflow.get_training_entity_df(
+            run_id=train_run.info.run_id,
+        )
+        assert recovered_df.shape == entity_df.shape
+
+        with store_enabled.mlflow.start_run(run_name="e2e_reproduce") as repro_run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service(fs_name),
+                entity_df=recovered_df,
+            ).to_df()
+
+        repro_tags = (
+            MlflowClient(tracking_uri=tracking_uri)
+            .get_run(repro_run.info.run_id)
+            .data.tags
+        )
+        assert repro_tags["feast.feature_service"] == "driver_activity_v1"
+        assert repro_tags["feast.entity_count"] == str(len(entity_df))
+
+
+class TestLogApplyTransitionTypes:
+    """Tests for per-object transition type tags via store.mlflow."""
+
+    @pytest.mark.integration
+    def test_transition_tags_created(self, store_enabled, tracking_uri, feast_objects):
+        driver, source, fv, fs = feast_objects
+        transition_types = {
+            fv.name: "CREATE",
+            fs.name: "CREATE",
+            driver.name: "CREATE",
+        }
+        store_enabled.mlflow.log_apply(
+            changed_objects=[fv, fs, driver],
+            transition_types=transition_types,
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        exp = client.get_experiment_by_name("test_mlflow-feast-ops")
+        assert exp is not None
+        runs = client.search_runs(experiment_ids=[exp.experiment_id])
+        assert len(runs) == 1
+
+        tags = runs[0].data.tags
+        assert tags["feast.operation"] == "apply"
+        assert tags["feast.feature_views_created"] == fv.name
+        assert tags["feast.feature_services_created"] == fs.name
+        assert tags["feast.entities_created"] == driver.name
+        assert "feast.feature_views_updated" not in tags
+        assert "feast.feature_views_deleted" not in tags
+
+    @pytest.mark.integration
+    def test_transition_tags_mixed(self, store_enabled, tracking_uri, feast_objects):
+        driver, source, fv, fs = feast_objects
+
+        fv2 = FeatureView(
+            name="driver_daily_stats",
+            entities=[driver],
+            ttl=timedelta(days=1),
+            schema=[Field(name="conv_rate", dtype=Float32)],
+            online=True,
+            source=source,
+        )
+
+        transition_types = {
+            fv.name: "UPDATE",
+            fv2.name: "CREATE",
+            fs.name: "DELETE",
+        }
+        store_enabled.mlflow.log_apply(
+            changed_objects=[fv, fv2, fs],
+            transition_types=transition_types,
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        exp = client.get_experiment_by_name("test_mlflow-feast-ops")
+        runs = client.search_runs(experiment_ids=[exp.experiment_id])
+        assert len(runs) == 1
+
+        tags = runs[0].data.tags
+        assert fv.name in tags["feast.feature_views_updated"]
+        assert fv2.name in tags["feast.feature_views_created"]
+        assert fs.name in tags["feast.feature_services_deleted"]
+
+    @pytest.mark.integration
+    def test_no_transition_tags_when_none(
+        self, store_enabled, tracking_uri, feast_objects
+    ):
+        _, _, fv, fs = feast_objects
+        store_enabled.mlflow.log_apply(
+            changed_objects=[fv, fs],
+            transition_types=None,
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        exp = client.get_experiment_by_name("test_mlflow-feast-ops")
+        runs = client.search_runs(experiment_ids=[exp.experiment_id])
+        assert len(runs) == 1
+
+        tags = runs[0].data.tags
+        assert tags["feast.feature_views_changed"] == fv.name
+        assert "feast.feature_views_created" not in tags
+        assert "feast.feature_views_updated" not in tags
+
+    @pytest.mark.integration
+    def test_backward_compatible_changed_tags_still_present(
+        self, store_enabled, tracking_uri, feast_objects
+    ):
+        """Transition tags are additive — the aggregate *_changed tags still appear."""
+        driver, _, fv, fs = feast_objects
+        transition_types = {
+            fv.name: "CREATE",
+            fs.name: "UPDATE",
+            driver.name: "CREATE",
+        }
+        store_enabled.mlflow.log_apply(
+            changed_objects=[fv, fs, driver],
+            transition_types=transition_types,
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        exp = client.get_experiment_by_name("test_mlflow-feast-ops")
+        runs = client.search_runs(experiment_ids=[exp.experiment_id])
+        tags = runs[0].data.tags
+
+        assert tags["feast.feature_views_changed"] == fv.name
+        assert tags["feast.feature_services_changed"] == fs.name
+        assert tags["feast.entities_changed"] == driver.name
+        assert tags["feast.feature_views_created"] == fv.name
+        assert tags["feast.feature_services_updated"] == fs.name
+        assert tags["feast.entities_created"] == driver.name
+
+
+class TestFeastMlflowModuleAPI:
+    """Tests for the ``store.mlflow`` and ``feast.mlflow`` module-level API."""
+
+    @pytest.mark.integration
+    def test_store_mlflow_property(self, store_enabled, tracking_uri):
+        """store.mlflow returns a FeastMlflowClient instance."""
+        assert store_enabled.mlflow is not None
+        assert hasattr(store_enabled.mlflow, "start_run")
+        assert hasattr(store_enabled.mlflow, "log_model")
+        assert hasattr(store_enabled.mlflow, "resolve_features")
+
+    @pytest.mark.integration
+    def test_store_mlflow_none_when_disabled(self, driver_parquet, tracking_uri):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, enabled=False)
+        assert store.mlflow is None
+
+    @pytest.mark.integration
+    def test_auto_registration_via_feature_store(self, store_enabled, tracking_uri):
+        """FeatureStore auto-registers with feast.mlflow — no init() needed."""
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with store_enabled.mlflow.start_run(run_name="auto_reg") as run:
+            feast.mlflow.log_params({"lr": "0.01"})
+            feast.mlflow.log_metrics({"acc": 0.95})
+            feast.mlflow.log_metric("loss", 0.05)
+            assert store_enabled.mlflow.active_run_id == run.info.run_id
+
+        data = client.get_run(run.info.run_id)
+        assert data.data.params["lr"] == "0.01"
+        assert data.data.metrics["acc"] == 0.95
+        assert data.data.metrics["loss"] == 0.05
+        assert data.data.tags.get("feast.project") == "test_mlflow"
+
+    @pytest.mark.integration
+    def test_explicit_init_overrides_auto_registration(
+        self, store_enabled, tracking_uri
+    ):
+        feast.mlflow.init(store_enabled)
+        with store_enabled.mlflow.start_run(run_name="explicit_init") as run:
+            feast.mlflow.log_metric("x", 1.0)
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        data = client.get_run(run.info.run_id)
+        assert data.data.tags.get("feast.project") == "test_mlflow"
+
+    @pytest.mark.integration
+    def test_getattr_delegates_all_methods(self, store_enabled, tracking_uri):
+        """All FeastMlflowClient public methods are accessible via store.mlflow."""
+        for method_name in [
+            "start_run",
+            "log_model",
+            "register_model",
+            "load_model",
+            "resolve_features",
+            "get_training_entity_df",
+            "log_feature_retrieval",
+            "log_training_dataset",
+            "log_apply",
+            "log_materialize",
+        ]:
+            attr = getattr(store_enabled.mlflow, method_name)
+            assert callable(attr), f"{method_name} should be callable"
+
+    @pytest.mark.integration
+    def test_active_run_id_property(self, store_enabled):
+        assert store_enabled.mlflow.active_run_id is None
+        with store_enabled.mlflow.start_run(run_name="prop_test"):
+            assert store_enabled.mlflow.active_run_id is not None
+
+    @pytest.mark.integration
+    def test_mlflow_escape_hatch(self, store_enabled):
+        raw = store_enabled.mlflow.mlflow
+        assert hasattr(raw, "start_run")
+
+    @pytest.mark.integration
+    def test_unknown_attr_raises(self, store_enabled):
+        with pytest.raises(AttributeError):
+            feast.mlflow.nonexistent_method
+
+    @pytest.mark.integration
+    def test_log_model_and_register(self, store_enabled, entity_df, tracking_uri):
+        from sklearn.linear_model import LogisticRegression
+
+        with store_enabled.mlflow.start_run(run_name="mod_train"):
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+            model = LogisticRegression().fit([[0, 0], [1, 1]], [0, 1])
+            store_enabled.mlflow.log_model(model, "model")
+            train_run_id = store_enabled.mlflow.active_run_id
+
+        mv = store_enabled.mlflow.register_model(
+            f"runs:/{train_run_id}/model", "mod_test_model"
+        )
+        assert mv.version is not None
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        mv_info = client.get_model_version("mod_test_model", mv.version)
+        assert mv_info.tags.get("feast.feature_service") == "driver_activity_v1"
+
+    @pytest.mark.integration
+    def test_load_model_tags_prediction_run(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        from sklearn.linear_model import LogisticRegression
+
+        with store_enabled.mlflow.start_run(run_name="mod_train_load"):
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+            model = LogisticRegression().fit([[0, 0], [1, 1]], [0, 1])
+            store_enabled.mlflow.log_model(model, "model")
+            train_run_id = store_enabled.mlflow.active_run_id
+
+        store_enabled.mlflow.register_model(
+            f"runs:/{train_run_id}/model", "mod_load_test"
+        )
+
+        with store_enabled.mlflow.start_run(run_name="mod_predict") as pred_run:
+            store_enabled.mlflow.load_model("models:/mod_load_test/1")
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        tags = client.get_run(pred_run.info.run_id).data.tags
+        assert tags.get("feast.training_run_id") == train_run_id
+        assert tags.get("feast.model_name") == "mod_load_test"
+
+    @pytest.mark.integration
+    def test_resolve_features_and_get_training_entity_df(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        from sklearn.linear_model import LogisticRegression
+
+        with store_enabled.mlflow.start_run(run_name="mod_resolve"):
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+            model = LogisticRegression().fit([[0, 0], [1, 1]], [0, 1])
+            store_enabled.mlflow.log_model(model, "model")
+            train_run_id = store_enabled.mlflow.active_run_id
+
+        store_enabled.mlflow.register_model(
+            f"runs:/{train_run_id}/model", "mod_resolve_model"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features("models:/mod_resolve_model/1")
+        assert fs_name == "driver_activity_v1"
+
+        recovered = store_enabled.mlflow.get_training_entity_df(train_run_id)
+        assert recovered.shape == entity_df.shape
+
+    @pytest.mark.integration
+    def test_no_active_run_returns_none(self, store_enabled):
+        assert store_enabled.mlflow.active_run_id is None
+
+    @pytest.mark.integration
+    def test_error_when_mlflow_disabled(self, driver_parquet, tracking_uri):
+        """feast.mlflow raises RuntimeError when mlflow is not enabled."""
+        tmp_path, _ = driver_parquet
+        feast.mlflow._client = None
+        feast.mlflow._registered_store = None
+
+        disabled_store = _make_store(tmp_path, tracking_uri, enabled=False)
+        feast.mlflow.init(disabled_store)
+
+        with pytest.raises(RuntimeError, match="not enabled"):
+            feast.mlflow.start_run(run_name="should_fail")
diff --git a/sdk/python/tests/unit/api/test_api_rest_registry.py b/sdk/python/tests/unit/api/test_api_rest_registry.py
index 3e6cb5e7e3d..04eacb6cb9b 100644
--- a/sdk/python/tests/unit/api/test_api_rest_registry.py
+++ b/sdk/python/tests/unit/api/test_api_rest_registry.py
@@ -2002,6 +2002,127 @@ def test_all_endpoints_return_404_for_invalid_objects(fastapi_test_app):
     assert data["error_type"] == "FeastObjectNotFoundException"
 
 
+def test_apply_and_delete_entity_via_rest(fastapi_test_app):
+    """Test POST /entities and DELETE /entities/{name} endpoints."""
+    # Apply a new entity
+    response = fastapi_test_app.post(
+        "/entities",
+        json={
+            "name": "driver_id",
+            "project": "demo_project",
+            "join_key": "driver_id",
+            "value_type": 2,
+            "description": "Driver entity",
+            "owner": "ml-team",
+        },
+    )
+    assert response.status_code == 201
+    data = response.json()
+    assert data["name"] == "driver_id"
+    assert data["status"] == "applied"
+
+    # Verify it exists
+    response = fastapi_test_app.get("/entities/driver_id?project=demo_project")
+    assert response.status_code == 200
+    assert response.json()["spec"]["name"] == "driver_id"
+
+    # Delete it
+    response = fastapi_test_app.delete("/entities/driver_id?project=demo_project")
+    assert response.status_code == 200
+    data = response.json()
+    assert data["name"] == "driver_id"
+    assert data["status"] == "deleted"
+
+    # Verify it's gone
+    response = fastapi_test_app.get("/entities/driver_id?project=demo_project")
+    assert response.status_code == 404
+
+
+def test_apply_and_delete_data_source_via_rest(fastapi_test_app):
+    """Test POST /data_sources and DELETE /data_sources/{name} endpoints."""
+    # Apply a new file data source
+    response = fastapi_test_app.post(
+        "/data_sources",
+        json={
+            "name": "test_file_source",
+            "project": "demo_project",
+            "type": 1,
+            "timestamp_field": "event_timestamp",
+            "description": "Test file source",
+            "file_options": {"uri": "s3://bucket/path/data.parquet"},
+        },
+    )
+    assert response.status_code == 201
+    data = response.json()
+    assert data["name"] == "test_file_source"
+    assert data["status"] == "applied"
+
+    # Verify it exists
+    response = fastapi_test_app.get(
+        "/data_sources/test_file_source?project=demo_project"
+    )
+    assert response.status_code == 200
+    assert response.json()["name"] == "test_file_source"
+
+    # Delete it
+    response = fastapi_test_app.delete(
+        "/data_sources/test_file_source?project=demo_project"
+    )
+    assert response.status_code == 200
+    data = response.json()
+    assert data["name"] == "test_file_source"
+    assert data["status"] == "deleted"
+
+    # Verify it's gone
+    response = fastapi_test_app.get(
+        "/data_sources/test_file_source?project=demo_project"
+    )
+    assert response.status_code == 404
+
+
+def test_apply_and_delete_feature_view_via_rest(fastapi_test_app):
+    """Test POST /feature_views and DELETE /feature_views/{name} endpoints."""
+    # Apply a new feature view (no batch_source: a bare DataSourceProto with only a
+    # name but no type is rejected by the registry's source-type validation)
+    response = fastapi_test_app.post(
+        "/feature_views",
+        json={
+            "name": "driver_stats",
+            "project": "demo_project",
+            "entities": ["user_id"],
+            "features": [
+                {"name": "trip_count", "value_type": 2},
+                {"name": "avg_rating", "value_type": 4},
+            ],
+            "ttl_seconds": 86400,
+            "online": True,
+            "description": "Driver statistics feature view",
+        },
+    )
+    assert response.status_code == 201
+    data = response.json()
+    assert data["name"] == "driver_stats"
+    assert data["status"] == "applied"
+
+    # Verify it exists
+    response = fastapi_test_app.get("/feature_views/driver_stats?project=demo_project")
+    assert response.status_code == 200
+    assert response.json()["spec"]["name"] == "driver_stats"
+
+    # Delete it
+    response = fastapi_test_app.delete(
+        "/feature_views/driver_stats?project=demo_project"
+    )
+    assert response.status_code == 200
+    data = response.json()
+    assert data["name"] == "driver_stats"
+    assert data["status"] == "deleted"
+
+    # Verify it's gone
+    response = fastapi_test_app.get("/feature_views/driver_stats?project=demo_project")
+    assert response.status_code == 404
+
+
 def test_metrics_resource_counts_nonexistent_project(fastapi_test_app):
     """Test /metrics/resource_counts with a non-existent project returns empty data."""
     response = fastapi_test_app.get(
diff --git a/sdk/python/tests/unit/infra/compute_engines/local/test_nodes.py b/sdk/python/tests/unit/infra/compute_engines/local/test_nodes.py
index 905ea65ae42..872dd978c9e 100644
--- a/sdk/python/tests/unit/infra/compute_engines/local/test_nodes.py
+++ b/sdk/python/tests/unit/infra/compute_engines/local/test_nodes.py
@@ -15,6 +15,7 @@
     LocalOutputNode,
     LocalTransformationNode,
 )
+from feast.repo_config import MaterializationConfig
 
 backend = PandasBackend()
 now = pd.Timestamp.utcnow()
@@ -37,9 +38,11 @@
 
 def create_context(node_outputs):
     # Setup execution context
+    repo_config = MagicMock()
+    repo_config.materialization_config = MaterializationConfig()
     return ExecutionContext(
         project="test_proj",
-        repo_config=MagicMock(),
+        repo_config=repo_config,
         offline_store=MagicMock(),
         online_store=MagicMock(),
         entity_defs=MagicMock(),
@@ -183,6 +186,122 @@ def test_local_dedup_node():
     assert set(df_result["entity_id"]) == {1, 2}
 
 
+def test_local_dedup_node_with_field_mapping_on_join_key():
+    """Regression test for materialization failure when a join key has a field mapping.
+
+    The source-read node renames columns via field_mapping (e.g. ``USERID`` -> ``user_id``)
+    before passing the table to downstream nodes. Without mapping ``column_info.join_keys``
+    the dedup node would look up the pre-mapping name and raise ``KeyError(['USERID'])``.
+
+    See https://github.com/feast-dev/feast/issues/5942.
+    """
+    # Simulate a source-read node output: columns already renamed to the mapped names.
+    df = pd.DataFrame(
+        {
+            "user_id": [1, 1, 2],
+            "value": [100, 200, 300],
+            "event_timestamp": [
+                now - timedelta(seconds=1),
+                now,
+                now,
+            ],
+        }
+    )
+
+    context = create_context(
+        node_outputs={"source": ArrowTableValue(pa.Table.from_pandas(df))}
+    )
+
+    node = LocalDedupNode(
+        name="dedup",
+        backend=backend,
+        column_info=ColumnInfo(
+            # The raw join key matches the source column name; field_mapping maps
+            # it to the user-facing name that the source-read node has already
+            # renamed the column to.
+            join_keys=["USERID"],
+            feature_cols=["value"],
+            ts_col="EVENT_TIMESTAMP",
+            created_ts_col=None,
+            field_mapping={"USERID": "user_id", "EVENT_TIMESTAMP": "event_timestamp"},
+        ),
+    )
+    node.add_input(MagicMock())
+    node.inputs[0].name = "source"
+
+    result = node.execute(context)
+
+    df_result = result.data.to_pandas()
+    assert df_result.shape[0] == 2
+    assert set(df_result["user_id"]) == {1, 2}
+
+
+def test_local_join_node_with_field_mapping_on_join_key():
+    """Regression test for materialization failure when a join key has a field mapping.
+
+    The source-read node renames columns via field_mapping (e.g. ``USERID`` -> ``user_id``)
+    before passing the table to downstream nodes. Without mapping ``column_info.join_keys``
+    the join node would call ``backend.join(..., on=["USERID"], ...)`` and raise
+    ``KeyError(['USERID'])`` because the columns have already been renamed.
+
+    See https://github.com/feast-dev/feast/issues/5942.
+    """
+    # Simulate two source-read node outputs: columns already renamed to the mapped names.
+    left_df = pd.DataFrame(
+        {
+            "user_id": [1, 2],
+            "value": [10, 20],
+            "event_timestamp": [now, now],
+        }
+    )
+    right_df = pd.DataFrame(
+        {
+            "user_id": [1, 2],
+            "other_value": [100, 200],
+            "event_timestamp": [now, now],
+        }
+    )
+
+    context = create_context(
+        node_outputs={
+            "left": ArrowTableValue(pa.Table.from_pandas(left_df)),
+            "right": ArrowTableValue(pa.Table.from_pandas(right_df)),
+        }
+    )
+    # Bypass the trailing entity_df join — this test exercises the input-table
+    # join path that consumed the raw (unmapped) join keys before the fix.
+    context.entity_df = None
+
+    join_node = LocalJoinNode(
+        name="join",
+        backend=backend,
+        column_info=ColumnInfo(
+            # Raw join key matches the source column name; field_mapping maps it
+            # to the user-facing name that the source-read node has already
+            # renamed the column to.
+            join_keys=["USERID"],
+            feature_cols=["value", "other_value"],
+            ts_col="EVENT_TIMESTAMP",
+            created_ts_col=None,
+            field_mapping={"USERID": "user_id", "EVENT_TIMESTAMP": "event_timestamp"},
+        ),
+    )
+    left_input = MagicMock()
+    left_input.name = "left"
+    right_input = MagicMock()
+    right_input.name = "right"
+    join_node.add_input(left_input)
+    join_node.add_input(right_input)
+
+    result = join_node.execute(context)
+
+    df_result = result.data.to_pandas()
+    assert df_result.shape[0] == 2
+    assert set(df_result["user_id"]) == {1, 2}
+    assert "value" in df_result.columns
+    assert "other_value" in df_result.columns
+
+
 def test_local_transformation_node():
     context = create_context(
         node_outputs={"source": ArrowTableValue(pa.Table.from_pandas(sample_df))}
@@ -213,4 +332,54 @@ def test_local_output_node():
     node.add_input(MagicMock())
     node.inputs[0].name = "source"
     result = node.execute(context)
-    assert result.num_rows == 4
+    assert isinstance(result, ArrowTableValue)
+    assert result.data.num_rows == 4
+
+
+def test_local_output_node_online_write_default_batch():
+    """Test that online_write_batch is called once when batch_size is None (default)."""
+    # Create a feature view with online=True
+    feature_view = MagicMock()
+    feature_view.online = True
+    feature_view.offline = False
+    feature_view.entity_columns = []
+
+    # Create context with default materialization config (batch_size=None)
+    context = create_context(
+        node_outputs={"source": ArrowTableValue(pa.Table.from_pandas(sample_df))}
+    )
+
+    node = LocalOutputNode("output", feature_view)
+    node.add_input(MagicMock())
+    node.inputs[0].name = "source"
+
+    node.execute(context)
+
+    # Verify online_write_batch was called exactly once (all rows in single batch)
+    assert context.online_store.online_write_batch.call_count == 1
+
+
+def test_local_output_node_online_write_batched():
+    """Test that online_write_batch is called multiple times when batch_size is configured."""
+    # Create a feature view with online=True
+    feature_view = MagicMock()
+    feature_view.online = True
+    feature_view.offline = False
+    feature_view.entity_columns = []
+
+    # Create context with batch_size=2 (sample_df has 4 rows, so expect 2 batches)
+    context = create_context(
+        node_outputs={"source": ArrowTableValue(pa.Table.from_pandas(sample_df))}
+    )
+    context.repo_config.materialization_config = MaterializationConfig(
+        online_write_batch_size=2
+    )
+
+    node = LocalOutputNode("output", feature_view)
+    node.add_input(MagicMock())
+    node.inputs[0].name = "source"
+
+    node.execute(context)
+
+    # Verify online_write_batch was called twice (4 rows / batch_size 2 = 2 batches)
+    assert context.online_store.online_write_batch.call_count == 2
diff --git a/sdk/python/tests/unit/infra/compute_engines/test_feature_builder.py b/sdk/python/tests/unit/infra/compute_engines/test_feature_builder.py
index b78ef15299c..8ad19d02290 100644
--- a/sdk/python/tests/unit/infra/compute_engines/test_feature_builder.py
+++ b/sdk/python/tests/unit/infra/compute_engines/test_feature_builder.py
@@ -1,4 +1,6 @@
-from unittest.mock import MagicMock
+from unittest.mock import MagicMock, patch
+
+import pytest
 
 from feast.data_source import DataSource
 from feast.infra.compute_engines.dag.context import ExecutionContext
@@ -7,6 +9,7 @@
 from feast.infra.compute_engines.dag.plan import ExecutionPlan
 from feast.infra.compute_engines.dag.value import DAGValue
 from feast.infra.compute_engines.feature_builder import FeatureBuilder
+from feast.transformation.mode import TransformationMode
 
 # ---------------------------
 # Minimal Mock DAGNode for testing
@@ -143,3 +146,144 @@ def test_recursive_featureview_build():
               - Source(hourly_driver_stats)"""
 
     assert execution_plan.to_dag() == expected_output
+
+
+# ---------------------------------------------------------------------------
+# Helpers for get_column_info tests
+# ---------------------------------------------------------------------------
+
+# Stable return value for _get_column_names: (join_keys, feature_cols, ts_col, created_ts_col)
+_MOCK_COLUMN_NAMES = (
+    ["user_id"],
+    ["user_avg_rating", "user_review_count"],
+    "event_timestamp",
+    None,
+)
+
+
+def _make_transformation(mode):
+    """Return a minimal transformation stub with the given mode."""
+    t = MagicMock()
+    t.mode = mode
+    return t
+
+
+def _make_builder_for_column_info(transformation):
+    """
+    Build a MockFeatureBuilder whose task.feature_view carries the given
+    transformation. registry.get_entity is stubbed out per entity name.
+    """
+    view = MagicMock()
+    view.entities = ["user"]
+    view.feature_transformation = transformation
+    view.batch_source = MagicMock()
+    view.batch_source.field_mapping = {}
+    view.stream_source = None
+
+    task = MagicMock()
+    task.project = "test_project"
+    task.feature_view = view
+    task.only_latest = False
+
+    registry = MagicMock()
+    registry.get_entity.return_value = MagicMock(join_key="user_id")
+
+    builder = MockFeatureBuilder.__new__(MockFeatureBuilder)
+    builder.registry = registry
+    builder.task = task
+    builder.nodes = []
+    return builder, view
+
+
+# ---------------------------------------------------------------------------
+# Bug fix: TransformationMode.PYTHON must set feature_cols=[]
+#
+# Previously only "ray" and "pandas" were handled. "python" (the default mode
+# for @batch_feature_view) was missing, causing get_column_info to forward
+# the BFV *output* feature names (e.g. user_avg_rating) to the offline store
+# read step — columns that don't exist in raw source data — resulting in
+# UNRESOLVED_COLUMN errors at Spark analysis time.
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.parametrize(
+    "mode",
+    [
+        TransformationMode.PYTHON,
+        TransformationMode.PANDAS,
+        TransformationMode.RAY,
+        # String forms (getattr(mode, "value", None) path)
+        "python",
+        "pandas",
+        "ray",
+    ],
+)
+def test_get_column_info_clears_feature_cols_for_udf_modes(mode):
+    """
+    For transformation modes that compute output features from raw input
+    (python, pandas, ray), get_column_info must set feature_cols=[] so the
+    offline store read step issues SELECT * instead of projecting the output
+    feature names that don't exist in the raw source schema.
+    """
+    builder, view = _make_builder_for_column_info(_make_transformation(mode))
+
+    with patch(
+        "feast.infra.compute_engines.feature_builder._get_column_names",
+        return_value=_MOCK_COLUMN_NAMES,
+    ):
+        col_info = builder.get_column_info(view)
+
+    assert col_info.feature_cols == [], (
+        f"Expected feature_cols=[] for TransformationMode {mode!r}, "
+        f"got {col_info.feature_cols!r}. "
+        "The offline store read step must not project output feature names "
+        "that don't exist in the raw source schema."
+    )
+    assert col_info.join_keys == ["user_id"]
+    assert col_info.ts_col == "event_timestamp"
+
+
+@pytest.mark.parametrize(
+    "mode",
+    [
+        TransformationMode.SPARK_SQL,
+        TransformationMode.SQL,
+        TransformationMode.SPARK,
+        "spark_sql",
+        "sql",
+    ],
+)
+def test_get_column_info_preserves_feature_cols_for_non_udf_modes(mode):
+    """
+    SQL/Spark-SQL transformations operate on already-projected columns and
+    should NOT get feature_cols cleared — the source read must still select
+    the named feature columns explicitly.
+    """
+    builder, view = _make_builder_for_column_info(_make_transformation(mode))
+
+    with patch(
+        "feast.infra.compute_engines.feature_builder._get_column_names",
+        return_value=_MOCK_COLUMN_NAMES,
+    ):
+        col_info = builder.get_column_info(view)
+
+    assert col_info.feature_cols == ["user_avg_rating", "user_review_count"], (
+        f"Expected feature_cols to be preserved for mode {mode!r}, "
+        f"got {col_info.feature_cols!r}."
+    )
+
+
+def test_get_column_info_preserves_feature_cols_with_no_transformation():
+    """
+    A plain FeatureView (no transformation) must retain its feature column
+    names so the offline store read step selects only the required columns.
+    """
+    builder, view = _make_builder_for_column_info(None)
+
+    with patch(
+        "feast.infra.compute_engines.feature_builder._get_column_names",
+        return_value=_MOCK_COLUMN_NAMES,
+    ):
+        col_info = builder.get_column_info(view)
+
+    assert col_info.feature_cols == ["user_avg_rating", "user_review_count"]
diff --git a/sdk/python/tests/unit/infra/feature_servers/test_mcp_server.py b/sdk/python/tests/unit/infra/feature_servers/test_mcp_server.py
index b23372d9eab..7fe0fa3d99a 100644
--- a/sdk/python/tests/unit/infra/feature_servers/test_mcp_server.py
+++ b/sdk/python/tests/unit/infra/feature_servers/test_mcp_server.py
@@ -258,3 +258,68 @@ def test_add_mcp_support_if_enabled_transport_not_supported_fails(self, mock_add
 
         with self.assertRaises(McpTransportNotSupportedError):
             _add_mcp_support_if_enabled(mock_app, mock_store)
+
+
+class TestRestRegistryServerMCP(unittest.TestCase):
+    """Test MCP integration in RestRegistryServer."""
+
+    @patch("fastapi_mcp.FastApiMCP")
+    @patch("feast.api.registry.rest.rest_registry_server.RestRegistryServer._init_auth")
+    @patch(
+        "feast.api.registry.rest.rest_registry_server.RestRegistryServer._register_routes"
+    )
+    def test_mcp_mounted_when_enabled(
+        self, mock_register, mock_auth, mock_fast_api_mcp
+    ):
+        """Test that MCP is mounted on RestRegistryServer when registry.mcp.enabled is True."""
+        from feast.api.registry.rest.rest_registry_server import RestRegistryServer
+
+        mock_store = Mock()
+        mock_store.config.registry.mcp = SimpleNamespace(enabled=True)
+        mock_store.config.auth_config.type = "no_auth"
+        mock_store.registry = Mock()
+        mock_store.project = "test_project"
+
+        mock_mcp_instance = Mock()
+        mock_fast_api_mcp.return_value = mock_mcp_instance
+
+        server = RestRegistryServer(mock_store)
+
+        mock_fast_api_mcp.assert_called_once_with(server.app, name="feast-registry-mcp")
+        mock_mcp_instance.mount.assert_called_once()
+
+    @patch("feast.api.registry.rest.rest_registry_server.RestRegistryServer._init_auth")
+    @patch(
+        "feast.api.registry.rest.rest_registry_server.RestRegistryServer._register_routes"
+    )
+    def test_mcp_not_mounted_when_disabled(self, mock_register, mock_auth):
+        """Test that MCP is not mounted when registry.mcp.enabled is False."""
+        from feast.api.registry.rest.rest_registry_server import RestRegistryServer
+
+        mock_store = Mock()
+        mock_store.config.registry.mcp = SimpleNamespace(enabled=False)
+        mock_store.config.auth_config.type = "no_auth"
+        mock_store.registry = Mock()
+        mock_store.project = "test_project"
+
+        with patch("fastapi_mcp.FastApiMCP") as mock_fast_api_mcp:
+            RestRegistryServer(mock_store)
+            mock_fast_api_mcp.assert_not_called()
+
+    @patch("feast.api.registry.rest.rest_registry_server.RestRegistryServer._init_auth")
+    @patch(
+        "feast.api.registry.rest.rest_registry_server.RestRegistryServer._register_routes"
+    )
+    def test_mcp_not_mounted_when_mcp_config_absent(self, mock_register, mock_auth):
+        """Test that MCP is not mounted when registry.mcp is None."""
+        from feast.api.registry.rest.rest_registry_server import RestRegistryServer
+
+        mock_store = Mock()
+        mock_store.config.registry.mcp = None
+        mock_store.config.auth_config.type = "no_auth"
+        mock_store.registry = Mock()
+        mock_store.project = "test_project"
+
+        with patch("fastapi_mcp.FastApiMCP") as mock_fast_api_mcp:
+            RestRegistryServer(mock_store)
+            mock_fast_api_mcp.assert_not_called()
diff --git a/sdk/python/feast/loaders/__init__.py b/sdk/python/tests/unit/infra/offline_stores/contrib/mongodb_offline_store/__init__.py
similarity index 100%
rename from sdk/python/feast/loaders/__init__.py
rename to sdk/python/tests/unit/infra/offline_stores/contrib/mongodb_offline_store/__init__.py
diff --git a/sdk/python/tests/unit/infra/offline_stores/contrib/mongodb_offline_store/test_mongodb.py b/sdk/python/tests/unit/infra/offline_stores/contrib/mongodb_offline_store/test_mongodb.py
new file mode 100644
index 00000000000..8fabcf7b28a
--- /dev/null
+++ b/sdk/python/tests/unit/infra/offline_stores/contrib/mongodb_offline_store/test_mongodb.py
@@ -0,0 +1,1719 @@
+"""
+Unit tests for MongoDB offline store (mongodb.py).
+
+Tests the single-collection schema with grouped aggregation.  All feature
+views share one collection (``feature_history``) discriminated by the
+``feature_view`` field.
+
+Schema:
+    {
+        "entity_id":       bytes,  # serialized entity key
+        "feature_view":    str,    # discriminator
+        "features":        {"feat1": val, ...},
+        "event_timestamp": datetime,
+        "created_at":      datetime
+    }
+
+Docker-dependent tests are marked with ``@_requires_docker`` and are skipped
+when Docker is unavailable.
+"""
+
+import os
+import tempfile
+from datetime import datetime, timedelta
+from typing import Dict, Generator, Optional
+from unittest.mock import MagicMock, patch
+
+import pandas as pd
+import pyarrow
+import pytest
+import pytz
+
+pytest.importorskip("pymongo")
+
+from pymongo import MongoClient
+from testcontainers.mongodb import MongoDbContainer
+
+from feast import Entity, FeatureView, Field
+from feast.errors import SavedDatasetLocationAlreadyExists
+from feast.infra.key_encoding_utils import serialize_entity_key
+from feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb import (
+    MongoDBOfflineStore,
+    MongoDBOfflineStoreConfig,
+    MongoDBSource,
+)
+from feast.infra.offline_stores.file_source import SavedDatasetFileStorage
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import RepoConfig
+from feast.types import Float64, Int32, Int64, String
+from feast.value_type import ValueType
+
+# ---------------------------------------------------------------------------
+# Docker availability check
+# ---------------------------------------------------------------------------
+
+docker_available = False
+try:
+    import docker
+
+    try:
+        _docker_client = docker.from_env()
+        _docker_client.ping()
+        docker_available = True
+    except Exception:
+        pass
+except ImportError:
+    pass
+
+_requires_docker = pytest.mark.skipif(
+    not docker_available,
+    reason="Docker is not available or not running.",
+)
+
+ENTITY_KEY_VERSION = 3
+
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+
+def _make_entity_id(
+    join_keys: dict,
+    value_types: Optional[Dict[str, ValueType]] = None,
+) -> bytes:
+    """Serialize an entity key dict to bytes (matches offline_write_batch serialization)."""
+    entity_key = EntityKeyProto()
+    for key in sorted(join_keys.keys()):
+        entity_key.join_keys.append(key)
+        val = ValueProto()
+        value = join_keys[key]
+        declared_type = value_types.get(key) if value_types else None
+        if declared_type == ValueType.INT32:
+            val.int32_val = int(value)
+        elif declared_type == ValueType.INT64:
+            val.int64_val = int(value)
+        elif declared_type == ValueType.STRING:
+            val.string_val = str(value)
+        else:
+            if isinstance(value, bool):
+                val.bool_val = value
+            elif isinstance(value, int):
+                val.int64_val = value
+            elif isinstance(value, str):
+                val.string_val = value
+            else:
+                val.string_val = str(value)
+        entity_key.entity_values.append(val)
+    return serialize_entity_key(entity_key, ENTITY_KEY_VERSION)
+
+
+# ---------------------------------------------------------------------------
+# Fixtures
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture(scope="module")
+def mongodb_container() -> Generator[MongoDbContainer, None, None]:
+    container = MongoDbContainer(
+        "mongo:latest",
+        username="test",
+        password="test",  # pragma: allowlist secret
+    ).with_exposed_ports(27017)
+    container.start()
+    yield container
+    container.stop()
+
+
+@pytest.fixture
+def mongodb_connection_string(mongodb_container: MongoDbContainer) -> str:
+    exposed_port = mongodb_container.get_exposed_port(27017)
+    return f"mongodb://test:test@localhost:{exposed_port}"  # pragma: allowlist secret
+
+
+@pytest.fixture
+def repo_config(mongodb_connection_string: str) -> RepoConfig:
+    return RepoConfig(
+        project="test_project",
+        registry="memory://",
+        provider="local",
+        offline_store=MongoDBOfflineStoreConfig(
+            connection_string=mongodb_connection_string,
+            database="feast_test",
+            collection="feature_history",
+        ),
+        online_store={"type": "sqlite"},
+        entity_key_serialization_version=ENTITY_KEY_VERSION,
+    )
+
+
+@pytest.fixture
+def sample_data(mongodb_connection_string: str) -> datetime:
+    """Insert sample data using the feature_history schema.
+
+    4 documents: driver 1 at 3 timestamps, driver 2 at 1 timestamp.
+    """
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+    collection.drop()
+
+    now = datetime.now(tz=pytz.UTC)
+
+    docs = [
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats",
+            "features": {"conv_rate": 0.5, "acc_rate": 0.9},
+            "event_timestamp": now - timedelta(hours=2),
+            "created_at": now - timedelta(hours=2),
+        },
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats",
+            "features": {"conv_rate": 0.6, "acc_rate": 0.85},
+            "event_timestamp": now - timedelta(hours=1),
+            "created_at": now - timedelta(hours=1),
+        },
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats",
+            "features": {"conv_rate": 0.7, "acc_rate": 0.8},
+            "event_timestamp": now,
+            "created_at": now,
+        },
+        {
+            "entity_id": _make_entity_id({"driver_id": 2}),
+            "feature_view": "driver_stats",
+            "features": {"conv_rate": 0.3, "acc_rate": 0.95},
+            "event_timestamp": now - timedelta(hours=2),
+            "created_at": now - timedelta(hours=2),
+        },
+    ]
+    collection.insert_many(docs)
+    client.close()
+    return now
+
+
+@pytest.fixture
+def driver_source() -> MongoDBSource:
+    return MongoDBSource(
+        name="driver_stats",
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created_at",
+    )
+
+
+@pytest.fixture
+def driver_fv(driver_source: MongoDBSource) -> FeatureView:
+    driver_entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+    return FeatureView(
+        name="driver_stats",
+        entities=[driver_entity],
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="conv_rate", dtype=Float64),
+            Field(name="acc_rate", dtype=Float64),
+        ],
+        source=driver_source,
+        ttl=timedelta(days=1),
+    )
+
+
+# ---------------------------------------------------------------------------
+# Tests: pull_latest_from_table_or_query
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_pull_latest_from_table_or_query(
+    repo_config: RepoConfig, sample_data: datetime, driver_source: MongoDBSource
+) -> None:
+    """pull_latest returns the most recent row per entity within the time window."""
+    now = sample_data
+    job = MongoDBOfflineStore.pull_latest_from_table_or_query(
+        config=repo_config,
+        data_source=driver_source,
+        join_key_columns=["driver_id"],
+        feature_name_columns=["conv_rate", "acc_rate"],
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created_at",
+        start_date=now - timedelta(days=1),
+        end_date=now + timedelta(hours=1),
+    )
+
+    df = job.to_df()
+
+    assert isinstance(df, pd.DataFrame)
+    assert len(df) == 2  # Two unique entities
+
+    # Join key columns must be present in the output.
+    assert "driver_id" in df.columns, (
+        f"Expected 'driver_id' in output columns, got {list(df.columns)}"
+    )
+
+    conv_rates = sorted(df["conv_rate"].tolist())
+    assert conv_rates[0] == pytest.approx(0.3)  # Driver 2's only value
+    assert conv_rates[1] == pytest.approx(0.7)  # Driver 1's latest
+
+
+# ---------------------------------------------------------------------------
+# Tests: get_historical_features (training path — repeated entity IDs)
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_get_historical_features_training_path(
+    repo_config: RepoConfig, sample_data: datetime, driver_fv: FeatureView
+) -> None:
+    """Training path: repeated entity IDs at different timestamps → merge_asof PIT join."""
+    now = sample_data
+
+    entity_df = pd.DataFrame(
+        {
+            "driver_id": [1, 1, 2],
+            "event_timestamp": [
+                now - timedelta(hours=1, minutes=30),  # → conv_rate=0.5 (doc 2h ago)
+                now - timedelta(minutes=30),  # → conv_rate=0.6 (doc 1h ago)
+                now - timedelta(hours=1),  # → conv_rate=0.3 (only doc)
+            ],
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[driver_fv],
+        feature_refs=["driver_stats:conv_rate", "driver_stats:acc_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    result_df = job.to_df()
+    assert isinstance(result_df, pd.DataFrame)
+    assert len(result_df) == 3
+
+    result_df = result_df.sort_values(["driver_id", "event_timestamp"]).reset_index(
+        drop=True
+    )
+
+    # Driver 1, 1.5 hours ago → feature row from 2 hours ago
+    assert result_df.loc[0, "conv_rate"] == pytest.approx(0.5)
+    # Driver 1, 30 min ago → feature row from 1 hour ago
+    assert result_df.loc[1, "conv_rate"] == pytest.approx(0.6)
+    # Driver 2, 1 hour ago → only feature row (2 hours ago)
+    assert result_df.loc[2, "conv_rate"] == pytest.approx(0.3)
+
+
+# ---------------------------------------------------------------------------
+# Tests: training path created_at tiebreaker
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_training_path_created_at_tiebreaker(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """Training path must pick the highest created_at when event_timestamps tie.
+
+    Two docs for the same entity with identical event_timestamp but different
+    created_at values.  Without sorting fv_df on created_at, merge_asof would
+    pick whichever doc MongoDB returned first (undefined order).
+    """
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+    collection.drop()
+
+    now = datetime.now(tz=pytz.UTC)
+    t_feature = now - timedelta(hours=1)
+    created_early = now - timedelta(minutes=30)
+    created_late = now - timedelta(minutes=10)
+
+    driver_entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+    source = MongoDBSource(name="driver_stats_tiebreak")
+    fv = FeatureView(
+        name="driver_stats_tiebreak",
+        entities=[driver_entity],
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="conv_rate", dtype=Float64),
+        ],
+        source=source,
+        ttl=timedelta(days=1),
+    )
+
+    docs = [
+        # Same entity, same event_timestamp, earlier created_at → stale
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats_tiebreak",
+            "features": {"conv_rate": 0.1},
+            "event_timestamp": t_feature,
+            "created_at": created_early,
+        },
+        # Same entity, same event_timestamp, later created_at → should win
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats_tiebreak",
+            "features": {"conv_rate": 0.9},
+            "event_timestamp": t_feature,
+            "created_at": created_late,
+        },
+    ]
+    collection.insert_many(docs)
+    client.close()
+
+    # Repeated entity → forces training path (merge_asof)
+    entity_df = pd.DataFrame(
+        {
+            "driver_id": [1, 1],
+            "event_timestamp": [now, now],
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[fv],
+        feature_refs=["driver_stats_tiebreak:conv_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    result_df = job.to_df()
+    assert len(result_df) == 2
+
+    # Both rows should get conv_rate=0.9 (the doc with later created_at)
+    for idx in range(len(result_df)):
+        assert result_df.loc[idx, "conv_rate"] == pytest.approx(0.9), (
+            f"Row {idx}: expected 0.9 (latest created_at) but got "
+            f"{result_df.loc[idx, 'conv_rate']!r}. "
+            f"Training path may not be sorting by created_at."
+        )
+
+
+# ---------------------------------------------------------------------------
+# Tests: get_historical_features (scoring path — unique entity IDs)
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_get_historical_features_scoring_path(
+    repo_config: RepoConfig, sample_data: datetime, driver_fv: FeatureView
+) -> None:
+    """Scoring path: unique entity IDs → server-side $group dedup, vectorized join."""
+    now = sample_data
+
+    # Unique entity IDs → scoring path uses $group
+    entity_df = pd.DataFrame(
+        {
+            "driver_id": [1, 2],
+            "event_timestamp": [now, now],
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[driver_fv],
+        feature_refs=["driver_stats:conv_rate", "driver_stats:acc_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    result_df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+    assert len(result_df) == 2
+
+    # Driver 1: latest value at or before now
+    assert result_df.loc[0, "conv_rate"] == pytest.approx(0.7)
+    assert result_df.loc[0, "acc_rate"] == pytest.approx(0.8)
+
+    # Driver 2: only value (2 hours ago)
+    assert result_df.loc[1, "conv_rate"] == pytest.approx(0.3)
+    assert result_df.loc[1, "acc_rate"] == pytest.approx(0.95)
+
+
+# ---------------------------------------------------------------------------
+# Tests: pull_all_from_table_or_query
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_pull_all_from_table_or_query(
+    repo_config: RepoConfig, sample_data: datetime, driver_source: MongoDBSource
+) -> None:
+    """pull_all returns all rows in the time window without deduplication."""
+    now = sample_data
+    job = MongoDBOfflineStore.pull_all_from_table_or_query(
+        config=repo_config,
+        data_source=driver_source,
+        join_key_columns=["driver_id"],
+        feature_name_columns=["conv_rate", "acc_rate"],
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created_at",
+        start_date=now - timedelta(hours=1, minutes=30),
+        end_date=now + timedelta(hours=1),
+    )
+
+    df = job.to_df()
+    assert isinstance(df, pd.DataFrame)
+    # 2 rows in window: driver 1 at 1h ago and driver 1 at now.
+    # Excludes: driver 1 at 2h ago (before start_date) and driver 2 at 2h ago.
+    assert len(df) == 2
+
+    # Join key columns must be present in the output.
+    assert "driver_id" in df.columns, (
+        f"Expected 'driver_id' in output columns, got {list(df.columns)}"
+    )
+
+
+# ---------------------------------------------------------------------------
+# Tests: TTL
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_ttl_excludes_stale_features(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """TTL causes stale feature values to be returned as NULL."""
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+
+    now = datetime.now(tz=pytz.UTC)
+
+    ttl_docs = [
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats_ttl",
+            "features": {"conv_rate": 0.9},
+            "event_timestamp": now - timedelta(hours=1),
+            "created_at": now - timedelta(hours=1),
+        },
+        {
+            "entity_id": _make_entity_id({"driver_id": 2}),
+            "feature_view": "driver_stats_ttl",
+            "features": {"conv_rate": 0.5},
+            "event_timestamp": now - timedelta(days=2),  # Stale
+            "created_at": now - timedelta(days=2),
+        },
+    ]
+    collection.insert_many(ttl_docs)
+    client.close()
+
+    ttl_source = MongoDBSource(
+        name="driver_stats_ttl",
+        timestamp_field="event_timestamp",
+    )
+    driver_entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+    ttl_fv = FeatureView(
+        name="driver_stats_ttl",
+        entities=[driver_entity],
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="conv_rate", dtype=Float64),
+        ],
+        source=ttl_source,
+        ttl=timedelta(days=1),
+    )
+
+    entity_df = pd.DataFrame({"driver_id": [1, 2], "event_timestamp": [now, now]})
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[ttl_fv],
+        feature_refs=["driver_stats_ttl:conv_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    result_df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+
+    # Driver 1: fresh → has value
+    assert result_df.loc[0, "conv_rate"] == pytest.approx(0.9)
+
+    # Driver 2: stale (2 days ago, TTL=1 day) → NULL
+    assert pd.isna(result_df.loc[1, "conv_rate"])
+
+
+# ---------------------------------------------------------------------------
+# Tests: K-collapse (multiple FVs, same join key signature)
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_k_collapse_multiple_feature_views(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """K=2 FVs sharing the same join key are resolved in a single aggregation group."""
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+
+    now = datetime.now(tz=pytz.UTC)
+
+    docs = [
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats_k",
+            "features": {"rating": 4.8},
+            "event_timestamp": now - timedelta(hours=1),
+            "created_at": now - timedelta(hours=1),
+        },
+        {
+            "entity_id": _make_entity_id({"driver_id": 2}),
+            "feature_view": "driver_stats_k",
+            "features": {"rating": 4.5},
+            "event_timestamp": now - timedelta(hours=1),
+            "created_at": now - timedelta(hours=1),
+        },
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "vehicle_stats_k",
+            "features": {"vehicle_age": 2, "mileage": 50000},
+            "event_timestamp": now - timedelta(hours=1),
+            "created_at": now - timedelta(hours=1),
+        },
+        {
+            "entity_id": _make_entity_id({"driver_id": 2}),
+            "feature_view": "vehicle_stats_k",
+            "features": {"vehicle_age": 5, "mileage": 120000},
+            "event_timestamp": now - timedelta(hours=1),
+            "created_at": now - timedelta(hours=1),
+        },
+    ]
+    collection.insert_many(docs)
+    client.close()
+
+    driver_source_k = MongoDBSource(name="driver_stats_k")
+    vehicle_source_k = MongoDBSource(name="vehicle_stats_k")
+
+    driver_entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+
+    driver_fv_k = FeatureView(
+        name="driver_stats_k",
+        entities=[driver_entity],
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="rating", dtype=Float64),
+        ],
+        source=driver_source_k,
+        ttl=timedelta(days=1),
+    )
+
+    vehicle_fv_k = FeatureView(
+        name="vehicle_stats_k",
+        entities=[driver_entity],
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="vehicle_age", dtype=Int64),
+            Field(name="mileage", dtype=Int64),
+        ],
+        source=vehicle_source_k,
+        ttl=timedelta(days=1),
+    )
+
+    entity_df = pd.DataFrame({"driver_id": [1, 2], "event_timestamp": [now, now]})
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[driver_fv_k, vehicle_fv_k],
+        feature_refs=[
+            "driver_stats_k:rating",
+            "vehicle_stats_k:vehicle_age",
+            "vehicle_stats_k:mileage",
+        ],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    result_df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+
+    assert len(result_df) == 2
+    assert set(result_df.columns) >= {"driver_id", "rating", "vehicle_age", "mileage"}
+
+    assert result_df.loc[0, "rating"] == pytest.approx(4.8)
+    assert result_df.loc[0, "vehicle_age"] == 2
+    assert result_df.loc[0, "mileage"] == 50000
+
+    assert result_df.loc[1, "rating"] == pytest.approx(4.5)
+    assert result_df.loc[1, "vehicle_age"] == 5
+    assert result_df.loc[1, "mileage"] == 120000
+
+
+# ---------------------------------------------------------------------------
+# Tests: mixed join key cardinality (scoring_path per-FV)
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_mixed_join_key_cardinality(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """FVs with different join key sets must not lose data via $group.
+
+    FV_A uses (user_id), FV_B uses (user_id, device_id).
+    entity_df has two rows: (user=1, device=X, t=09:00) and (user=1, device=Y, t=10:00).
+    Unique on (user_id, device_id), but user_id=1 appears twice.
+
+    For FV_A, both rows map to the same entity_id.  The old code would use
+    the scoring path ($group) globally, discarding older docs for user_id=1.
+    The fix detects that FV_A's entity_id is non-unique and falls back to
+    merge_asof for FV_A while FV_B can still use the scoring path.
+    """
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+
+    now = datetime.now(tz=pytz.UTC)
+    t_0800 = now - timedelta(hours=2)  # 08:00
+    t_0900 = now - timedelta(hours=1)  # 09:00
+    t_0930 = now - timedelta(minutes=30)  # 09:30
+
+    user_entity = Entity(
+        name="user_id", join_keys=["user_id"], value_type=ValueType.INT64
+    )
+    device_entity = Entity(
+        name="device_id", join_keys=["device_id"], value_type=ValueType.STRING
+    )
+
+    # FV_A: keyed on user_id only
+    source_a = MongoDBSource(name="user_prefs")
+    fv_a = FeatureView(
+        name="user_prefs",
+        entities=[user_entity],
+        schema=[
+            Field(name="user_id", dtype=Int64),
+            Field(name="theme", dtype=String),
+        ],
+        source=source_a,
+        ttl=timedelta(days=1),
+    )
+
+    # FV_B: keyed on (user_id, device_id)
+    source_b = MongoDBSource(name="device_stats")
+    fv_b = FeatureView(
+        name="device_stats",
+        entities=[user_entity, device_entity],
+        schema=[
+            Field(name="user_id", dtype=Int64),
+            Field(name="device_id", dtype=String),
+            Field(name="battery", dtype=Float64),
+        ],
+        source=source_b,
+        ttl=timedelta(days=1),
+    )
+
+    # Insert docs for FV_A (user_id only key)
+    # Two docs for user 1: one at 08:00 ("dark") and one at 09:30 ("light")
+    docs = [
+        {
+            "entity_id": _make_entity_id({"user_id": 1}),
+            "feature_view": "user_prefs",
+            "features": {"theme": "dark"},
+            "event_timestamp": t_0800,
+            "created_at": t_0800,
+        },
+        {
+            "entity_id": _make_entity_id({"user_id": 1}),
+            "feature_view": "user_prefs",
+            "features": {"theme": "light"},
+            "event_timestamp": t_0930,
+            "created_at": t_0930,
+        },
+        # FV_B: keyed on (user_id, device_id)
+        {
+            "entity_id": _make_entity_id({"device_id": "X", "user_id": 1}),
+            "feature_view": "device_stats",
+            "features": {"battery": 0.8},
+            "event_timestamp": t_0800,
+            "created_at": t_0800,
+        },
+        {
+            "entity_id": _make_entity_id({"device_id": "Y", "user_id": 1}),
+            "feature_view": "device_stats",
+            "features": {"battery": 0.6},
+            "event_timestamp": t_0800,
+            "created_at": t_0800,
+        },
+    ]
+    collection.insert_many(docs)
+    client.close()
+
+    # entity_df: two rows, unique on (user_id, device_id) but NOT on user_id
+    entity_df = pd.DataFrame(
+        {
+            "user_id": [1, 1],
+            "device_id": ["X", "Y"],
+            "event_timestamp": [t_0900, now],  # 09:00 and 10:00
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[fv_a, fv_b],
+        feature_refs=["user_prefs:theme", "device_stats:battery"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+        strict_pit=True,
+    )
+
+    result_df = job.to_df().sort_values("device_id").reset_index(drop=True)
+
+    assert len(result_df) == 2
+
+    # Row 0: device=X, request at 09:00
+    # FV_A (user_id=1): 09:30 doc is AFTER 09:00 (strict_pit), 08:00 doc is valid → "dark"
+    # FV_B (user=1, device=X): 08:00 doc is before 09:00 → battery=0.8
+    assert result_df.loc[0, "theme"] == "dark", (
+        f"Expected 'dark' for row at 09:00 but got {result_df.loc[0, 'theme']!r}. "
+        "The scoring path $group may have discarded the 08:00 doc."
+    )
+    assert result_df.loc[0, "battery"] == pytest.approx(0.8)
+
+    # Row 1: device=Y, request at 10:00
+    # FV_A (user_id=1): 09:30 doc is before 10:00 → "light"
+    # FV_B (user=1, device=Y): 08:00 doc is before 10:00 → battery=0.6
+    assert result_df.loc[1, "theme"] == "light"
+    assert result_df.loc[1, "battery"] == pytest.approx(0.6)
+
+
+# ---------------------------------------------------------------------------
+# Tests: heterogeneous timestamps prevent scoring path
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_heterogeneous_timestamps_fall_back_to_training_path(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """Unique entity IDs but different request timestamps must use training path.
+
+    Entity A requests at 09:00, Entity B at 10:00.
+    Doc for A: 08:00 (valid) and 09:30 (future for A's request).
+    Doc for B: 09:00 (valid).
+
+    If the scoring path were used, $group with $lte max_ts=10:00 would pick
+    the 09:30 doc for A.  future_mask would null it, but the valid 08:00 doc
+    was already discarded.  The training path (merge_asof) correctly returns
+    the 08:00 doc for A.
+    """
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+
+    now = datetime.now(tz=pytz.UTC)
+    t_0800 = now - timedelta(hours=2)
+    t_0900 = now - timedelta(hours=1)
+    t_0930 = now - timedelta(minutes=30)
+
+    driver_entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+    source = MongoDBSource(name="driver_stats_het")
+    fv = FeatureView(
+        name="driver_stats_het",
+        entities=[driver_entity],
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="conv_rate", dtype=Float64),
+        ],
+        source=source,
+        ttl=timedelta(days=1),
+    )
+
+    docs = [
+        # Driver 1: valid doc at 08:00
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats_het",
+            "features": {"conv_rate": 0.5},
+            "event_timestamp": t_0800,
+            "created_at": t_0800,
+        },
+        # Driver 1: doc at 09:30 (future relative to driver 1's request at 09:00)
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats_het",
+            "features": {"conv_rate": 0.9},
+            "event_timestamp": t_0930,
+            "created_at": t_0930,
+        },
+        # Driver 2: valid doc at 09:00
+        {
+            "entity_id": _make_entity_id({"driver_id": 2}),
+            "feature_view": "driver_stats_het",
+            "features": {"conv_rate": 0.7},
+            "event_timestamp": t_0900,
+            "created_at": t_0900,
+        },
+    ]
+    collection.insert_many(docs)
+    client.close()
+
+    # Different request timestamps: driver 1 at 09:00, driver 2 at 10:00
+    entity_df = pd.DataFrame(
+        {
+            "driver_id": [1, 2],
+            "event_timestamp": [t_0900, now],
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[fv],
+        feature_refs=["driver_stats_het:conv_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+        strict_pit=True,
+    )
+
+    result_df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+    assert len(result_df) == 2
+
+    # Driver 1: request at 09:00, 09:30 doc is future → must return 08:00 doc (0.5)
+    assert result_df.loc[0, "conv_rate"] == pytest.approx(0.5), (
+        f"Expected 0.5 for driver 1 (08:00 doc) but got "
+        f"{result_df.loc[0, 'conv_rate']!r}. The scoring path may have "
+        f"discarded the valid older doc via $group."
+    )
+
+    # Driver 2: request at 10:00, 09:00 doc is valid → 0.7
+    assert result_df.loc[1, "conv_rate"] == pytest.approx(0.7)
+
+
+# ---------------------------------------------------------------------------
+# Tests: overlapping feature names
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_overlapping_feature_names_full_feature_names(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """full_feature_names=True prevents collision when multiple FVs share a feature name."""
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+
+    now = datetime.now(tz=pytz.UTC)
+
+    docs = []
+    for fv_name, score_val in [
+        ("fv_overlap_a", 1.0),
+        ("fv_overlap_b", 2.0),
+        ("fv_overlap_c", 3.0),
+    ]:
+        for driver_id in [1, 2]:
+            docs.append(
+                {
+                    "entity_id": _make_entity_id({"driver_id": driver_id}),
+                    "feature_view": fv_name,
+                    "features": {"score": score_val + driver_id * 0.1},
+                    "event_timestamp": now - timedelta(hours=1),
+                    "created_at": now - timedelta(hours=1),
+                }
+            )
+    collection.insert_many(docs)
+    client.close()
+
+    driver_entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+    fvs = []
+    feature_refs = []
+    for fv_name in ["fv_overlap_a", "fv_overlap_b", "fv_overlap_c"]:
+        source = MongoDBSource(name=fv_name)
+        fv = FeatureView(
+            name=fv_name,
+            entities=[driver_entity],
+            schema=[
+                Field(name="driver_id", dtype=Int64),
+                Field(name="score", dtype=Float64),
+            ],
+            source=source,
+            ttl=timedelta(days=1),
+        )
+        fvs.append(fv)
+        feature_refs.append(f"{fv_name}:score")
+
+    entity_df = pd.DataFrame({"driver_id": [1, 2], "event_timestamp": [now, now]})
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=fvs,
+        feature_refs=feature_refs,
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=True,
+    )
+    result_df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+
+    assert len(result_df) == 2
+    assert "fv_overlap_a__score" in result_df.columns
+    assert "fv_overlap_b__score" in result_df.columns
+    assert "fv_overlap_c__score" in result_df.columns
+
+    assert result_df.loc[0, "fv_overlap_a__score"] == pytest.approx(1.1)
+    assert result_df.loc[0, "fv_overlap_b__score"] == pytest.approx(2.1)
+    assert result_df.loc[0, "fv_overlap_c__score"] == pytest.approx(3.1)
+    assert result_df.loc[1, "fv_overlap_a__score"] == pytest.approx(1.2)
+    assert result_df.loc[1, "fv_overlap_b__score"] == pytest.approx(2.2)
+    assert result_df.loc[1, "fv_overlap_c__score"] == pytest.approx(3.2)
+
+
+# ---------------------------------------------------------------------------
+# Tests: compound join keys
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_compound_join_keys(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """Compound join keys (user_id + device_id) are serialized and matched correctly."""
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+
+    now = datetime.now(tz=pytz.UTC)
+
+    docs = [
+        {
+            "entity_id": _make_entity_id({"user_id": 1, "device_id": "mobile"}),
+            "feature_view": "user_device_features",
+            "features": {"app_opens": 50},
+            "event_timestamp": now - timedelta(hours=2),
+            "created_at": now - timedelta(hours=2),
+        },
+        {
+            "entity_id": _make_entity_id({"user_id": 1, "device_id": "mobile"}),
+            "feature_view": "user_device_features",
+            "features": {"app_opens": 55},  # Latest
+            "event_timestamp": now - timedelta(hours=1),
+            "created_at": now - timedelta(hours=1),
+        },
+        {
+            "entity_id": _make_entity_id({"user_id": 1, "device_id": "desktop"}),
+            "feature_view": "user_device_features",
+            "features": {"app_opens": 10},
+            "event_timestamp": now - timedelta(hours=1),
+            "created_at": now - timedelta(hours=1),
+        },
+        {
+            "entity_id": _make_entity_id({"user_id": 2, "device_id": "tablet"}),
+            "feature_view": "user_device_features",
+            "features": {"app_opens": 25},
+            "event_timestamp": now - timedelta(hours=1),
+            "created_at": now - timedelta(hours=1),
+        },
+    ]
+    collection.insert_many(docs)
+    client.close()
+
+    source = MongoDBSource(name="user_device_features")
+    user_entity = Entity(
+        name="user_id", join_keys=["user_id"], value_type=ValueType.INT64
+    )
+    device_entity = Entity(
+        name="device_id", join_keys=["device_id"], value_type=ValueType.STRING
+    )
+
+    fv = FeatureView(
+        name="user_device_features",
+        entities=[user_entity, device_entity],
+        schema=[
+            Field(name="user_id", dtype=Int64),
+            Field(name="device_id", dtype=String),
+            Field(name="app_opens", dtype=Int64),
+        ],
+        source=source,
+        ttl=timedelta(days=1),
+    )
+
+    # pull_latest: one row per unique (user_id, device_id)
+    job = MongoDBOfflineStore.pull_latest_from_table_or_query(
+        config=repo_config,
+        data_source=source,
+        join_key_columns=["user_id", "device_id"],
+        feature_name_columns=["app_opens"],
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created_at",
+        start_date=now - timedelta(days=1),
+        end_date=now + timedelta(hours=1),
+    )
+
+    df = job.to_df()
+    assert len(df) == 3
+
+    app_opens_values = sorted(df["app_opens"].tolist())
+    assert 10 in app_opens_values
+    assert 25 in app_opens_values
+    assert 55 in app_opens_values
+
+    # get_historical_features with compound keys
+    entity_df = pd.DataFrame(
+        {
+            "user_id": [1, 1, 2],
+            "device_id": ["mobile", "desktop", "tablet"],
+            "event_timestamp": [now, now, now],
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[fv],
+        feature_refs=["user_device_features:app_opens"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    result_df = job.to_df()
+    assert len(result_df) == 3
+
+    result_df = result_df.sort_values(["user_id", "device_id"]).reset_index(drop=True)
+
+    assert result_df.loc[0, "app_opens"] == 10  # user 1, desktop
+    assert result_df.loc[1, "app_opens"] == 55  # user 1, mobile (latest)
+    assert result_df.loc[2, "app_opens"] == 25  # user 2, tablet
+
+
+# ---------------------------------------------------------------------------
+# Tests: extra columns in entity_df
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_entity_df_with_extra_columns(
+    repo_config: RepoConfig, sample_data: datetime, driver_fv: FeatureView
+) -> None:
+    """Label columns in entity_df must not corrupt entity key serialization."""
+    now = sample_data
+
+    entity_df = pd.DataFrame(
+        {
+            "driver_id": [1, 1, 2],
+            "event_timestamp": [
+                now - timedelta(hours=1, minutes=30),
+                now - timedelta(minutes=30),
+                now - timedelta(hours=1),
+            ],
+            "trip_success": [1, 0, 1],  # label — must not enter entity key
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[driver_fv],
+        feature_refs=["driver_stats:conv_rate", "driver_stats:acc_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    result_df = job.to_df()
+    assert isinstance(result_df, pd.DataFrame)
+    assert len(result_df) == 3
+    assert "trip_success" in result_df.columns
+    assert sorted(result_df["trip_success"].tolist()) == [0, 1, 1]
+
+    assert result_df["conv_rate"].notna().all(), (
+        "conv_rate is null — label column was likely included in entity key serialization."
+    )
+
+    result_df = result_df.sort_values(["driver_id", "event_timestamp"]).reset_index(
+        drop=True
+    )
+    assert result_df.loc[0, "conv_rate"] == pytest.approx(0.5)
+    assert result_df.loc[1, "conv_rate"] == pytest.approx(0.6)
+    assert result_df.loc[2, "conv_rate"] == pytest.approx(0.3)
+
+
+# ---------------------------------------------------------------------------
+# Tests: INT32 entity key
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_int32_entity_key(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """INT32 entity keys use int32_val in the proto, not int64_val.
+
+    offline_write_batch must serialize INT32 entities with int32_val so that
+    the bytes match what get_historical_features produces.
+    """
+    driver_entity = Entity(
+        name="order_id", join_keys=["order_id"], value_type=ValueType.INT32
+    )
+    source = MongoDBSource(name="order_features")
+    fv = FeatureView(
+        name="order_features",
+        entities=[driver_entity],
+        schema=[
+            Field(name="order_id", dtype=Int32),
+            Field(name="amount", dtype=Float64),
+        ],
+        source=source,
+        ttl=timedelta(days=1),
+    )
+
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    client["feast_test"]["feature_history"].drop()
+    client.close()
+
+    now = datetime.now(tz=pytz.UTC)
+
+    # Write via offline_write_batch (uses mongodb.py's serializer)
+    df = pd.DataFrame(
+        {
+            "order_id": [1, 2],
+            "amount": [100.0, 200.0],
+            "event_timestamp": [now - timedelta(hours=1), now - timedelta(hours=1)],
+            "created_at": [now, now],
+        }
+    )
+    table = pyarrow.Table.from_pandas(df)
+
+    MongoDBOfflineStore.offline_write_batch(
+        config=repo_config,
+        feature_view=fv,
+        table=table,
+        progress=None,
+    )
+
+    entity_df = pd.DataFrame(
+        {
+            "order_id": [1, 2],
+            "event_timestamp": [now, now],
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[fv],
+        feature_refs=["order_features:amount"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    result_df = job.to_df().sort_values("order_id").reset_index(drop=True)
+    assert len(result_df) == 2
+    assert result_df["amount"].notna().all(), (
+        "amount is null — INT32 entity key serialization mismatch between "
+        "offline_write_batch and get_historical_features."
+    )
+    assert result_df.loc[0, "amount"] == pytest.approx(100.0)
+    assert result_df.loc[1, "amount"] == pytest.approx(200.0)
+
+
+# ---------------------------------------------------------------------------
+# Tests: persist
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_persist_writes_parquet(
+    repo_config: RepoConfig,
+    sample_data: datetime,
+    driver_fv: FeatureView,
+) -> None:
+    """persist() writes the joined result to a parquet file."""
+    now = sample_data
+
+    entity_df = pd.DataFrame(
+        {
+            "driver_id": [1, 2],
+            "event_timestamp": [now, now - timedelta(hours=2)],
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[driver_fv],
+        feature_refs=["driver_stats:conv_rate", "driver_stats:acc_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    with tempfile.NamedTemporaryFile(suffix=".parquet", delete=False) as f:
+        path = f.name
+
+    try:
+        os.unlink(path)  # persist creates the file; it must not already exist
+        job.persist(SavedDatasetFileStorage(path=path))
+
+        assert os.path.exists(path)
+        result_df = pd.read_parquet(path)
+        assert len(result_df) == 2
+        assert {"driver_id", "conv_rate", "acc_rate", "event_timestamp"}.issubset(
+            result_df.columns
+        )
+    finally:
+        if os.path.exists(path):
+            os.unlink(path)
+
+
+@_requires_docker
+def test_persist_raises_if_file_exists(
+    repo_config: RepoConfig,
+    sample_data: datetime,
+    driver_fv: FeatureView,
+) -> None:
+    """persist() raises SavedDatasetLocationAlreadyExists when the file already exists."""
+    now = sample_data
+
+    entity_df = pd.DataFrame({"driver_id": [1], "event_timestamp": [now]})
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[driver_fv],
+        feature_refs=["driver_stats:conv_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    with tempfile.NamedTemporaryFile(suffix=".parquet", delete=False) as f:
+        path = f.name
+
+    try:
+        with pytest.raises(SavedDatasetLocationAlreadyExists):
+            job.persist(SavedDatasetFileStorage(path=path), allow_overwrite=False)
+    finally:
+        if os.path.exists(path):
+            os.unlink(path)
+
+
+@_requires_docker
+def test_persist_allow_overwrite(
+    repo_config: RepoConfig,
+    sample_data: datetime,
+    driver_fv: FeatureView,
+) -> None:
+    """persist(allow_overwrite=True) replaces any existing file."""
+    now = sample_data
+
+    entity_df = pd.DataFrame({"driver_id": [1], "event_timestamp": [now]})
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[driver_fv],
+        feature_refs=["driver_stats:conv_rate", "driver_stats:acc_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    with tempfile.NamedTemporaryFile(suffix=".parquet", delete=False) as f:
+        path = f.name
+        f.write(b"stale content")
+
+    try:
+        job.persist(SavedDatasetFileStorage(path=path), allow_overwrite=True)
+
+        result_df = pd.read_parquet(path)
+        assert len(result_df) == 1
+        assert "driver_id" in result_df.columns
+    finally:
+        if os.path.exists(path):
+            os.unlink(path)
+
+
+# ---------------------------------------------------------------------------
+# Tests: offline_write_batch round-trip
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_offline_write_batch_round_trip(
+    repo_config: RepoConfig,
+    mongodb_connection_string: str,
+    driver_fv: FeatureView,
+) -> None:
+    """offline_write_batch writes documents that get_historical_features reads back."""
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    client["feast_test"]["feature_history"].drop()
+    client.close()
+
+    now = datetime.now(tz=pytz.UTC)
+
+    df = pd.DataFrame(
+        {
+            "driver_id": [1, 2],
+            "conv_rate": [0.8, 0.6],
+            "acc_rate": [0.9, 0.7],
+            "event_timestamp": [now - timedelta(hours=1), now - timedelta(hours=1)],
+            "created_at": [now, now],
+        }
+    )
+    table = pyarrow.Table.from_pandas(df)
+
+    MongoDBOfflineStore.offline_write_batch(
+        config=repo_config,
+        feature_view=driver_fv,
+        table=table,
+        progress=None,
+    )
+
+    # Verify document structure
+    client = MongoClient(mongodb_connection_string)
+    docs = list(
+        client["feast_test"]["feature_history"].find(
+            {"feature_view": "driver_stats"}, {"_id": 0}
+        )
+    )
+    client.close()
+
+    assert len(docs) == 2
+    doc = docs[0]
+    assert isinstance(doc["entity_id"], bytes), "entity_id must be serialized bytes"
+    assert doc["feature_view"] == "driver_stats"
+    assert set(doc["features"].keys()) == {"conv_rate", "acc_rate"}
+    assert "event_timestamp" in doc
+    assert "created_at" in doc
+
+    # Round-trip: read back via get_historical_features
+    entity_df = pd.DataFrame({"driver_id": [1, 2], "event_timestamp": [now, now]})
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[driver_fv],
+        feature_refs=["driver_stats:conv_rate", "driver_stats:acc_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+    )
+
+    result_df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+    assert len(result_df) == 2
+    assert result_df["conv_rate"].notna().all(), (
+        "conv_rate is null — offline_write_batch and get_historical_features "
+        "produced different entity_id bytes."
+    )
+    assert result_df.loc[0, "conv_rate"] == pytest.approx(0.8)
+    assert result_df.loc[0, "acc_rate"] == pytest.approx(0.9)
+    assert result_df.loc[1, "conv_rate"] == pytest.approx(0.6)
+    assert result_df.loc[1, "acc_rate"] == pytest.approx(0.7)
+
+
+# ---------------------------------------------------------------------------
+# Tests: max_ts overshoot (strict_pit semantics)
+# ---------------------------------------------------------------------------
+
+
+@_requires_docker
+def test_scoring_path_nulls_future_doc(
+    repo_config: RepoConfig, mongodb_connection_string: str, driver_fv: FeatureView
+) -> None:
+    """strict_pit=True: a doc whose timestamp is after the entity request time → NULL.
+
+    Scenario:
+        Entity A requests features at 09:00.
+        The only available document is at 10:30 (after the request time).
+        With strict_pit=True the scoring path must return NULL for entity A.
+
+    This exercises the ``future_mask`` in the scoring path.  The aggregation
+    uses ``max_ts`` as the server-side upper bound, so the 10:30 doc IS
+    fetched from MongoDB.  The Python-side ``future_mask`` is what nulls it.
+    """
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+    collection.drop()
+
+    base = datetime.now(tz=pytz.UTC).replace(microsecond=0)
+    request_a = base.replace(hour=9, minute=0, second=0)
+    request_b = base.replace(hour=11, minute=0, second=0)
+    doc_ts_a = base.replace(hour=10, minute=30, second=0)  # after A's request time
+    doc_ts_b = base.replace(hour=10, minute=0, second=0)  # before B's request time
+
+    # Replace with fixed dates to avoid day-boundary issues
+    from datetime import timezone
+
+    now = datetime.now(tz=timezone.utc)
+    request_a = now - timedelta(hours=3)  # 3 hours ago
+    request_b = now  # now
+    doc_ts_a = now - timedelta(
+        hours=1
+    )  # 1 hour ago — AFTER request_a, BEFORE request_b
+    doc_ts_b = now - timedelta(hours=2)  # 2 hours ago — before both requests
+
+    docs = [
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats_pit",
+            "features": {"conv_rate": 0.9},
+            "event_timestamp": doc_ts_a,
+            "created_at": doc_ts_a,
+        },
+        {
+            "entity_id": _make_entity_id({"driver_id": 2}),
+            "feature_view": "driver_stats_pit",
+            "features": {"conv_rate": 0.5},
+            "event_timestamp": doc_ts_b,
+            "created_at": doc_ts_b,
+        },
+    ]
+    collection.insert_many(docs)
+    client.close()
+
+    pit_source = MongoDBSource(
+        name="driver_stats_pit", timestamp_field="event_timestamp"
+    )
+    driver_entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+    pit_fv = FeatureView(
+        name="driver_stats_pit",
+        entities=[driver_entity],
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="conv_rate", dtype=Float64),
+        ],
+        source=pit_source,
+        ttl=timedelta(days=7),
+    )
+
+    # Unique entity IDs → scoring path
+    entity_df = pd.DataFrame(
+        {
+            "driver_id": [1, 2],
+            "event_timestamp": [request_a, request_b],
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[pit_fv],
+        feature_refs=["driver_stats_pit:conv_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+        strict_pit=True,
+    )
+
+    result_df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+    assert len(result_df) == 2
+
+    # Driver 1: only doc is at doc_ts_a which is AFTER request_a → NULL
+    assert pd.isna(result_df.loc[0, "conv_rate"]), (
+        f"Expected NULL for driver 1 (doc at {doc_ts_a} is after request at "
+        f"{request_a}), got {result_df.loc[0, 'conv_rate']!r}"
+    )
+
+    # Driver 2: doc is at doc_ts_b which is BEFORE request_b → value returned
+    assert result_df.loc[1, "conv_rate"] == pytest.approx(0.5)
+
+
+@_requires_docker
+def test_scoring_path_nulls_future_doc_chunk_size_1(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """Same as test_scoring_path_nulls_future_doc but with CHUNK_SIZE=1.
+
+    With CHUNK_SIZE=1 each entity is processed in its own chunk.  Per-chunk
+    ``max_ts`` equals that entity's own request timestamp, so the 10:30 doc
+    for entity A is never even fetched from MongoDB (server-side filter).
+    Either way, the result for entity A must be NULL and entity B must have
+    a value.
+    """
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+    collection.drop()
+
+    from datetime import timezone
+
+    now = datetime.now(tz=timezone.utc)
+    request_a = now - timedelta(hours=3)
+    request_b = now
+    doc_ts_a = now - timedelta(hours=1)  # after request_a
+    doc_ts_b = now - timedelta(hours=2)  # before both
+
+    docs = [
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats_pit2",
+            "features": {"conv_rate": 0.9},
+            "event_timestamp": doc_ts_a,
+            "created_at": doc_ts_a,
+        },
+        {
+            "entity_id": _make_entity_id({"driver_id": 2}),
+            "feature_view": "driver_stats_pit2",
+            "features": {"conv_rate": 0.5},
+            "event_timestamp": doc_ts_b,
+            "created_at": doc_ts_b,
+        },
+    ]
+    collection.insert_many(docs)
+    client.close()
+
+    pit_source = MongoDBSource(
+        name="driver_stats_pit2", timestamp_field="event_timestamp"
+    )
+    driver_entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+    pit_fv = FeatureView(
+        name="driver_stats_pit2",
+        entities=[driver_entity],
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="conv_rate", dtype=Float64),
+        ],
+        source=pit_source,
+        ttl=timedelta(days=7),
+    )
+
+    entity_df = pd.DataFrame(
+        {
+            "driver_id": [1, 2],
+            "event_timestamp": [request_a, request_b],
+        }
+    )
+
+    mongodb_module = "feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb"
+
+    # Force CHUNK_SIZE=1 so each entity is in its own chunk
+    with patch(f"{mongodb_module}._CHUNK_SIZE", 1):
+        job = MongoDBOfflineStore.get_historical_features(
+            config=repo_config,
+            feature_views=[pit_fv],
+            feature_refs=["driver_stats_pit2:conv_rate"],
+            entity_df=entity_df,
+            registry=MagicMock(),
+            project=repo_config.project,
+            full_feature_names=False,
+            strict_pit=True,
+        )
+        result_df = job.to_df().sort_values("driver_id").reset_index(drop=True)
+
+    assert len(result_df) == 2
+
+    # Driver 1: doc at doc_ts_a (after request_a) → NULL regardless of chunk boundary
+    assert pd.isna(result_df.loc[0, "conv_rate"]), (
+        f"Expected NULL for driver 1 with CHUNK_SIZE=1, got "
+        f"{result_df.loc[0, 'conv_rate']!r}"
+    )
+
+    # Driver 2: doc at doc_ts_b (before request_b) → value returned
+    assert result_df.loc[1, "conv_rate"] == pytest.approx(0.5)
+
+
+@_requires_docker
+def test_strict_pit_false_returns_future_doc(
+    repo_config: RepoConfig, mongodb_connection_string: str
+) -> None:
+    """strict_pit=False: future doc IS returned (real-time inference mode).
+
+    Same scenario as test_scoring_path_nulls_future_doc:
+        Entity A requests at 3 hours ago; only doc is at 1 hour ago (future).
+
+    With strict_pit=False the future_mask is suppressed and the most recent
+    document is returned regardless of whether it post-dates the request time.
+    This is correct for real-time scoring where you always want the latest
+    observation.
+    """
+    client: MongoClient = MongoClient(mongodb_connection_string)
+    db = client["feast_test"]
+    collection = db["feature_history"]
+    collection.drop()
+
+    from datetime import timezone
+
+    now = datetime.now(tz=timezone.utc)
+    request_a = now - timedelta(hours=3)
+    doc_ts_a = now - timedelta(hours=1)  # AFTER request_a
+
+    docs = [
+        {
+            "entity_id": _make_entity_id({"driver_id": 1}),
+            "feature_view": "driver_stats_pit3",
+            "features": {"conv_rate": 0.9},
+            "event_timestamp": doc_ts_a,
+            "created_at": doc_ts_a,
+        },
+    ]
+    collection.insert_many(docs)
+    client.close()
+
+    pit_source = MongoDBSource(
+        name="driver_stats_pit3", timestamp_field="event_timestamp"
+    )
+    driver_entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+    pit_fv = FeatureView(
+        name="driver_stats_pit3",
+        entities=[driver_entity],
+        schema=[
+            Field(name="driver_id", dtype=Int64),
+            Field(name="conv_rate", dtype=Float64),
+        ],
+        source=pit_source,
+        ttl=timedelta(days=7),
+    )
+
+    entity_df = pd.DataFrame(
+        {
+            "driver_id": [1],
+            "event_timestamp": [request_a],
+        }
+    )
+
+    job = MongoDBOfflineStore.get_historical_features(
+        config=repo_config,
+        feature_views=[pit_fv],
+        feature_refs=["driver_stats_pit3:conv_rate"],
+        entity_df=entity_df,
+        registry=MagicMock(),
+        project=repo_config.project,
+        full_feature_names=False,
+        strict_pit=False,  # Accept future doc
+    )
+
+    result_df = job.to_df().reset_index(drop=True)
+    assert len(result_df) == 1
+
+    # With strict_pit=False the doc at doc_ts_a (after request_a) IS returned
+    assert result_df.loc[0, "conv_rate"] == pytest.approx(0.9), (
+        f"Expected conv_rate=0.9 with strict_pit=False but got "
+        f"{result_df.loc[0, 'conv_rate']!r}. The future_mask may not be "
+        f"correctly suppressed."
+    )
diff --git a/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_bfv_compute_on_read.py b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_bfv_compute_on_read.py
new file mode 100644
index 00000000000..130583a13b1
--- /dev/null
+++ b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_bfv_compute_on_read.py
@@ -0,0 +1,223 @@
+"""
+Unit tests for BFV compute-on-read in SparkOfflineStore.get_historical_features().
+
+Verifies that BatchFeatureViews with a UDF have their transformation applied
+during get_historical_features(), with the transformed DataFrame registered as
+a temp view that replaces the raw table_subquery in the PIT join.
+"""
+
+from dataclasses import replace
+from unittest.mock import MagicMock
+
+import pytest
+
+from feast.batch_feature_view import BatchFeatureView
+from feast.feature_view import FeatureView
+from feast.infra.offline_stores import offline_utils
+from feast.infra.offline_stores.contrib.spark_offline_store.spark import (
+    _apply_bfv_transformations,
+)
+from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import (
+    SparkSource,
+)
+from feast.transformation.base import Transformation
+
+
+@pytest.fixture()
+def spark_session():
+    mock = MagicMock()
+    mock.sql.return_value = MagicMock(name="source_df")
+    return mock
+
+
+@pytest.fixture()
+def spark_source():
+    source = MagicMock(spec=SparkSource)
+    source.get_table_query_string.return_value = "`raw_events`"
+    return source
+
+
+@pytest.fixture()
+def base_query_context():
+    return offline_utils.FeatureViewQueryContext(
+        name="my_bfv",
+        ttl=3600,
+        entities=["user_id"],
+        features=["avg_rating"],
+        field_mapping={},
+        timestamp_field="event_timestamp",
+        created_timestamp_column=None,
+        table_subquery="`raw_events`",
+        entity_selections=["user_id AS user_id"],
+        min_event_timestamp="2023-01-01T00:00:00",
+        max_event_timestamp="2024-01-01T00:00:00",
+        date_partition_column=None,
+        timestamp_field_type=None,
+    )
+
+
+def _make_bfv(name: str, spark_source, has_udf: bool = True):
+    """Create a mock BatchFeatureView with optional UDF."""
+    fv = MagicMock(spec=BatchFeatureView)
+    fv.name = name
+    fv.projection = MagicMock()
+    fv.projection.name_to_use.return_value = name
+    fv.batch_source = spark_source
+    fv.source_views = []
+
+    if has_udf:
+        transformation = MagicMock(spec=Transformation)
+        transformed_df = MagicMock(name="transformed_df")
+        transformation.udf = MagicMock(return_value=transformed_df)
+        fv.feature_transformation = transformation
+        fv.udf = transformation.udf
+    else:
+        fv.feature_transformation = None
+        fv.udf = None
+
+    return fv
+
+
+def _make_plain_fv(name: str, spark_source):
+    """Create a mock plain FeatureView (not a BatchFeatureView)."""
+    fv = MagicMock(spec=FeatureView)
+    fv.name = name
+    fv.projection = MagicMock()
+    fv.projection.name_to_use.return_value = name
+    fv.batch_source = spark_source
+    fv.feature_transformation = None
+    fv.udf = None
+    return fv
+
+
+class TestApplyBfvTransformations:
+    def test_bfv_with_udf_replaces_table_subquery(
+        self, spark_session, spark_source, base_query_context
+    ):
+        """BFV with a UDF should have its table_subquery replaced with a temp view."""
+        bfv = _make_bfv("my_bfv", spark_source)
+        contexts = [base_query_context]
+
+        result = _apply_bfv_transformations(spark_session, [bfv], contexts)
+
+        assert len(result) == 1
+        assert result[0].table_subquery != "`raw_events`"
+        assert result[0].table_subquery.startswith("feast_bfv_")
+
+    def test_bfv_udf_is_invoked_with_source_df(
+        self, spark_session, spark_source, base_query_context
+    ):
+        """The UDF should be called with the DataFrame read from the raw source."""
+        bfv = _make_bfv("my_bfv", spark_source)
+        contexts = [base_query_context]
+
+        _apply_bfv_transformations(spark_session, [bfv], contexts)
+
+        sql_arg = spark_session.sql.call_args[0][0]
+        assert "SELECT * FROM `raw_events`" in sql_arg
+        assert "WHERE" in sql_arg
+        source_df = spark_session.sql.return_value
+        bfv.feature_transformation.udf.assert_called_once_with(source_df)
+
+    def test_transformed_df_registered_as_temp_view(
+        self, spark_session, spark_source, base_query_context
+    ):
+        """The transformed DataFrame should be registered as a temp view."""
+        bfv = _make_bfv("my_bfv", spark_source)
+        transformed_df = bfv.feature_transformation.udf.return_value
+        contexts = [base_query_context]
+
+        result = _apply_bfv_transformations(spark_session, [bfv], contexts)
+
+        transformed_df.createOrReplaceTempView.assert_called_once()
+        view_name = transformed_df.createOrReplaceTempView.call_args[0][0]
+        assert view_name == result[0].table_subquery
+
+    def test_plain_feature_view_unchanged(
+        self, spark_session, spark_source, base_query_context
+    ):
+        """Plain FeatureViews (not BFV) should pass through without modification."""
+        fv = _make_plain_fv("my_bfv", spark_source)
+        contexts = [base_query_context]
+
+        result = _apply_bfv_transformations(spark_session, [fv], contexts)
+
+        assert result[0].table_subquery == "`raw_events`"
+        spark_session.sql.assert_not_called()
+
+    def test_bfv_without_udf_unchanged(
+        self, spark_session, spark_source, base_query_context
+    ):
+        """BFV without a UDF should pass through without modification."""
+        bfv = _make_bfv("my_bfv", spark_source, has_udf=False)
+        contexts = [base_query_context]
+
+        result = _apply_bfv_transformations(spark_session, [bfv], contexts)
+
+        assert result[0].table_subquery == "`raw_events`"
+        spark_session.sql.assert_not_called()
+
+    def test_mixed_views_only_transforms_bfvs(
+        self, spark_session, spark_source, base_query_context
+    ):
+        """With mixed BFV and plain FVs, only BFVs with UDFs get transformed."""
+        bfv = _make_bfv("my_bfv", spark_source)
+        plain_fv = _make_plain_fv("plain_fv", spark_source)
+
+        ctx_bfv = base_query_context
+        ctx_plain = replace(
+            base_query_context,
+            name="plain_fv",
+            features=["some_feature"],
+        )
+
+        result = _apply_bfv_transformations(
+            spark_session, [bfv, plain_fv], [ctx_bfv, ctx_plain]
+        )
+
+        assert result[0].table_subquery.startswith("feast_bfv_")
+        assert result[1].table_subquery == "`raw_events`"
+
+    def test_time_range_filter_applied(
+        self, spark_session, spark_source, base_query_context
+    ):
+        """Source query should include time bounds from the context."""
+        bfv = _make_bfv("my_bfv", spark_source)
+        contexts = [base_query_context]
+
+        _apply_bfv_transformations(spark_session, [bfv], contexts)
+
+        sql_arg = spark_session.sql.call_args[0][0]
+        assert "2023-01-01" in sql_arg
+        assert "2024-01-01" in sql_arg
+        assert "event_timestamp" in sql_arg
+
+    def test_time_range_filter_with_none_min_timestamp(
+        self, spark_session, spark_source, base_query_context
+    ):
+        """When min_event_timestamp is None (no TTL), query should still work."""
+        bfv = _make_bfv("my_bfv", spark_source)
+        ctx = replace(base_query_context, min_event_timestamp=None)
+
+        result = _apply_bfv_transformations(spark_session, [bfv], [ctx])
+
+        assert result[0].table_subquery.startswith("feast_bfv_")
+        sql_arg = spark_session.sql.call_args[0][0]
+        assert "2024-01-01" in sql_arg
+
+    def test_other_context_fields_preserved(
+        self, spark_session, spark_source, base_query_context
+    ):
+        """All fields besides table_subquery should remain unchanged."""
+        bfv = _make_bfv("my_bfv", spark_source)
+        contexts = [base_query_context]
+
+        result = _apply_bfv_transformations(spark_session, [bfv], contexts)
+
+        assert result[0].name == base_query_context.name
+        assert result[0].ttl == base_query_context.ttl
+        assert result[0].entities == base_query_context.entities
+        assert result[0].features == base_query_context.features
+        assert result[0].timestamp_field == base_query_context.timestamp_field
+        assert result[0].min_event_timestamp == base_query_context.min_event_timestamp
+        assert result[0].max_event_timestamp == base_query_context.max_event_timestamp
diff --git a/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_offline_store_pull_all.py b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_offline_store_pull_all.py
new file mode 100644
index 00000000000..c29b89db001
--- /dev/null
+++ b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_offline_store_pull_all.py
@@ -0,0 +1,172 @@
+"""
+Unit tests for SparkOfflineStore.pull_all_from_table_or_query SQL generation.
+
+Covers the bug where feature_name_columns=[] (signalling "read all source
+columns" for BatchFeatureView UDF transformations) caused a bare
+  SELECT user_id, event_timestamp FROM source
+instead of SELECT *, silently dropping all columns the UDF needs.
+"""
+
+from datetime import datetime, timezone
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+from feast.infra.offline_stores.contrib.spark_offline_store.spark import (  # noqa: E402
+    SparkOfflineStore,
+    SparkOfflineStoreConfig,
+)
+from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import (  # noqa: E402
+    SparkSource,
+)
+from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig  # noqa: E402
+from feast.repo_config import RepoConfig  # noqa: E402
+
+# ---------------------------------------------------------------------------
+# Shared fixtures
+# ---------------------------------------------------------------------------
+
+START = datetime(2023, 1, 1, tzinfo=timezone.utc)
+END = datetime(2024, 1, 1, tzinfo=timezone.utc)
+
+# Fixed table name returned by the mocked get_table_query_string
+_TABLE_EXPR = "`raw_reviews`"
+
+
+@pytest.fixture()
+def repo_config():
+    return RepoConfig(
+        registry="file:///tmp/registry.db",
+        project="test",
+        provider="local",
+        online_store=SqliteOnlineStoreConfig(type="sqlite"),
+        offline_store=SparkOfflineStoreConfig(type="spark"),
+    )
+
+
+@pytest.fixture()
+def spark_source():
+    return SparkSource(
+        name="raw_reviews",
+        path="s3a://bucket/processed/reviews/",
+        file_format="parquet",
+        timestamp_field="event_timestamp",
+    )
+
+
+def _run_pull_all(repo_config, spark_source, feature_name_columns):
+    """
+    Call pull_all_from_table_or_query with a mocked SparkSession and mocked
+    data-source table resolution, then return the SQL query string.
+
+    Two things are patched so no real Spark/S3 access occurs:
+      1. get_spark_session_or_start_new_with_repoconfig → MagicMock session
+      2. spark_source.get_table_query_string → fixed table expression
+         (avoids SparkSource.validate / _load_dataframe_from_path hitting S3)
+    """
+    mock_spark = MagicMock()
+
+    with (
+        patch(
+            "feast.infra.offline_stores.contrib.spark_offline_store.spark"
+            ".get_spark_session_or_start_new_with_repoconfig",
+            return_value=mock_spark,
+        ),
+        patch.object(
+            spark_source,
+            "get_table_query_string",
+            return_value=_TABLE_EXPR,
+        ),
+    ):
+        job = SparkOfflineStore.pull_all_from_table_or_query(
+            config=repo_config,
+            data_source=spark_source,
+            join_key_columns=["user_id"],
+            feature_name_columns=feature_name_columns,
+            timestamp_field="event_timestamp",
+            created_timestamp_column=None,
+            start_date=START,
+            end_date=END,
+        )
+
+    return job.query.strip()
+
+
+def test_pull_all_with_empty_feature_cols_generates_select_star(
+    repo_config, spark_source
+):
+    """
+    feature_name_columns=[] must produce SELECT * so UDF-based
+    BatchFeatureViews receive all raw source columns for aggregation.
+    """
+    sql = _run_pull_all(repo_config, spark_source, feature_name_columns=[])
+
+    assert sql.startswith("SELECT *"), (
+        "Expected 'SELECT *' when feature_name_columns=[], "
+        f"got: {sql[:120]!r}\n\n"
+        "BatchFeatureView UDFs need all raw source columns to compute "
+        "aggregations — projecting only join key + timestamp silently "
+        "drops rating, text, helpful_vote, etc."
+    )
+    assert "user_id" not in sql.split("FROM")[0], (
+        "SELECT * must not also explicitly list join key columns"
+    )
+
+
+def test_pull_all_with_feature_cols_generates_explicit_projection(
+    repo_config, spark_source
+):
+    """
+    When feature_name_columns is non-empty (normal FeatureView path),
+    the query must project only the requested columns — not SELECT *.
+    """
+    sql = _run_pull_all(
+        repo_config,
+        spark_source,
+        feature_name_columns=["avg_rating", "review_count"],
+    )
+
+    assert "SELECT *" not in sql, (
+        "Non-empty feature_name_columns must produce explicit SELECT projection, not SELECT *"
+    )
+    assert "avg_rating" in sql
+    assert "review_count" in sql
+    assert "user_id" in sql
+    assert "event_timestamp" in sql
+
+
+def test_pull_all_empty_feature_cols_upstream_regression(repo_config, spark_source):
+    """
+    Regression guard: the upstream (unfixed) behaviour with feature_name_columns=[]
+    produced a query that only selected join key + timestamp, dropping all columns
+    the UDF needs. Verify the fixed code does NOT produce that broken query.
+
+    Broken upstream SQL looked like:
+      SELECT user_id, event_timestamp FROM ... WHERE ...
+    """
+    sql = _run_pull_all(repo_config, spark_source, feature_name_columns=[])
+
+    projection = sql.split("FROM")[0]
+    assert "user_id" not in projection, (
+        "Upstream bug: query projected only 'user_id, event_timestamp', "
+        "silently dropping all columns needed by the BFV UDF. "
+        "Fixed query should use SELECT *."
+    )
+
+
+@pytest.mark.parametrize(
+    "feature_cols,expect_star",
+    [
+        ([], True),
+        (["f1"], False),
+        (["f1", "f2", "f3"], False),
+    ],
+)
+def test_pull_all_select_star_only_when_feature_cols_empty(
+    repo_config, spark_source, feature_cols, expect_star
+):
+    sql = _run_pull_all(repo_config, spark_source, feature_name_columns=feature_cols)
+    has_star = sql.strip().upper().startswith("SELECT *")
+    assert has_star == expect_star, (
+        f"feature_cols={feature_cols!r}: expected SELECT *={expect_star}, got SQL: {sql[:100]!r}"
+    )
diff --git a/sdk/python/tests/unit/infra/offline_stores/test_bigquery.py b/sdk/python/tests/unit/infra/offline_stores/test_bigquery.py
index 7dbf06e94a8..132339e1034 100644
--- a/sdk/python/tests/unit/infra/offline_stores/test_bigquery.py
+++ b/sdk/python/tests/unit/infra/offline_stores/test_bigquery.py
@@ -152,3 +152,223 @@ def test_pull_all_from_table_or_query_partition_pruning(mock_get_bigquery_client
     )
     assert "partition_date >= '2021-01-01'" in actual_query
     assert "partition_date <= '2021-01-02'" in actual_query
+
+
+@patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+def test_pull_latest_date_type_timestamp_field(mock_get_bigquery_client):
+    mock_get_bigquery_client.return_value = Mock()
+    test_repo_config = RepoConfig(
+        registry="gs://ml-test/repo/registry.db",
+        project="test",
+        provider="gcp",
+        online_store=SqliteOnlineStoreConfig(type="sqlite"),
+        offline_store=BigQueryOfflineStoreConfig(type="bigquery", dataset="feast"),
+    )
+    test_data_source = BigQuerySource(
+        table="project:dataset.table",
+        timestamp_field="event_date",
+        timestamp_field_type="DATE",
+    )
+    retrieval_job = BigQueryOfflineStore.pull_latest_from_table_or_query(
+        config=test_repo_config,
+        data_source=test_data_source,
+        join_key_columns=["driver_id"],
+        feature_name_columns=["feature1"],
+        timestamp_field="event_date",
+        created_timestamp_column=None,
+        start_date=datetime(2021, 1, 1, tzinfo=timezone.utc),
+        end_date=datetime(2021, 1, 2, tzinfo=timezone.utc),
+    )
+    actual_query = retrieval_job.to_sql()
+    assert (
+        "event_date BETWEEN DATE('2021-01-01') AND DATE('2021-01-02')" in actual_query
+    )
+    assert "TIMESTAMP(" not in actual_query
+
+
+@patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+def test_pull_all_date_type_timestamp_field(mock_get_bigquery_client):
+    mock_get_bigquery_client.return_value = Mock()
+    test_repo_config = RepoConfig(
+        registry="gs://ml-test/repo/registry.db",
+        project="test",
+        provider="gcp",
+        online_store=SqliteOnlineStoreConfig(type="sqlite"),
+        offline_store=BigQueryOfflineStoreConfig(type="bigquery", dataset="feast"),
+    )
+    test_data_source = BigQuerySource(
+        table="project:dataset.table",
+        timestamp_field="event_date",
+        timestamp_field_type="DATE",
+    )
+    retrieval_job = BigQueryOfflineStore.pull_all_from_table_or_query(
+        config=test_repo_config,
+        data_source=test_data_source,
+        join_key_columns=["driver_id"],
+        feature_name_columns=["feature1"],
+        timestamp_field="event_date",
+        start_date=datetime(2021, 1, 1, tzinfo=timezone.utc),
+        end_date=datetime(2021, 1, 2, tzinfo=timezone.utc),
+    )
+    actual_query = retrieval_job.to_sql()
+    assert (
+        "event_date BETWEEN DATE('2021-01-01') AND DATE('2021-01-02')" in actual_query
+    )
+    assert "TIMESTAMP(" not in actual_query
+
+
+@patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+def test_pull_latest_date_type_with_partition_column(mock_get_bigquery_client):
+    mock_get_bigquery_client.return_value = Mock()
+    test_repo_config = RepoConfig(
+        registry="gs://ml-test/repo/registry.db",
+        project="test",
+        provider="gcp",
+        online_store=SqliteOnlineStoreConfig(type="sqlite"),
+        offline_store=BigQueryOfflineStoreConfig(type="bigquery", dataset="feast"),
+    )
+    test_data_source = BigQuerySource(
+        table="project:dataset.table",
+        timestamp_field="event_date",
+        timestamp_field_type="DATE",
+        date_partition_column="_PARTITIONDATE",
+    )
+    retrieval_job = BigQueryOfflineStore.pull_latest_from_table_or_query(
+        config=test_repo_config,
+        data_source=test_data_source,
+        join_key_columns=["driver_id"],
+        feature_name_columns=["feature1"],
+        timestamp_field="event_date",
+        created_timestamp_column=None,
+        start_date=datetime(2021, 1, 1, tzinfo=timezone.utc),
+        end_date=datetime(2021, 1, 2, tzinfo=timezone.utc),
+    )
+    actual_query = retrieval_job.to_sql()
+    assert "DATE('2021-01-01')" in actual_query
+    assert "DATE('2021-01-02')" in actual_query
+    assert "_PARTITIONDATE >= '2021-01-01'" in actual_query
+    assert "_PARTITIONDATE <= '2021-01-02'" in actual_query
+
+
+def test_bigquery_source_date_type_proto_roundtrip():
+    source = BigQuerySource(
+        table="project:dataset.table",
+        timestamp_field="event_date",
+        timestamp_field_type="DATE",
+        date_partition_column="_PARTITIONDATE",
+    )
+    proto = source.to_proto()
+    restored = BigQuerySource.from_proto(proto)
+    assert restored.timestamp_field_type == "DATE"
+    assert restored.date_partition_column == "_PARTITIONDATE"
+    assert restored.timestamp_field == "event_date"
+    assert source == restored
+
+
+class TestBigQuerySourceGetTableQueryString:
+    def test_table_only(self):
+        source = BigQuerySource(
+            name="test",
+            table="project.dataset.table",
+            timestamp_field="ts",
+        )
+        assert source.get_table_query_string() == "`project.dataset.table`"
+
+    def test_query_only(self):
+        source = BigQuerySource(
+            name="test",
+            query="SELECT * FROM `project.dataset.table` WHERE active = TRUE",
+            timestamp_field="ts",
+        )
+        assert (
+            source.get_table_query_string()
+            == "(SELECT * FROM `project.dataset.table` WHERE active = TRUE)"
+        )
+
+    def test_both_table_and_query_prefers_query(self):
+        """When both table and query are set, query takes priority for reads."""
+        query = (
+            "SELECT * FROM `project.dataset.table`"
+            " QUALIFY ROW_NUMBER() OVER (PARTITION BY entity_id, event_time) = 1"
+        )
+        source = BigQuerySource(
+            name="test",
+            table="project.dataset.table",
+            query=query,
+            timestamp_field="ts",
+        )
+        result = source.get_table_query_string()
+        assert result.startswith("(")
+        assert "QUALIFY" in result
+        assert result != "`project.dataset.table`"
+
+    def test_table_property_unaffected_by_query_priority(self):
+        """The .table property is still accessible for write paths."""
+        source = BigQuerySource(
+            name="test",
+            table="project.dataset.write_target",
+            query="SELECT * FROM `project.dataset.write_target` WHERE deduped",
+            timestamp_field="ts",
+        )
+        assert source.table == "project.dataset.write_target"
+
+
+class TestOfflineWriteBatch:
+    @patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+    def test_offline_write_batch_enables_list_inference(self, mock_get_client):
+        """LoadJobConfig must set parquet_options.enable_list_inference = True
+        so that BigQuery correctly interprets PyArrow list columns from parquet.
+        """
+        from unittest.mock import MagicMock
+
+        source = BigQuerySource(
+            name="test",
+            table="project.dataset.table",
+            timestamp_field="ts",
+        )
+        fv = MagicMock()
+        fv.batch_source = source
+
+        pa_schema = pyarrow.schema(
+            [
+                pyarrow.field("entity_id", pyarrow.string()),
+                pyarrow.field("tags", pyarrow.list_(pyarrow.string())),
+                pyarrow.field("ts", pyarrow.timestamp("us", tz="UTC")),
+            ]
+        )
+        pa_table = pyarrow.table(
+            {
+                "entity_id": ["e1"],
+                "tags": [["a", "b"]],
+                "ts": [datetime(2024, 1, 1, tzinfo=timezone.utc)],
+            },
+            schema=pa_schema,
+        )
+
+        mock_client = MagicMock()
+        mock_get_client.return_value = mock_client
+        mock_client.load_table_from_file.return_value = MagicMock()
+
+        config = RepoConfig(
+            registry="gs://test/registry.db",
+            project="test",
+            provider="gcp",
+            offline_store=BigQueryOfflineStoreConfig(project_id="test-project"),
+            online_store=SqliteOnlineStoreConfig(),
+        )
+
+        with patch(
+            "feast.infra.offline_stores.offline_utils.get_pyarrow_schema_from_batch_source",
+            return_value=(pa_schema, pa_table.column_names),
+        ):
+            BigQueryOfflineStore.offline_write_batch(
+                config=config,
+                feature_view=fv,
+                table=pa_table,
+                progress=None,
+            )
+
+        call_kwargs = mock_client.load_table_from_file.call_args
+        job_config = call_kwargs[1]["job_config"]
+        assert job_config.parquet_options is not None
+        assert job_config.parquet_options.enable_list_inference is True
diff --git a/sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py b/sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py
index 7e5558e19d7..ddd73af53c6 100644
--- a/sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py
+++ b/sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py
@@ -1050,3 +1050,107 @@ def tracking_client(*args, **kwargs):
         f"Expected 1 shared client for thread-safety, "
         f"got {len(set(dynamodb_clients))} unique clients"
     )
+
+
+@mock_dynamodb
+def test_dynamodb_online_store_online_read_with_requested_features(
+    repo_config, dynamodb_online_store
+):
+    """Test that requested_features filters returned features."""
+    n_samples = 5
+    db_table_name = f"{TABLE_NAME}_requested_features"
+    create_test_table(PROJECT, db_table_name, REGION)
+    data = create_n_customer_test_samples(n=n_samples)
+    insert_data_test_table(data, PROJECT, db_table_name, REGION)
+
+    entity_keys, features, *rest = zip(*data)
+    returned_items = dynamodb_online_store.online_read(
+        config=repo_config,
+        table=MockFeatureView(name=db_table_name),
+        entity_keys=entity_keys,
+        requested_features=["name", "age"],
+    )
+    assert len(returned_items) == n_samples
+    for _, feat_dict in returned_items:
+        assert feat_dict is not None
+        assert "name" in feat_dict
+        assert "age" in feat_dict
+        assert "avg_orders_day" not in feat_dict
+
+
+@mock_dynamodb
+def test_dynamodb_online_store_online_read_without_requested_features(
+    repo_config, dynamodb_online_store
+):
+    """Test that omitting requested_features returns all features."""
+    n_samples = 5
+    db_table_name = f"{TABLE_NAME}_all_features"
+    create_test_table(PROJECT, db_table_name, REGION)
+    data = create_n_customer_test_samples(n=n_samples)
+    insert_data_test_table(data, PROJECT, db_table_name, REGION)
+
+    entity_keys, features, *rest = zip(*data)
+    returned_items = dynamodb_online_store.online_read(
+        config=repo_config,
+        table=MockFeatureView(name=db_table_name),
+        entity_keys=entity_keys,
+        requested_features=None,
+    )
+    assert len(returned_items) == n_samples
+    for _, feat_dict in returned_items:
+        assert feat_dict is not None
+        assert set(feat_dict.keys()) == {"avg_orders_day", "name", "age"}
+
+
+def test_build_projection_expression():
+    """Test that _build_projection_expression generates correct DynamoDB expressions."""
+    result = DynamoDBOnlineStore._build_projection_expression(["feat_a", "feat_b"])
+    assert result is not None
+    assert "#entity_id" in result["ProjectionExpression"]
+    assert "#event_ts" in result["ProjectionExpression"]
+    assert "#vals.#feat0" in result["ProjectionExpression"]
+    assert "#vals.#feat1" in result["ProjectionExpression"]
+    attr_names = result["ExpressionAttributeNames"]
+    assert attr_names["#vals"] == "values"
+    assert attr_names["#feat0"] == "feat_a"
+    assert attr_names["#feat1"] == "feat_b"
+
+
+def test_build_projection_expression_none():
+    """Test that _build_projection_expression returns None for empty input."""
+    assert DynamoDBOnlineStore._build_projection_expression(None) is None
+    assert DynamoDBOnlineStore._build_projection_expression([]) is None
+
+
+@mock_dynamodb
+def test_dynamodb_online_store_online_read_requested_features_parallel(
+    dynamodb_online_store,
+):
+    """Test that requested_features works across parallel batches."""
+    small_batch_config = RepoConfig(
+        registry=REGISTRY,
+        project=PROJECT,
+        provider=PROVIDER,
+        online_store=DynamoDBOnlineStoreConfig(region=REGION, batch_size=5),
+        offline_store=DaskOfflineStoreConfig(),
+        entity_key_serialization_version=3,
+    )
+    n_samples = 15
+    db_table_name = f"{TABLE_NAME}_requested_parallel"
+    create_test_table(PROJECT, db_table_name, REGION)
+    data = create_n_customer_test_samples(n=n_samples)
+    insert_data_test_table(data, PROJECT, db_table_name, REGION)
+
+    entity_keys, features, *rest = zip(*data)
+    returned_items = dynamodb_online_store.online_read(
+        config=small_batch_config,
+        table=MockFeatureView(name=db_table_name),
+        entity_keys=entity_keys,
+        requested_features=["age"],
+    )
+    assert len(returned_items) == n_samples
+    for _, feat_dict in returned_items:
+        assert feat_dict is not None
+        assert "age" in feat_dict
+        assert "name" not in feat_dict
+        assert "avg_orders_day" not in feat_dict
diff --git a/sdk/python/tests/unit/infra/online_store/test_dynamodb_versioning.py b/sdk/python/tests/unit/infra/online_store/test_dynamodb_versioning.py
new file mode 100644
index 00000000000..492d68494d8
--- /dev/null
+++ b/sdk/python/tests/unit/infra/online_store/test_dynamodb_versioning.py
@@ -0,0 +1,128 @@
+"""Unit tests for DynamoDB online store feature view versioning."""
+
+from datetime import timedelta
+from unittest.mock import MagicMock
+
+from feast import Entity, FeatureView
+from feast.field import Field
+from feast.types import Float32
+from feast.value_type import ValueType
+
+
+def _make_feature_view(name="driver_stats", version_number=None, version_tag=None):
+    entity = Entity(
+        name="driver_id",
+        join_keys=["driver_id"],
+        value_type=ValueType.INT64,
+    )
+    fv = FeatureView(
+        name=name,
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[Field(name="trips_today", dtype=Float32)],
+    )
+    if version_number is not None:
+        fv.current_version_number = version_number
+    if version_tag is not None:
+        fv.projection.version_tag = version_tag
+    return fv
+
+
+def _make_config(project="test_project", versioning=False):
+    config = MagicMock()
+    config.project = project
+    config.entity_key_serialization_version = 2
+    config.registry.enable_online_feature_view_versioning = versioning
+    return config
+
+
+def _make_online_config(template="{project}.{table_name}"):
+    online_config = MagicMock()
+    online_config.table_name_template = template
+    return online_config
+
+
+class TestGetTableName:
+    """Test _get_table_name with versioning enabled/disabled."""
+
+    def test_no_versioning(self):
+        from feast.infra.online_stores.dynamodb import _get_table_name
+
+        fv = _make_feature_view()
+        config = _make_config(versioning=False)
+        online_config = _make_online_config()
+        assert _get_table_name(online_config, config, fv) == "test_project.driver_stats"
+
+    def test_versioning_enabled_with_version(self):
+        from feast.infra.online_stores.dynamodb import _get_table_name
+
+        fv = _make_feature_view(version_number=2)
+        config = _make_config(versioning=True)
+        online_config = _make_online_config()
+        assert (
+            _get_table_name(online_config, config, fv) == "test_project.driver_stats_v2"
+        )
+
+    def test_projection_version_tag_takes_priority(self):
+        from feast.infra.online_stores.dynamodb import _get_table_name
+
+        fv = _make_feature_view(version_number=1, version_tag=3)
+        config = _make_config(versioning=True)
+        online_config = _make_online_config()
+        assert (
+            _get_table_name(online_config, config, fv) == "test_project.driver_stats_v3"
+        )
+
+    def test_version_zero_no_suffix(self):
+        from feast.infra.online_stores.dynamodb import _get_table_name
+
+        fv = _make_feature_view(version_number=0)
+        config = _make_config(versioning=True)
+        online_config = _make_online_config()
+        assert _get_table_name(online_config, config, fv) == "test_project.driver_stats"
+
+    def test_versioning_enabled_no_version_set(self):
+        from feast.infra.online_stores.dynamodb import _get_table_name
+
+        fv = _make_feature_view()
+        config = _make_config(versioning=True)
+        online_config = _make_online_config()
+        assert _get_table_name(online_config, config, fv) == "test_project.driver_stats"
+
+    def test_custom_template_with_versioning(self):
+        from feast.infra.online_stores.dynamodb import _get_table_name
+
+        fv = _make_feature_view(version_number=2)
+        config = _make_config(project="prod", versioning=True)
+        online_config = _make_online_config(template="feast-{project}-{table_name}")
+        assert (
+            _get_table_name(online_config, config, fv) == "feast-prod-driver_stats_v2"
+        )
+
+    def test_versioning_disabled_ignores_version(self):
+        from feast.infra.online_stores.dynamodb import _get_table_name
+
+        fv = _make_feature_view(version_number=5)
+        config = _make_config(versioning=False)
+        online_config = _make_online_config()
+        assert _get_table_name(online_config, config, fv) == "test_project.driver_stats"
+
+
+class TestDynamoDBVersionedReadSupport:
+    """Test that DynamoDBOnlineStore passes _check_versioned_read_support."""
+
+    def test_allowed_with_version_tag(self):
+        from feast.infra.online_stores.dynamodb import DynamoDBOnlineStore
+
+        store = DynamoDBOnlineStore()
+        fv = _make_feature_view()
+        fv.projection.version_tag = 2
+        # Should not raise
+        store._check_versioned_read_support([(fv, ["trips_today"])])
+
+    def test_allowed_without_version_tag(self):
+        from feast.infra.online_stores.dynamodb import DynamoDBOnlineStore
+
+        store = DynamoDBOnlineStore()
+        fv = _make_feature_view()
+        store._check_versioned_read_support([(fv, ["trips_today"])])
diff --git a/sdk/python/tests/unit/infra/online_store/test_faiss_versioning.py b/sdk/python/tests/unit/infra/online_store/test_faiss_versioning.py
new file mode 100644
index 00000000000..84b0aa24e99
--- /dev/null
+++ b/sdk/python/tests/unit/infra/online_store/test_faiss_versioning.py
@@ -0,0 +1,249 @@
+"""Unit tests for FAISS online store feature view versioning."""
+
+import sys
+from datetime import timedelta
+from unittest.mock import MagicMock, patch
+
+import numpy as np
+import pytest
+
+from feast import Entity, FeatureView
+from feast.field import Field
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.types import Float32
+from feast.value_type import ValueType
+
+
+def _make_feature_view(name="driver_stats", version_number=None, version_tag=None):
+    entity = Entity(
+        name="driver_id",
+        join_keys=["driver_id"],
+        value_type=ValueType.INT64,
+    )
+    fv = FeatureView(
+        name=name,
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[Field(name="feature_a", dtype=Float32)],
+    )
+    if version_number is not None:
+        fv.current_version_number = version_number
+    if version_tag is not None:
+        fv.projection.version_tag = version_tag
+    return fv
+
+
+@pytest.fixture(autouse=True)
+def _mock_faiss():
+    """Inject a minimal faiss mock so faiss_online_store can be imported."""
+    faiss_mock = MagicMock()
+    with patch.dict(sys.modules, {"faiss": faiss_mock}):
+        sys.modules.pop("feast.infra.online_stores.faiss_online_store", None)
+        yield faiss_mock
+    sys.modules.pop("feast.infra.online_stores.faiss_online_store", None)
+
+
+class TestFaissTableId:
+    """Test _table_id generates correct versioned table names."""
+
+    def test_default_no_versioning(self):
+        from feast.infra.online_stores.faiss_online_store import _table_id
+
+        fv = _make_feature_view()
+        assert _table_id("proj", fv) == "proj_driver_stats"
+
+    def test_versioning_explicitly_disabled(self):
+        from feast.infra.online_stores.faiss_online_store import _table_id
+
+        fv = _make_feature_view(version_number=3)
+        assert _table_id("proj", fv, enable_versioning=False) == "proj_driver_stats"
+
+    def test_versioning_enabled_no_version_set(self):
+        from feast.infra.online_stores.faiss_online_store import _table_id
+
+        fv = _make_feature_view()
+        assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats"
+
+    def test_versioning_enabled_with_current_version_number(self):
+        from feast.infra.online_stores.faiss_online_store import _table_id
+
+        fv = _make_feature_view(version_number=2)
+        assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats_v2"
+
+    def test_version_zero_no_suffix(self):
+        from feast.infra.online_stores.faiss_online_store import _table_id
+
+        fv = _make_feature_view(version_number=0)
+        assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats"
+
+    def test_projection_version_tag_takes_priority(self):
+        from feast.infra.online_stores.faiss_online_store import _table_id
+
+        fv = _make_feature_view(version_number=1, version_tag=3)
+        assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats_v3"
+
+    def test_projection_version_tag_zero_no_suffix(self):
+        from feast.infra.online_stores.faiss_online_store import _table_id
+
+        fv = _make_feature_view(version_tag=0, version_number=3)
+        assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats"
+
+    def test_different_project_names(self):
+        from feast.infra.online_stores.faiss_online_store import _table_id
+
+        fv = _make_feature_view(version_number=1)
+        assert _table_id("prod", fv, enable_versioning=True) == "prod_driver_stats_v1"
+        assert (
+            _table_id("staging", fv, enable_versioning=True)
+            == "staging_driver_stats_v1"
+        )
+
+    def test_different_feature_view_names(self):
+        from feast.infra.online_stores.faiss_online_store import _table_id
+
+        fv = _make_feature_view(name="user_stats", version_number=2)
+        assert _table_id("proj", fv, enable_versioning=True) == "proj_user_stats_v2"
+
+
+class TestFaissVersionedReadSupport:
+    """Test that FaissOnlineStore passes _check_versioned_read_support."""
+
+    def test_allowed_with_version_tag(self):
+        from feast.infra.online_stores.faiss_online_store import FaissOnlineStore
+
+        store = FaissOnlineStore()
+        fv = _make_feature_view()
+        fv.projection.version_tag = 2
+        store._check_versioned_read_support([(fv, ["feature_a"])])
+
+    def test_allowed_without_version_tag(self):
+        from feast.infra.online_stores.faiss_online_store import FaissOnlineStore
+
+        store = FaissOnlineStore()
+        fv = _make_feature_view()
+        store._check_versioned_read_support([(fv, ["feature_a"])])
+
+
+def _make_config(project="test_project", versioning=False):
+    """Build a minimal RepoConfig-like mock."""
+    config = MagicMock()
+    config.project = project
+    config.entity_key_serialization_version = 2
+    config.online_store.dict.return_value = {
+        "dimension": 1,
+        "index_path": "/tmp/test.index",
+        "index_type": "IVFFlat",
+        "nlist": 10,
+    }
+    config.registry.enable_online_feature_view_versioning = versioning
+    return config
+
+
+def _make_entity_key(driver_id=1):
+    return EntityKeyProto(
+        join_keys=["driver_id"],
+        entity_values=[ValueProto(int64_val=driver_id)],
+    )
+
+
+class TestFaissOnlineStoreVersionedReadWrite:
+    def _make_store(self, faiss_mock, nlist=10):
+        """Create a FaissOnlineStore with a real-enough faiss mock."""
+        index_mock = MagicMock()
+        index_mock.ntotal = 0
+
+        def add_side_effect(vectors):
+            index_mock.ntotal += len(vectors)
+
+        index_mock.add.side_effect = add_side_effect
+
+        def reconstruct_side_effect(idx):
+            return np.array([float(idx)], dtype=np.float32)
+
+        index_mock.reconstruct.side_effect = reconstruct_side_effect
+
+        faiss_mock.IndexFlatL2.return_value = MagicMock()
+        faiss_mock.IndexIVFFlat.return_value = index_mock
+
+        from feast.infra.online_stores.faiss_online_store import FaissOnlineStore
+
+        store = FaissOnlineStore()
+        return store, index_mock
+
+    def test_write_and_read_without_versioning(self, _mock_faiss):
+        store, _ = self._make_store(_mock_faiss)
+        config = _make_config(versioning=False)
+        fv = _make_feature_view()
+
+        store.update(config, [], [fv], [], [], partial=False)
+
+        entity_key = _make_entity_key(driver_id=42)
+        data = [(entity_key, {"feature_a": ValueProto(double_val=1.5)}, None, None)]
+        store.online_write_batch(config, fv, data, None)
+
+        results = store.online_read(config, fv, [entity_key])
+        assert len(results) == 1
+        _, feature_dict = results[0]
+        assert feature_dict is not None
+        assert "feature_a" in feature_dict
+
+    def test_write_and_read_with_versioning(self, _mock_faiss):
+        store, _ = self._make_store(_mock_faiss)
+        config = _make_config(versioning=True)
+        fv_v2 = _make_feature_view(version_number=2)
+
+        store.update(config, [], [fv_v2], [], [], partial=False)
+
+        entity_key = _make_entity_key(driver_id=7)
+        data = [(entity_key, {"feature_a": ValueProto(double_val=2.0)}, None, None)]
+        store.online_write_batch(config, fv_v2, data, None)
+
+        results = store.online_read(config, fv_v2, [entity_key])
+        assert len(results) == 1
+        _, feature_dict = results[0]
+        assert feature_dict is not None
+
+    def test_versioned_namespaces_are_isolated(self, _mock_faiss):
+        """Data written under v1 must not be visible when reading under v2."""
+        store, _ = self._make_store(_mock_faiss)
+        config = _make_config(versioning=True)
+
+        fv_v1 = _make_feature_view(version_number=1)
+        fv_v2 = _make_feature_view(version_number=2)
+
+        store.update(config, [], [fv_v1, fv_v2], [], [], partial=False)
+
+        entity_key = _make_entity_key(driver_id=99)
+        data = [(entity_key, {"feature_a": ValueProto(double_val=9.9)}, None, None)]
+        store.online_write_batch(config, fv_v1, data, None)
+
+        results_v2 = store.online_read(config, fv_v2, [entity_key])
+        assert results_v2 == [(None, None)]
+
+        results_v1 = store.online_read(config, fv_v1, [entity_key])
+        assert results_v1[0][1] is not None
+
+    def test_missing_index_returns_none(self, _mock_faiss):
+        store, _ = self._make_store(_mock_faiss)
+        config = _make_config(versioning=True)
+        fv = _make_feature_view(version_number=5)
+        entity_key = _make_entity_key(driver_id=1)
+        results = store.online_read(config, fv, [entity_key])
+        assert results == [(None, None)]
+
+    def test_teardown_removes_versioned_index(self, _mock_faiss):
+        store, _ = self._make_store(_mock_faiss)
+        config = _make_config(versioning=True)
+        fv = _make_feature_view(version_number=3)
+
+        store.update(config, [], [fv], [], [], partial=False)
+
+        entity_key = _make_entity_key(driver_id=1)
+        data = [(entity_key, {"feature_a": ValueProto(double_val=3.0)}, None, None)]
+        store.online_write_batch(config, fv, data, None)
+
+        store.teardown(config, [fv], [])
+
+        results = store.online_read(config, fv, [entity_key])
+        assert results == [(None, None)]
diff --git a/sdk/python/tests/unit/infra/online_store/test_milvus_versioning.py b/sdk/python/tests/unit/infra/online_store/test_milvus_versioning.py
new file mode 100644
index 00000000000..c2979d37690
--- /dev/null
+++ b/sdk/python/tests/unit/infra/online_store/test_milvus_versioning.py
@@ -0,0 +1,180 @@
+"""Unit tests for Milvus online store feature view versioning."""
+
+from datetime import timedelta
+from unittest.mock import MagicMock
+
+from feast import Entity, FeatureView
+from feast.field import Field
+from feast.types import Float32
+from feast.value_type import ValueType
+
+
+def _make_feature_view(name="driver_stats", version_number=None, version_tag=None):
+    entity = Entity(
+        name="driver_id",
+        join_keys=["driver_id"],
+        value_type=ValueType.INT64,
+    )
+    fv = FeatureView(
+        name=name,
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[Field(name="trips_today", dtype=Float32)],
+    )
+    if version_number is not None:
+        fv.current_version_number = version_number
+    if version_tag is not None:
+        fv.projection.version_tag = version_tag
+    return fv
+
+
+def _make_config(project="test_project", versioning=False):
+    config = MagicMock()
+    config.project = project
+    config.entity_key_serialization_version = 2
+    config.registry.enable_online_feature_view_versioning = versioning
+    return config
+
+
+class TestTableId:
+    """Test _table_id with versioning enabled/disabled."""
+
+    def test_no_versioning(self):
+        from feast.infra.online_stores.milvus_online_store.milvus import _table_id
+
+        fv = _make_feature_view()
+        config = _make_config(versioning=False)
+        assert _table_id(config.project, fv) == "test_project_driver_stats"
+
+    def test_versioning_enabled_with_version(self):
+        from feast.infra.online_stores.milvus_online_store.milvus import _table_id
+
+        fv = _make_feature_view(version_number=2)
+        config = _make_config(versioning=True)
+        assert (
+            _table_id(config.project, fv, enable_versioning=True)
+            == "test_project_driver_stats_v2"
+        )
+
+    def test_projection_version_tag_takes_priority(self):
+        from feast.infra.online_stores.milvus_online_store.milvus import _table_id
+
+        fv = _make_feature_view(version_number=1, version_tag=3)
+        config = _make_config(versioning=True)
+        assert (
+            _table_id(config.project, fv, enable_versioning=True)
+            == "test_project_driver_stats_v3"
+        )
+
+    def test_version_zero_no_suffix(self):
+        from feast.infra.online_stores.milvus_online_store.milvus import _table_id
+
+        fv = _make_feature_view(version_number=0)
+        config = _make_config(versioning=True)
+        assert (
+            _table_id(config.project, fv, enable_versioning=True)
+            == "test_project_driver_stats"
+        )
+
+    def test_versioning_enabled_no_version_set(self):
+        from feast.infra.online_stores.milvus_online_store.milvus import _table_id
+
+        fv = _make_feature_view()
+        config = _make_config(versioning=True)
+        assert (
+            _table_id(config.project, fv, enable_versioning=True)
+            == "test_project_driver_stats"
+        )
+
+    def test_versioning_disabled_ignores_version(self):
+        from feast.infra.online_stores.milvus_online_store.milvus import _table_id
+
+        fv = _make_feature_view(version_number=5)
+        config = _make_config(versioning=False)
+        assert _table_id(config.project, fv) == "test_project_driver_stats"
+
+
+class TestMilvusVersionedReadSupport:
+    """Test that MilvusOnlineStore passes _check_versioned_read_support."""
+
+    def test_allowed_with_version_tag(self):
+        from feast.infra.online_stores.milvus_online_store.milvus import (
+            MilvusOnlineStore,
+        )
+
+        store = MilvusOnlineStore()
+        fv = _make_feature_view()
+        fv.projection.version_tag = 2
+        store._check_versioned_read_support([(fv, ["trips_today"])])
+
+    def test_allowed_without_version_tag(self):
+        from feast.infra.online_stores.milvus_online_store.milvus import (
+            MilvusOnlineStore,
+        )
+
+        store = MilvusOnlineStore()
+        fv = _make_feature_view()
+        store._check_versioned_read_support([(fv, ["trips_today"])])
+
+
+class TestTeardownDropsAllVersions:
+    """Teardown should drop the base collection AND all versioned collections."""
+
+    def _build_store_with_collections(self, existing_collections):
+        from feast.infra.online_stores.milvus_online_store.milvus import (
+            MilvusOnlineStore,
+        )
+
+        store = MilvusOnlineStore()
+        store.client = MagicMock()
+        store.client.list_collections.return_value = existing_collections
+        store._connect = MagicMock(return_value=store.client)
+        store._collections = {name: MagicMock() for name in existing_collections}
+        return store
+
+    def test_teardown_drops_base_and_all_versioned_collections(self):
+        fv = _make_feature_view()
+        config = _make_config(versioning=True)
+        existing = [
+            "test_project_driver_stats",
+            "test_project_driver_stats_v1",
+            "test_project_driver_stats_v2",
+            "test_project_other_view",  # unrelated, must not be dropped
+        ]
+        store = self._build_store_with_collections(existing)
+
+        store.teardown(config, [fv], [])
+
+        dropped = {call.args[0] for call in store.client.drop_collection.call_args_list}
+        assert dropped == {
+            "test_project_driver_stats",
+            "test_project_driver_stats_v1",
+            "test_project_driver_stats_v2",
+        }
+        assert "test_project_other_view" not in dropped
+
+    def test_update_drops_all_versions_for_deleted_table(self):
+        fv = _make_feature_view()
+        config = _make_config(versioning=True)
+        existing = [
+            "test_project_driver_stats",
+            "test_project_driver_stats_v3",
+            "test_project_driver_stats_v4",
+        ]
+        store = self._build_store_with_collections(existing)
+
+        store.update(
+            config=config,
+            tables_to_delete=[fv],
+            tables_to_keep=[],
+            entities_to_delete=[],
+            entities_to_keep=[],
+            partial=False,
+        )
+
+        dropped = {call.args[0] for call in store.client.drop_collection.call_args_list}
+        assert dropped == {
+            "test_project_driver_stats",
+            "test_project_driver_stats_v3",
+            "test_project_driver_stats_v4",
+        }
diff --git a/sdk/python/tests/unit/infra/online_store/test_redis.py b/sdk/python/tests/unit/infra/online_store/test_redis.py
index 0d9f2cd8739..68eb28c4c11 100644
--- a/sdk/python/tests/unit/infra/online_store/test_redis.py
+++ b/sdk/python/tests/unit/infra/online_store/test_redis.py
@@ -1,8 +1,12 @@
+import asyncio
+from datetime import datetime, timezone
+from unittest.mock import AsyncMock, MagicMock, patch
+
 import pytest
 from google.protobuf.timestamp_pb2 import Timestamp
 
 from feast import Entity, FeatureView, Field, FileSource, RepoConfig
-from feast.infra.online_stores.redis import RedisOnlineStore
+from feast.infra.online_stores.redis import RedisOnlineStore, RedisOnlineStoreConfig
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
 from feast.types import Int32
@@ -252,3 +256,229 @@ def test_get_features_for_entity_with_all_none_values(
     assert features is not None
     assert "feature_view_1:feature_10" in features
     assert features["feature_view_1:feature_10"].WhichOneof("val") is None
+
+
+def _make_pipe_mock(hkeys_results):
+    """Return a MagicMock pipeline whose execute() yields hkeys_results then does nothing."""
+    pipe = MagicMock()
+    pipe.__enter__ = MagicMock(return_value=pipe)
+    pipe.__exit__ = MagicMock(return_value=False)
+    pipe.execute = MagicMock(side_effect=[hkeys_results, None])
+    return pipe
+
+
+def test_delete_table_does_not_call_hgetall(
+    redis_online_store: RedisOnlineStore, repo_config, feature_view
+):
+    """delete_table must not call hgetall directly (old N+1 pattern)."""
+    fv_name = feature_view.name
+    fv_bytes = fv_name.encode("utf8")
+
+    mock_client = MagicMock()
+    mock_client.scan_iter.return_value = iter([b"key1", b"key2"])
+
+    pipe = _make_pipe_mock(
+        [
+            [b"_ts:" + fv_bytes],  # key1: only this FV → DEL
+            [b"_ts:" + fv_bytes, b"_ts:other_fv"],  # key2: shared → HDEL
+        ]
+    )
+    mock_client.pipeline.return_value = pipe
+
+    with patch.object(redis_online_store, "_get_client", return_value=mock_client):
+        redis_online_store.delete_table(repo_config, feature_view)
+
+    mock_client.hgetall.assert_not_called()
+    # Two pipeline context managers: one for hkeys, one for deletions
+    assert mock_client.pipeline.call_count == 2
+    # hkeys was queued for both keys
+    assert pipe.hkeys.call_count == 2
+
+
+def test_delete_table_skips_unrelated_keys(
+    redis_online_store: RedisOnlineStore, repo_config, feature_view
+):
+    """delete_table must not issue delete/hdel for keys that don't have this FV."""
+    mock_client = MagicMock()
+    mock_client.scan_iter.return_value = iter([b"key1"])
+
+    pipe = _make_pipe_mock(
+        [
+            [b"_ts:other_fv"],  # key1 belongs to a different FV → skip
+        ]
+    )
+    mock_client.pipeline.return_value = pipe
+
+    with patch.object(redis_online_store, "_get_client", return_value=mock_client):
+        redis_online_store.delete_table(repo_config, feature_view)
+
+    pipe.delete.assert_not_called()
+    pipe.hdel.assert_not_called()
+
+
+def test_delete_table_no_keys_skips_pipelines(
+    redis_online_store: RedisOnlineStore, repo_config, feature_view
+):
+    """When scan finds no keys, no pipeline should be opened."""
+    mock_client = MagicMock()
+    mock_client.scan_iter.return_value = iter([])
+
+    with patch.object(redis_online_store, "_get_client", return_value=mock_client):
+        redis_online_store.delete_table(repo_config, feature_view)
+
+    mock_client.pipeline.assert_not_called()
+
+
+def test_skip_dedup_default_is_false():
+    """skip_dedup must default to False for backward compatibility."""
+    cfg = RedisOnlineStoreConfig()
+    assert cfg.skip_dedup is False
+
+
+def test_skip_dedup_can_be_enabled():
+    """skip_dedup can be set to True via config."""
+    cfg = RedisOnlineStoreConfig(skip_dedup=True)
+    assert cfg.skip_dedup is True
+
+
+def test_online_write_batch_skip_dedup_single_pipeline(
+    redis_online_store: RedisOnlineStore, repo_config, feature_view
+):
+    """When skip_dedup=True, online_write_batch must use exactly 1 pipeline execution
+    (no initial timestamp read pipeline)."""
+    online_store_cfg = RedisOnlineStoreConfig(skip_dedup=True)
+    config = RepoConfig(
+        provider="local",
+        project="test",
+        entity_key_serialization_version=3,
+        registry="dummy_registry.db",
+        online_store=online_store_cfg,
+    )
+
+    mock_client = MagicMock()
+    pipe = MagicMock()
+    pipe.__enter__ = MagicMock(return_value=pipe)
+    pipe.__exit__ = MagicMock(return_value=False)
+    pipe.execute.return_value = []
+    mock_client.pipeline.return_value = pipe
+
+    data = [
+        (
+            EntityKeyProto(
+                join_keys=["entity"], entity_values=[ValueProto(int32_val=1)]
+            ),
+            {"feature_10": ValueProto(int32_val=100)},
+            datetime.now(tz=timezone.utc),
+            None,
+        )
+    ]
+
+    with patch.object(redis_online_store, "_get_client", return_value=mock_client):
+        redis_online_store.online_write_batch(config, feature_view, data, progress=None)
+
+    # Only 1 pipeline context opened (no read pipeline for timestamps)
+    assert mock_client.pipeline.call_count == 1
+    # No hmget (timestamp reads) issued
+    pipe.hmget.assert_not_called()
+    # hset was called to write the data
+    pipe.hset.assert_called_once()
+
+
+def test_online_write_batch_with_dedup_uses_two_pipelines(
+    redis_online_store: RedisOnlineStore, feature_view
+):
+    """When skip_dedup=False (default), online_write_batch reads timestamps first
+    then writes in the same pipeline context (hmget + hset in one `with` block)."""
+    config = RepoConfig(
+        provider="local",
+        project="test",
+        entity_key_serialization_version=3,
+        registry="dummy_registry.db",
+        online_store=RedisOnlineStoreConfig(),  # default: skip_dedup=False
+    )
+
+    mock_client = MagicMock()
+    pipe = MagicMock()
+    pipe.__enter__ = MagicMock(return_value=pipe)
+    pipe.__exit__ = MagicMock(return_value=False)
+    # hmget returns a list per field queried; execute() returns one list per pipeline command.
+    # For one entity querying one ts_key: [[None]] (one hmget result, value is None)
+    pipe.execute.side_effect = [[[None]], []]
+    mock_client.pipeline.return_value = pipe
+
+    data = [
+        (
+            EntityKeyProto(
+                join_keys=["entity"], entity_values=[ValueProto(int32_val=1)]
+            ),
+            {"feature_10": ValueProto(int32_val=100)},
+            datetime.now(tz=timezone.utc),
+            None,
+        )
+    ]
+
+    with patch.object(redis_online_store, "_get_client", return_value=mock_client):
+        redis_online_store.online_write_batch(config, feature_view, data, progress=None)
+
+    # pipeline context opened once (both read and write phases use the same `with` block)
+    assert mock_client.pipeline.call_count == 1
+    # hmget was issued for the timestamp check
+    pipe.hmget.assert_called_once()
+
+
+def test_online_write_batch_async_skip_dedup_single_pipeline(
+    redis_online_store: RedisOnlineStore, feature_view
+):
+    """online_write_batch_async with skip_dedup=True must use exactly 1 pipeline."""
+    online_store_cfg = RedisOnlineStoreConfig(skip_dedup=True)
+    config = RepoConfig(
+        provider="local",
+        project="test",
+        entity_key_serialization_version=3,
+        registry="dummy_registry.db",
+        online_store=online_store_cfg,
+    )
+
+    async_pipe = AsyncMock()
+    async_pipe.__aenter__ = AsyncMock(return_value=async_pipe)
+    async_pipe.__aexit__ = AsyncMock(return_value=False)
+    async_pipe.execute = AsyncMock(return_value=[])
+
+    mock_async_client = AsyncMock()
+    mock_async_client.pipeline = MagicMock(return_value=async_pipe)
+
+    data = [
+        (
+            EntityKeyProto(
+                join_keys=["entity"], entity_values=[ValueProto(int32_val=1)]
+            ),
+            {"feature_10": ValueProto(int32_val=100)},
+            datetime.now(tz=timezone.utc),
+            None,
+        )
+    ]
+
+    async def _run():
+        with patch.object(
+            redis_online_store,
+            "_get_client_async",
+            AsyncMock(return_value=mock_async_client),
+        ):
+            await redis_online_store.online_write_batch_async(
+                config, feature_view, data, progress=None
+            )
+
+    asyncio.run(_run())
+
+    assert mock_async_client.pipeline.call_count == 1
+    async_pipe.hmget.assert_not_called()
+    async_pipe.hset.assert_called_once()
+
+
+def test_online_write_batch_async_exists_and_is_coroutine():
+    """online_write_batch_async must exist and be an async method (not raise NotImplementedError)."""
+    import inspect
+
+    store = RedisOnlineStore()
+    assert hasattr(store, "online_write_batch_async")
+    assert inspect.iscoroutinefunction(store.online_write_batch_async)
diff --git a/sdk/python/tests/unit/infra/online_store/test_redis_versioning.py b/sdk/python/tests/unit/infra/online_store/test_redis_versioning.py
new file mode 100644
index 00000000000..caf3216cb4d
--- /dev/null
+++ b/sdk/python/tests/unit/infra/online_store/test_redis_versioning.py
@@ -0,0 +1,145 @@
+"""Unit tests for Redis online store feature view versioning."""
+
+from datetime import timedelta
+from unittest.mock import MagicMock
+
+from feast import Entity, FeatureView
+from feast.field import Field
+from feast.infra.online_stores.helpers import _mmh3
+from feast.types import Float32
+from feast.value_type import ValueType
+
+
+def _make_feature_view(name="driver_stats", version_number=None, version_tag=None):
+    entity = Entity(
+        name="driver_id",
+        join_keys=["driver_id"],
+        value_type=ValueType.INT64,
+    )
+    fv = FeatureView(
+        name=name,
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[Field(name="trips_today", dtype=Float32)],
+    )
+    if version_number is not None:
+        fv.current_version_number = version_number
+    if version_tag is not None:
+        fv.projection.version_tag = version_tag
+    return fv
+
+
+def _make_config(project="test_project", versioning=False):
+    config = MagicMock()
+    config.project = project
+    config.entity_key_serialization_version = 2
+    config.registry.enable_online_feature_view_versioning = versioning
+    return config
+
+
+class TestVersionedFvName:
+    """Test _versioned_fv_name produces correct versioned names."""
+
+    def test_no_versioning(self):
+        from feast.infra.online_stores.redis import _versioned_fv_name
+
+        fv = _make_feature_view()
+        config = _make_config(versioning=False)
+        assert _versioned_fv_name(fv, config) == "driver_stats"
+
+    def test_versioning_disabled_ignores_version(self):
+        from feast.infra.online_stores.redis import _versioned_fv_name
+
+        fv = _make_feature_view(version_number=3)
+        config = _make_config(versioning=False)
+        assert _versioned_fv_name(fv, config) == "driver_stats"
+
+    def test_versioning_enabled_no_version_set(self):
+        from feast.infra.online_stores.redis import _versioned_fv_name
+
+        fv = _make_feature_view()
+        config = _make_config(versioning=True)
+        assert _versioned_fv_name(fv, config) == "driver_stats"
+
+    def test_versioning_enabled_with_current_version_number(self):
+        from feast.infra.online_stores.redis import _versioned_fv_name
+
+        fv = _make_feature_view(version_number=2)
+        config = _make_config(versioning=True)
+        assert _versioned_fv_name(fv, config) == "driver_stats_v2"
+
+    def test_version_zero_no_suffix(self):
+        from feast.infra.online_stores.redis import _versioned_fv_name
+
+        fv = _make_feature_view(version_number=0)
+        config = _make_config(versioning=True)
+        assert _versioned_fv_name(fv, config) == "driver_stats"
+
+    def test_projection_version_tag_takes_priority(self):
+        from feast.infra.online_stores.redis import _versioned_fv_name
+
+        fv = _make_feature_view(version_number=1, version_tag=3)
+        config = _make_config(versioning=True)
+        assert _versioned_fv_name(fv, config) == "driver_stats_v3"
+
+    def test_projection_version_tag_zero_no_suffix(self):
+        from feast.infra.online_stores.redis import _versioned_fv_name
+
+        fv = _make_feature_view(version_tag=0, version_number=3)
+        config = _make_config(versioning=True)
+        assert _versioned_fv_name(fv, config) == "driver_stats"
+
+
+class TestHsetKeysVersioning:
+    """Test that _generate_hset_keys_for_features produces different keys for different versions."""
+
+    def test_different_versions_produce_different_hset_keys(self):
+        from feast.infra.online_stores.redis import RedisOnlineStore
+
+        store = RedisOnlineStore()
+        fv = _make_feature_view()
+
+        _, hset_keys_v1 = store._generate_hset_keys_for_features(
+            fv, ["trips_today"], fv_name_override="driver_stats_v1"
+        )
+        _, hset_keys_v2 = store._generate_hset_keys_for_features(
+            fv, ["trips_today"], fv_name_override="driver_stats_v2"
+        )
+
+        # The mmh3 hash keys should differ
+        assert hset_keys_v1[0] != hset_keys_v2[0]
+        # The timestamp keys should also differ
+        assert hset_keys_v1[1] != hset_keys_v2[1]
+
+    def test_no_override_uses_fv_name(self):
+        from feast.infra.online_stores.redis import RedisOnlineStore
+
+        store = RedisOnlineStore()
+        fv = _make_feature_view()
+
+        _, hset_keys = store._generate_hset_keys_for_features(fv, ["trips_today"])
+
+        expected_feature_key = _mmh3("driver_stats:trips_today")
+        expected_ts_key = "_ts:driver_stats"
+        assert hset_keys[0] == expected_feature_key
+        assert hset_keys[1] == expected_ts_key
+
+
+class TestRedisVersionedReadSupport:
+    """Test that RedisOnlineStore passes _check_versioned_read_support."""
+
+    def test_allowed_with_version_tag(self):
+        from feast.infra.online_stores.redis import RedisOnlineStore
+
+        store = RedisOnlineStore()
+        fv = _make_feature_view()
+        fv.projection.version_tag = 2
+        # Should not raise
+        store._check_versioned_read_support([(fv, ["trips_today"])])
+
+    def test_allowed_without_version_tag(self):
+        from feast.infra.online_stores.redis import RedisOnlineStore
+
+        store = RedisOnlineStore()
+        fv = _make_feature_view()
+        store._check_versioned_read_support([(fv, ["trips_today"])])
diff --git a/sdk/python/tests/unit/infra/registry/test_file_registry.py b/sdk/python/tests/unit/infra/registry/test_file_registry.py
new file mode 100644
index 00000000000..07b443e7eaa
--- /dev/null
+++ b/sdk/python/tests/unit/infra/registry/test_file_registry.py
@@ -0,0 +1,95 @@
+import tempfile
+from datetime import timedelta
+
+import pytest
+
+from feast import Field
+from feast.data_source import PushSource
+from feast.entity import Entity
+from feast.errors import ConflictingFeatureViewNames
+from feast.feature_view import FeatureView
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.registry.registry import Registry
+from feast.repo_config import RegistryConfig
+from feast.stream_feature_view import StreamFeatureView
+from feast.types import Float32
+from feast.value_type import ValueType
+
+
+@pytest.fixture
+def file_registry():
+    fd, registry_path = tempfile.mkstemp()
+    config = RegistryConfig(path=registry_path)
+    registry = Registry("test_project", config, None)
+    yield registry
+    registry.teardown()
+
+
+def _make_sources():
+    file_source = FileSource(
+        path="driver_stats.parquet",
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+    push_source = PushSource(name="driver_push", batch_source=file_source)
+    return file_source, push_source
+
+
+def test_same_project_name_conflict_batch_vs_stream(file_registry):
+    """A FeatureView and StreamFeatureView with the same name in the same project must raise ConflictingFeatureViewNames."""
+    entity = Entity(name="driver", value_type=ValueType.STRING, join_keys=["driver_id"])
+    file_registry.apply_entity(entity, "test_project")
+
+    file_source, push_source = _make_sources()
+
+    batch_view = FeatureView(
+        name="driver_activity",
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[Field(name="conv_rate", dtype=Float32)],
+        source=file_source,
+    )
+    file_registry.apply_feature_view(batch_view, "test_project")
+
+    stream_view = StreamFeatureView(
+        name="driver_activity",
+        source=push_source,
+        entities=[entity],
+        schema=[Field(name="conv_rate", dtype=Float32)],
+        timestamp_field="event_timestamp",
+    )
+    with pytest.raises(ConflictingFeatureViewNames):
+        file_registry.apply_feature_view(stream_view, "test_project")
+
+
+def test_cross_project_name_does_not_conflict_batch_vs_stream(file_registry):
+    """A FeatureView in project_a and a StreamFeatureView with the same name in project_b
+    must not raise ConflictingFeatureViewNames.
+
+    Before the fix, _existing_feature_view_names_to_fvs scanned all projects,
+    so the type mismatch between the two projects triggered a spurious error.
+    """
+    entity = Entity(name="driver", value_type=ValueType.STRING, join_keys=["driver_id"])
+    file_registry.apply_entity(entity, "project_a")
+    file_registry.apply_entity(entity, "project_b")
+
+    file_source, push_source = _make_sources()
+
+    batch_view = FeatureView(
+        name="driver_activity",
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[Field(name="conv_rate", dtype=Float32)],
+        source=file_source,
+    )
+    file_registry.apply_feature_view(batch_view, "project_a")
+
+    stream_view = StreamFeatureView(
+        name="driver_activity",
+        source=push_source,
+        entities=[entity],
+        schema=[Field(name="conv_rate", dtype=Float32)],
+        timestamp_field="event_timestamp",
+    )
+    # Must not raise — same name, different project, different type.
+    file_registry.apply_feature_view(stream_view, "project_b")
diff --git a/sdk/python/tests/unit/infra/registry/test_snowflake_registry.py b/sdk/python/tests/unit/infra/registry/test_snowflake_registry.py
new file mode 100644
index 00000000000..f1935f329b0
--- /dev/null
+++ b/sdk/python/tests/unit/infra/registry/test_snowflake_registry.py
@@ -0,0 +1,330 @@
+# Copyright 2024 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import MagicMock, patch
+
+import pandas as pd
+import pytest
+
+from feast.entity import Entity
+from feast.infra.registry.snowflake import SnowflakeRegistry, SnowflakeRegistryConfig
+from feast.infra.utils.snowflake.snowflake_utils import GetSnowflakeConnection
+
+
+@pytest.fixture
+def registry():
+    config = SnowflakeRegistryConfig(
+        database="TEST_DB",
+        schema="PUBLIC",
+        account="test_account",
+        user="test_user",
+        password="test_password",  # pragma: allowlist secret
+    )
+    mock_conn = MagicMock()
+    mock_conn.__enter__ = MagicMock(return_value=MagicMock())
+    mock_conn.__exit__ = MagicMock(return_value=False)
+
+    # execute_snowflake_statement during __init__ creates tables; return empty cursor
+    mock_cursor = MagicMock()
+    mock_cursor.fetch_pandas_all.return_value = pd.DataFrame()
+
+    with (
+        patch(
+            "feast.infra.registry.snowflake.GetSnowflakeConnection",
+            return_value=mock_conn,
+        ),
+        patch(
+            "feast.infra.registry.snowflake.execute_snowflake_statement",
+            return_value=mock_cursor,
+        ),
+    ):
+        reg = SnowflakeRegistry(config, "test_project", None)
+    return reg
+
+
+def test_apply_object_update_includes_project_id_in_where_clause(registry):
+    """
+    Regression test for feast-dev/feast#6208.
+
+    _apply_object UPDATE path was missing project_id in the WHERE clause,
+    allowing a same-named object in one project to silently overwrite the
+    same-named object in a different project when a Snowflake registry is shared.
+
+    The SELECT path correctly scopes by project_id; the UPDATE must do the same.
+    """
+    entity = Entity(name="driver", join_keys=["driver_id"])
+    project = "project_b"
+
+    # Non-empty DataFrame tells _apply_object the row already exists → UPDATE path
+    existing_row = pd.DataFrame({"project_id": [project]})
+
+    captured_queries = []
+
+    def capture_and_respond(conn, query):
+        normalised = " ".join(query.split())
+        captured_queries.append(normalised)
+        cursor = MagicMock()
+        cursor.fetch_pandas_all.return_value = (
+            existing_row if "SELECT" in normalised else pd.DataFrame()
+        )
+        return cursor
+
+    mock_conn = MagicMock()
+    mock_conn.__enter__ = MagicMock(return_value=MagicMock())
+    mock_conn.__exit__ = MagicMock(return_value=False)
+
+    with (
+        patch(
+            "feast.infra.registry.snowflake.GetSnowflakeConnection",
+            return_value=mock_conn,
+        ),
+        patch(
+            "feast.infra.registry.snowflake.execute_snowflake_statement",
+            side_effect=capture_and_respond,
+        ),
+        patch.object(registry, "_maybe_init_project_metadata"),
+        patch.object(registry, "_initialize_project_if_not_exists"),
+        patch.object(registry, "get_project", return_value=MagicMock()),
+        patch.object(registry, "apply_project"),
+        patch.object(registry, "_set_last_updated_metadata"),
+    ):
+        registry._apply_object(
+            "ENTITIES",
+            project,
+            "ENTITY_NAME",
+            entity,
+            "ENTITY_PROTO",
+        )
+
+    update_queries = [q for q in captured_queries if q.startswith("UPDATE")]
+    assert len(update_queries) == 1, (
+        f"Expected exactly 1 UPDATE query, got {len(update_queries)}: {update_queries}"
+    )
+
+    update_query = update_queries[0]
+    assert f"project_id = '{project}'" in update_query, (
+        f"feast#6208: UPDATE WHERE clause is missing project_id filter — "
+        f"cross-project overwrites are possible in shared Snowflake registries.\n"
+        f"Query was: {update_query}"
+    )
+
+
+def test_apply_object_does_not_overwrite_sibling_project(registry):
+    """
+    Cross-project isolation: applying an object in project_b must not overwrite
+    the same-named object in project_a when sharing a Snowflake registry.
+
+    Regression coverage for feast-dev/feast#6208: the UPDATE path must scope by
+    project_id so writes in one project cannot bleed into a sibling project.
+    """
+    entity = Entity(name="driver", join_keys=["driver_id"])
+    project_a, project_b = "project_a", "project_b"
+
+    # Simulate both projects having a pre-existing "driver" entity row
+    row_b = pd.DataFrame({"project_id": [project_b]})
+
+    update_queries = []
+
+    def simulated_snowflake(conn, query):
+        normalised = " ".join(query.split())
+        cursor = MagicMock()
+        if "SELECT" in normalised:
+            # Scope the response to the project in the query; no row for project_a
+            if f"project_id = '{project_b}'" in normalised:
+                cursor.fetch_pandas_all.return_value = row_b
+            else:
+                cursor.fetch_pandas_all.return_value = pd.DataFrame()
+        elif "UPDATE" in normalised:
+            update_queries.append(normalised)
+            cursor.fetch_pandas_all.return_value = pd.DataFrame()
+        else:
+            cursor.fetch_pandas_all.return_value = pd.DataFrame()
+        return cursor
+
+    mock_conn = MagicMock()
+    mock_conn.__enter__ = MagicMock(return_value=MagicMock())
+    mock_conn.__exit__ = MagicMock(return_value=False)
+
+    with (
+        patch(
+            "feast.infra.registry.snowflake.GetSnowflakeConnection",
+            return_value=mock_conn,
+        ),
+        patch(
+            "feast.infra.registry.snowflake.execute_snowflake_statement",
+            side_effect=simulated_snowflake,
+        ),
+        patch.object(registry, "_maybe_init_project_metadata"),
+        patch.object(registry, "_initialize_project_if_not_exists"),
+        patch.object(registry, "get_project", return_value=MagicMock()),
+        patch.object(registry, "apply_project"),
+        patch.object(registry, "_set_last_updated_metadata"),
+    ):
+        registry._apply_object(
+            "ENTITIES", project_b, "ENTITY_NAME", entity, "ENTITY_PROTO"
+        )
+
+    assert len(update_queries) == 1, (
+        f"Expected exactly 1 UPDATE, got {len(update_queries)}: {update_queries}"
+    )
+    update_query = update_queries[0]
+    assert f"project_id = '{project_b}'" in update_query, (
+        f"feast#6208: UPDATE is not scoped to {project_b!r} — cross-project overwrite possible.\n"
+        f"Query: {update_query}"
+    )
+    assert f"project_id = '{project_a}'" not in update_query, (
+        f"feast#6208: UPDATE WHERE clause references {project_a!r} — unintended cross-project write.\n"
+        f"Query: {update_query}"
+    )
+
+
+class TestSyncFeastMetadataToProjectsTable:
+    def _make_registry(self):
+        """Create a SnowflakeRegistry with mocked __init__."""
+        with patch.object(SnowflakeRegistry, "__init__", lambda self: None):
+            registry = SnowflakeRegistry()
+            registry.registry_config = MagicMock()
+            registry.registry_path = "test_db.test_schema"
+            registry.purge_feast_metadata = False
+            return registry
+
+    @patch(
+        "feast.infra.registry.snowflake.GetSnowflakeConnection",
+    )
+    @patch("feast.infra.registry.snowflake.execute_snowflake_statement")
+    def test_sync_with_feast_metadata_projects(self, mock_execute, mock_get_conn):
+        registry = self._make_registry()
+
+        metadata_df = pd.DataFrame({"PROJECT_ID": ["project_a", "project_b"]})
+        projects_df = pd.DataFrame({"PROJECT_ID": ["project_a"]})
+
+        mock_cursor = MagicMock()
+        mock_cursor.fetch_pandas_all.side_effect = [metadata_df, projects_df]
+        mock_execute.return_value = mock_cursor
+
+        mock_conn = MagicMock()
+        mock_get_conn.return_value.__enter__ = MagicMock(return_value=mock_conn)
+        mock_get_conn.return_value.__exit__ = MagicMock(return_value=False)
+
+        with patch.object(registry, "apply_project") as mock_apply:
+            registry._sync_feast_metadata_to_projects_table()
+
+            mock_apply.assert_called_once()
+            applied_project = mock_apply.call_args[0][0]
+            assert applied_project.name == "project_b"
+
+    @patch(
+        "feast.infra.registry.snowflake.GetSnowflakeConnection",
+    )
+    @patch("feast.infra.registry.snowflake.execute_snowflake_statement")
+    def test_sync_with_no_feast_metadata(self, mock_execute, mock_get_conn):
+        registry = self._make_registry()
+
+        empty_df = pd.DataFrame({"PROJECT_ID": []})
+        mock_cursor = MagicMock()
+        mock_cursor.fetch_pandas_all.return_value = empty_df
+        mock_execute.return_value = mock_cursor
+
+        mock_conn = MagicMock()
+        mock_get_conn.return_value.__enter__ = MagicMock(return_value=mock_conn)
+        mock_get_conn.return_value.__exit__ = MagicMock(return_value=False)
+
+        with patch.object(registry, "apply_project") as mock_apply:
+            registry._sync_feast_metadata_to_projects_table()
+
+            mock_apply.assert_not_called()
+
+    @patch(
+        "feast.infra.registry.snowflake.GetSnowflakeConnection",
+    )
+    @patch("feast.infra.registry.snowflake.execute_snowflake_statement")
+    def test_sync_deduplicates_project_ids(self, mock_execute, mock_get_conn):
+        """Sets should deduplicate project IDs; lists would not."""
+        registry = self._make_registry()
+
+        metadata_df = pd.DataFrame(
+            {"PROJECT_ID": ["project_a", "project_a", "project_b"]}
+        )
+        projects_df = pd.DataFrame({"PROJECT_ID": []})
+
+        mock_cursor = MagicMock()
+        mock_cursor.fetch_pandas_all.side_effect = [metadata_df, projects_df]
+        mock_execute.return_value = mock_cursor
+
+        mock_conn = MagicMock()
+        mock_get_conn.return_value.__enter__ = MagicMock(return_value=mock_conn)
+        mock_get_conn.return_value.__exit__ = MagicMock(return_value=False)
+
+        with patch.object(registry, "apply_project") as mock_apply:
+            registry._sync_feast_metadata_to_projects_table()
+
+            assert mock_apply.call_count == 2
+            applied_names = {call[0][0].name for call in mock_apply.call_args_list}
+            assert applied_names == {"project_a", "project_b"}
+
+
+class _DictableConfig:
+    """A config object that supports dict() conversion and attribute access."""
+
+    def __init__(self, data):
+        self._data = data
+        for k, v in data.items():
+            setattr(self, k, v)
+
+    def __iter__(self):
+        return iter(self._data)
+
+    def keys(self):
+        return self._data.keys()
+
+    def __getitem__(self, key):
+        return self._data[key]
+
+
+class TestGetSnowflakeConnection:
+    @patch("feast.infra.utils.snowflake.snowflake_utils.parse_private_key_path")
+    @patch("feast.infra.utils.snowflake.snowflake_utils.snowflake.connector")
+    @patch("feast.infra.utils.snowflake.snowflake_utils._cache", {})
+    def test_private_key_kwargs_not_leaked_to_connect(
+        self, mock_connector, mock_parse_key
+    ):
+        """private_key_passphrase and private_key_content must not be passed to connect()."""
+        mock_parse_key.return_value = b"parsed_key_bytes"
+        mock_conn = MagicMock()
+        mock_connector.connect.return_value = mock_conn
+
+        config = _DictableConfig(
+            {
+                "type": "snowflake.registry",
+                "account": "test_account",
+                "user": "test_user",
+                "password": None,
+                "role": "test_role",
+                "warehouse": "test_wh",
+                "database": "test_db",
+                "schema_": "test_schema",
+                "config_path": "",
+                "private_key": "/path/to/key.p8",
+                "private_key_passphrase": "my_secret",  # pragma: allowlist secret
+                "private_key_content": None,
+            }
+        )
+
+        with GetSnowflakeConnection(config):
+            pass
+
+        connect_kwargs = mock_connector.connect.call_args[1]
+        assert "private_key_passphrase" not in connect_kwargs
+        assert "private_key_content" not in connect_kwargs
+        assert connect_kwargs["private_key"] == b"parsed_key_bytes"
diff --git a/sdk/python/tests/unit/infra/registry/test_sql_registry.py b/sdk/python/tests/unit/infra/registry/test_sql_registry.py
index 5f144adbaf4..1a3ec92a4a6 100644
--- a/sdk/python/tests/unit/infra/registry/test_sql_registry.py
+++ b/sdk/python/tests/unit/infra/registry/test_sql_registry.py
@@ -12,9 +12,12 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import sys
 import tempfile
+import types
 from datetime import timedelta
 
+import dill
 import pytest
 
 from feast import Field
@@ -23,7 +26,11 @@
 from feast.errors import ConflictingFeatureViewNames
 from feast.feature_view import FeatureView
 from feast.infra.offline_stores.file_source import FileSource
-from feast.infra.registry.sql import SqlRegistry, SqlRegistryConfig
+from feast.infra.registry.sql import SqlRegistry, SqlRegistryConfig, feature_views
+from feast.protos.feast.core.Transformation_pb2 import (
+    FeatureTransformationV2,
+    UserDefinedFunctionV2,
+)
 from feast.stream_feature_view import StreamFeatureView
 from feast.types import Float32
 from feast.value_type import ValueType
@@ -44,6 +51,13 @@ def sqlite_registry():
     registry.teardown()
 
 
+@pytest.fixture
+def shared_sqlite_db_path():
+    """Return a shared SQLite DB path for cross-project tests."""
+    fd, path = tempfile.mkstemp()
+    yield path
+
+
 def test_sql_registry(sqlite_registry):
     """
     Test the SQL registry
@@ -105,3 +119,104 @@ def test_feature_view_name_conflict_between_stream_and_batch(sqlite_registry):
 
     with pytest.raises(ConflictingFeatureViewNames):
         sqlite_registry.apply_feature_view(stream_view, "test_project")
+
+
+def _serialize_udf_referencing_module(module_name: str) -> bytes:
+    """Create a dill-serialized UDF that references a fake module.
+
+    The function is defined inside a temporary module so that dill records
+    a dependency on that module. After serialization, the module is removed
+    from sys.modules so that deserializing the bytes will raise
+    ModuleNotFoundError.
+    """
+    mod = types.ModuleType(module_name)
+    mod.__package__ = module_name
+    sys.modules[module_name] = mod
+    exec("def _udf(x): return x", mod.__dict__)
+    udf_bytes = dill.dumps(mod._udf)
+    del sys.modules[module_name]
+    return udf_bytes
+
+
+def test_shared_registry_cross_project_udf_does_not_crash(shared_sqlite_db_path):
+    """Initializing a SqlRegistry must not crash when another project in the
+    same database has a feature view whose UDF references a module that is
+    not installed in the current environment.
+
+    Before the fix, proto() called from_proto() on every feature view across
+    all projects, triggering dill.loads() which raised ModuleNotFoundError.
+    """
+    db_url = f"sqlite:///{shared_sqlite_db_path}"
+    config = SqlRegistryConfig(
+        registry_type="sql", path=db_url, purge_feast_metadata=False
+    )
+
+    registry_a = SqlRegistry(config, "project_a", None)
+
+    entity = Entity(name="driver", join_keys=["driver_id"])
+    registry_a.apply_entity(entity, "project_a")
+
+    file_source = FileSource(
+        path="driver_stats.parquet",
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+    fv = FeatureView(
+        name="driver_features",
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[Field(name="conv_rate", dtype=Float32)],
+        source=file_source,
+    )
+    registry_a.apply_feature_view(fv, "project_a")
+
+    # Inject a UDF body that references a non-existent module directly into
+    # the DB, simulating a feature view from another project that uses a
+    # module not available in this environment.
+    fake_udf_bytes = _serialize_udf_referencing_module("nonexistent_project_module")
+
+    fv_proto = fv.to_proto()
+    fv_proto.spec.project = "project_a"
+    fv_proto.spec.feature_transformation.CopyFrom(
+        FeatureTransformationV2(
+            user_defined_function=UserDefinedFunctionV2(
+                name="fake_udf",
+                body=fake_udf_bytes,
+                body_text="def _udf(x): return x",
+                mode="python",
+            )
+        )
+    )
+    with registry_a.write_engine.begin() as conn:
+        from sqlalchemy import update
+
+        stmt = (
+            update(feature_views)
+            .where(
+                feature_views.c.feature_view_name == "driver_features",
+                feature_views.c.project_id == "project_a",
+            )
+            .values(feature_view_proto=fv_proto.SerializeToString())
+        )
+        conn.execute(stmt)
+
+    # Creating a new SqlRegistry for project_b against the same DB should
+    # NOT crash even though project_a has a UDF referencing an unavailable
+    # module. proto() should read raw protos without deserializing UDFs.
+    registry_b = SqlRegistry(config, "project_b", None)
+
+    entity_b = Entity(name="customer", join_keys=["customer_id"])
+    registry_b.apply_entity(entity_b, "project_b")
+    retrieved = registry_b.get_entity("customer", "project_b")
+    assert retrieved.name == "customer"
+
+    # Verify project_a's data is still accessible in the cached proto
+    proto = registry_b.proto()
+    project_names = [p.spec.name for p in proto.projects]
+    assert "project_a" in project_names
+    assert "project_b" in project_names
+
+    fv_names = [fv.spec.name for fv in proto.feature_views]
+    assert "driver_features" in fv_names
+
+    registry_a.teardown()
diff --git a/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py b/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py
index 8ae6ec63ba5..14b42c9783b 100644
--- a/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py
+++ b/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py
@@ -1,11 +1,15 @@
 import tempfile
 from typing import Optional
+from unittest.mock import MagicMock
 
 import pytest
 from cryptography.hazmat.primitives import serialization
 from cryptography.hazmat.primitives.asymmetric import rsa
 
-from feast.infra.utils.snowflake.snowflake_utils import parse_private_key_path
+from feast.infra.utils.snowflake.snowflake_utils import (
+    execute_snowflake_statement,
+    parse_private_key_path,
+)
 
 PRIVATE_KEY_PASSPHRASE = "test"
 
@@ -69,3 +73,38 @@ def test_parse_private_key_path_key_path_encrypted(encrypted_private_key):
             f.name,
             None,
         )
+
+
+class TestExecuteSnowflakeStatement:
+    def test_empty_query_is_passed_through_to_execute(self):
+        mock_conn = MagicMock()
+        mock_cursor = MagicMock()
+        mock_executed_cursor = MagicMock()
+        mock_conn.cursor.return_value = mock_cursor
+        mock_cursor.execute.return_value = mock_executed_cursor
+
+        result = execute_snowflake_statement(mock_conn, "")
+
+        assert result is mock_executed_cursor
+        mock_cursor.execute.assert_called_once_with("")
+
+    def test_valid_query_executes_and_returns_cursor(self):
+        mock_conn = MagicMock()
+        mock_cursor = MagicMock()
+        mock_executed_cursor = MagicMock()
+        mock_conn.cursor.return_value = mock_cursor
+        mock_cursor.execute.return_value = mock_executed_cursor
+
+        result = execute_snowflake_statement(mock_conn, "SELECT 1")
+
+        assert result is mock_executed_cursor
+        mock_cursor.execute.assert_called_once_with("SELECT 1")
+
+    def test_valid_query_raises_on_none_cursor(self):
+        mock_conn = MagicMock()
+        mock_cursor = MagicMock()
+        mock_conn.cursor.return_value = mock_cursor
+        mock_cursor.execute.return_value = None
+
+        with pytest.raises(Exception, match="Snowflake query failed"):
+            execute_snowflake_statement(mock_conn, "SELECT 1")
diff --git a/sdk/python/tests/unit/local_feast_tests/test_e2e_local.py b/sdk/python/tests/unit/local_feast_tests/test_e2e_local.py
index 9019f577fc5..ef11c8cccfa 100644
--- a/sdk/python/tests/unit/local_feast_tests/test_e2e_local.py
+++ b/sdk/python/tests/unit/local_feast_tests/test_e2e_local.py
@@ -23,6 +23,7 @@
     platform.system() == "Darwin" and os.environ.get("CI") == "true",
     reason="Skip on macOS CI due to Ray/uv subprocess compatibility issues",
 )
+@pytest.mark.timeout(600)
 def test_e2e_local() -> None:
     """
     Tests the end-to-end workflow of apply, materialize, and online retrieval.
diff --git a/sdk/python/tests/unit/online_store/test_mongodb_online_retrieval.py b/sdk/python/tests/unit/online_store/test_mongodb_online_retrieval.py
index cfadc3151fd..029746cf442 100644
--- a/sdk/python/tests/unit/online_store/test_mongodb_online_retrieval.py
+++ b/sdk/python/tests/unit/online_store/test_mongodb_online_retrieval.py
@@ -11,13 +11,13 @@
 
 pytest.importorskip("pymongo")
 
-from feast import FeatureView, Field, FileSource  # noqa: E402
+from feast import Entity, FeatureView, Field, FileSource, RepoConfig  # noqa: E402
 from feast.infra.online_stores.mongodb_online_store.mongodb import (  # noqa: E402
     MongoDBOnlineStore,
 )
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
-from feast.types import Int64
+from feast.types import Array, Float32, Int64, String
 from feast.utils import _utc_now
 from tests.universal.feature_repos.universal.feature_views import TAGS
 from tests.utils.cli_repo_creator import CliRunner, get_example_repo
@@ -303,3 +303,118 @@ def test_convert_raw_docs_ordering():
     assert results[0][1]["score"].int64_val == 1  # entity_z
     assert results[1][1]["score"].int64_val == 2  # entity_a
     assert results[2][1]["score"].int64_val == 3  # entity_m
+
+
+# ---------------------------------------------------------------------------
+# Vector search validation — pure Python, no Docker required
+# ---------------------------------------------------------------------------
+
+
+def _make_vector_fv(
+    *, vector_index: bool = True, vector_length: int = 3
+) -> FeatureView:
+    """Build a FeatureView with an embedding field for vector search tests."""
+    embedding_kwargs: dict = {"name": "embedding", "dtype": Array(Float32)}
+    if vector_index:
+        embedding_kwargs.update(
+            vector_index=True,
+            vector_length=vector_length,
+            vector_search_metric="cosine",
+        )
+    return FeatureView(
+        name="item_embeddings",
+        entities=[Entity(name="item_id", join_keys=["item_id"])],
+        schema=[
+            Field(**embedding_kwargs),
+            Field(name="title", dtype=String),
+            Field(name="item_id", dtype=Int64),
+        ],
+        source=FileSource(path="fake.parquet", timestamp_field="event_timestamp"),
+        ttl=timedelta(hours=24),
+    )
+
+
+def _make_repo_config(*, vector_enabled: bool = True) -> RepoConfig:
+    """Build a RepoConfig with MongoDB online store for vector search tests."""
+    return RepoConfig(
+        project="test_vs",
+        provider="local",
+        online_store={
+            "type": "mongodb",
+            "connection_string": "mongodb://localhost:27017",
+            "vector_enabled": vector_enabled,
+        },
+        registry="memory://",
+        entity_key_serialization_version=3,
+    )
+
+
+def test_retrieve_raises_when_vector_not_enabled():
+    """retrieve_online_documents_v2 raises ValueError when vector_enabled=False."""
+    store = MongoDBOnlineStore()
+    config = _make_repo_config(vector_enabled=False)
+    fv = _make_vector_fv()
+
+    with pytest.raises(ValueError, match="Vector search is not enabled"):
+        store.retrieve_online_documents_v2(
+            config=config,
+            table=fv,
+            requested_features=["embedding"],
+            embedding=[1.0, 0.0, 0.0],
+            top_k=3,
+        )
+
+
+def test_retrieve_raises_when_embedding_is_none():
+    """retrieve_online_documents_v2 raises ValueError when embedding is None."""
+    store = MongoDBOnlineStore()
+    config = _make_repo_config(vector_enabled=True)
+    fv = _make_vector_fv()
+
+    with pytest.raises(ValueError, match="embedding vector must be provided"):
+        store.retrieve_online_documents_v2(
+            config=config,
+            table=fv,
+            requested_features=["embedding"],
+            embedding=None,
+            top_k=3,
+        )
+
+
+def test_retrieve_raises_when_no_vector_fields():
+    """retrieve_online_documents_v2 raises ValueError when no fields have vector_index=True."""
+    store = MongoDBOnlineStore()
+    config = _make_repo_config(vector_enabled=True)
+    fv = _make_vector_fv(vector_index=False)
+
+    with pytest.raises(ValueError, match="has no fields with vector_index=True"):
+        store.retrieve_online_documents_v2(
+            config=config,
+            table=fv,
+            requested_features=["embedding"],
+            embedding=[1.0, 0.0, 0.0],
+            top_k=3,
+        )
+
+
+def test_ensure_vector_indexes_raises_on_missing_vector_length():
+    """_ensure_vector_indexes raises ValueError when vector_length is not set."""
+    from unittest.mock import MagicMock
+
+    store = MongoDBOnlineStore()
+    config = _make_repo_config(vector_enabled=True)
+    online_config = config.online_store
+
+    # Create a feature view where vector_index=True but vector_length=0/None
+    fv = _make_vector_fv(vector_index=True, vector_length=0)
+
+    # Mock collection so we don't need a real MongoDB connection
+    mock_collection = MagicMock()
+    mock_collection.database.list_collection_names.return_value = ["test_vs_latest"]
+    mock_collection.name = "test_vs_latest"
+    mock_collection.list_search_indexes.return_value = []
+
+    with pytest.raises(
+        ValueError, match="vector_index=True but vector_length is not set"
+    ):
+        store._ensure_vector_indexes(mock_collection, [fv], online_config)
diff --git a/sdk/python/tests/unit/online_store/test_online_retrieval.py b/sdk/python/tests/unit/online_store/test_online_retrieval.py
index 60f583ad669..63dcc8c7e48 100644
--- a/sdk/python/tests/unit/online_store/test_online_retrieval.py
+++ b/sdk/python/tests/unit/online_store/test_online_retrieval.py
@@ -1714,3 +1714,181 @@ def test_milvus_keyword_search() -> None:
         assert len(result_hybrid["content"]) > 0
         assert any("Feast" in content for content in result_hybrid["content"])
         assert len(result_hybrid["vector"]) > 0
+
+
+def test_milvus_update_preserves_collection_cache() -> None:
+    """
+    Regression test: update() used to overwrite self._collections with the
+    describe_collection() dict of the last processed table, replacing the
+    dict-of-dicts cache with a single flat dict.  After the fix, each call
+    to _get_or_create_collection() updates the keyed entry in-place and the
+    cache remains a proper mapping from collection name to collection info.
+    """
+    from datetime import timedelta
+
+    from feast import Entity, FeatureView, Field, FileSource
+    from feast.types import Array, Float32, Int64, String
+
+    runner = CliRunner()
+    with runner.local_repo(
+        example_repo_py=get_example_repo("example_rag_feature_repo.py"),
+        offline_store="file",
+        online_store="milvus",
+        apply=False,
+        teardown=False,
+    ) as store:
+        source = FileSource(
+            path="data/dummy.parquet",
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created_timestamp",
+        )
+        entity_a = Entity(name="id_a", join_keys=["id_a"], value_type=ValueType.INT64)
+        entity_b = Entity(name="id_b", join_keys=["id_b"], value_type=ValueType.INT64)
+
+        fv_a = FeatureView(
+            name="fv_a",
+            entities=[entity_a],
+            schema=[
+                Field(name="id_a", dtype=Int64),
+                Field(
+                    name="vec_a",
+                    dtype=Array(Float32),
+                    vector_index=True,
+                    vector_search_metric="COSINE",
+                ),
+                Field(name="text_a", dtype=String),
+            ],
+            source=source,
+            ttl=timedelta(hours=1),
+        )
+        fv_b = FeatureView(
+            name="fv_b",
+            entities=[entity_b],
+            schema=[
+                Field(name="id_b", dtype=Int64),
+                Field(
+                    name="vec_b",
+                    dtype=Array(Float32),
+                    vector_index=True,
+                    vector_search_metric="COSINE",
+                ),
+                Field(name="text_b", dtype=String),
+            ],
+            source=source,
+            ttl=timedelta(hours=1),
+        )
+
+        store.apply([source, entity_a, entity_b, fv_a, fv_b])
+
+        online_store = store._provider._online_store
+        # After applying two feature views, the cache must be a proper dict
+        # mapping collection names to collection-info dicts, not a flat dict.
+        assert isinstance(online_store._collections, dict), (
+            "_collections should be a dict"
+        )
+        collection_name_a = f"{store.config.project}_fv_a"
+        collection_name_b = f"{store.config.project}_fv_b"
+        assert collection_name_a in online_store._collections, (
+            f"Cache missing entry for {collection_name_a}"
+        )
+        assert collection_name_b in online_store._collections, (
+            f"Cache missing entry for {collection_name_b} — "
+            "update() likely overwrote _collections with a single collection dict"
+        )
+        # Each cached value must be a collection-info dict (has a 'fields' key),
+        # not itself keyed by collection name.
+        for name in [collection_name_a, collection_name_b]:
+            assert "fields" in online_store._collections[name], (
+                f"Cache entry for {name} looks like a corrupted flat dict"
+            )
+
+
+def test_milvus_plan_returns_empty_list() -> None:
+    """
+    Regression test: plan() used to raise NotImplementedError, causing
+    `feast plan` to crash for any project using the Milvus online store.
+    It should return [] matching the OnlineStore base class default.
+    """
+    from feast.infra.online_stores.milvus_online_store.milvus import MilvusOnlineStore
+
+    store = MilvusOnlineStore()
+    result = store.plan(config=None, desired_registry_proto=None)  # type: ignore[arg-type]
+    assert result == [], f"plan() should return [] but returned {result!r}"
+
+
+def test_milvus_retrieve_online_documents_v2_missing_entity_key() -> None:
+    """
+    Regression test: retrieve_online_documents_v2() passed the raw
+    hit.get("entity", {}).get(composite_key_name, None) directly to
+    bytes.fromhex(), raising TypeError when the key was absent.
+    After the fix, a missing composite key produces a None entity_key_proto
+    instead of crashing.
+    """
+    from datetime import timedelta
+    from unittest.mock import patch
+
+    from feast import Entity, FeatureView, Field, FileSource
+    from feast.types import Array, Float32, Int64, String
+
+    runner = CliRunner()
+    with runner.local_repo(
+        example_repo_py=get_example_repo("example_rag_feature_repo.py"),
+        offline_store="file",
+        online_store="milvus",
+        apply=False,
+        teardown=False,
+    ) as store:
+        source = FileSource(
+            path="data/dummy.parquet",
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created_timestamp",
+        )
+        entity = Entity(name="doc_id", join_keys=["doc_id"], value_type=ValueType.INT64)
+        fv = FeatureView(
+            name="docs",
+            entities=[entity],
+            schema=[
+                Field(name="doc_id", dtype=Int64),
+                Field(
+                    name="vec",
+                    dtype=Array(Float32),
+                    vector_index=True,
+                    vector_search_metric="COSINE",
+                ),
+                Field(name="text", dtype=String),
+            ],
+            source=source,
+            ttl=timedelta(hours=1),
+        )
+        store.apply([source, entity, fv])
+
+        online_store = store._provider._online_store
+        fv_obj = store.get_feature_view("docs")
+        # Simulate a search hit that is missing the composite primary key.
+        fake_hit = {
+            "entity": {
+                "event_ts": int(_utc_now().timestamp() * 1e6),
+                "created_ts": int(_utc_now().timestamp() * 1e6),
+                "text": "hello",
+            },
+            "distance": 0.9,
+        }
+
+        mock_results = [[fake_hit]]
+        with patch.object(online_store.client, "search", return_value=mock_results):
+            with patch.object(
+                online_store.client, "load_collection", return_value=None
+            ):
+                # Before the fix this raised TypeError: fromhex argument must be str, not None
+                result = online_store.retrieve_online_documents_v2(
+                    config=store.config,
+                    table=fv_obj,
+                    requested_features=["text"],
+                    embedding=[0.1] * 10,
+                    top_k=1,
+                )
+        assert len(result) == 1
+        _ts, entity_key_proto, _features = result[0]
+        assert entity_key_proto is None, (
+            "entity_key_proto should be None when the composite key is absent from the hit"
+        )
diff --git a/sdk/python/tests/unit/test_demos.py b/sdk/python/tests/unit/test_demos.py
new file mode 100644
index 00000000000..52d61b353a2
--- /dev/null
+++ b/sdk/python/tests/unit/test_demos.py
@@ -0,0 +1,360 @@
+"""Unit tests for feast.demos — demo notebook generation."""
+
+import json
+import pathlib
+import textwrap
+
+import pytest
+
+from feast.demos import (
+    _extract_store_info,
+    _find_feature_store_yamls,
+    _is_operator_client,
+    copy_demo_notebooks,
+)
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+_LOCAL_YAML = textwrap.dedent("""\
+    project: local_proj
+    provider: local
+    registry:
+      path: data/registry.db
+      registry_type: file
+    offline_store:
+      type: file
+    online_store:
+      type: sqlite
+      path: data/online_store.db
+    entity_key_serialization_version: 3
+""")
+
+_OPERATOR_YAML = textwrap.dedent("""\
+    project: remote_proj
+    provider: local
+    offline_store:
+      host: feast-offline.svc.cluster.local
+      port: 80
+      type: remote
+    online_store:
+      path: http://feast-online.svc.cluster.local:80
+      type: remote
+    registry:
+      path: feast-registry.svc.cluster.local:80
+      registry_type: remote
+    auth:
+      type: oidc
+    entity_key_serialization_version: 3
+""")
+
+_VECTOR_YAML = textwrap.dedent("""\
+    project: vec_proj
+    provider: local
+    registry:
+      path: data/registry.db
+      registry_type: file
+    offline_store:
+      type: file
+    online_store:
+      type: pgvector
+      vector_enabled: true
+      embedding_dim: 512
+    entity_key_serialization_version: 3
+""")
+
+
+def _write(tmp_path: pathlib.Path, rel: str, content: str) -> pathlib.Path:
+    p = tmp_path / rel
+    p.parent.mkdir(parents=True, exist_ok=True)
+    p.write_text(content)
+    return p
+
+
+def _sections(nb: dict) -> list[str]:
+    """Return the first line of every markdown cell that starts with #."""
+    return [
+        "".join(cell["source"]).splitlines()[0]
+        for cell in nb["cells"]
+        if cell["cell_type"] == "markdown" and "".join(cell["source"]).startswith("#")
+    ]
+
+
+# ---------------------------------------------------------------------------
+# _extract_store_info
+# ---------------------------------------------------------------------------
+
+
+class TestExtractStoreInfo:
+    def test_local_defaults(self):
+        info = _extract_store_info({})
+        assert info["project"] == "my_feast_project"
+        assert info["provider"] == "local"
+        assert info["online_store_type"] == "sqlite"
+        assert info["offline_store_type"] == "file"
+        assert info["registry_type"] == "file"
+        assert info["auth_type"] == "no_auth"
+        assert info["vector_enabled"] is False
+        assert info["embedding_dim"] is None
+
+    def test_operator_client_yaml(self):
+        config = {
+            "project": "sample",
+            "provider": "local",
+            "offline_store": {"type": "remote", "host": "h", "port": 80},
+            "online_store": {"type": "remote", "path": "http://h:80"},
+            "registry": {"registry_type": "remote", "path": "h:80"},
+            "auth": {"type": "oidc"},
+        }
+        info = _extract_store_info(config)
+        assert info["registry_type"] == "remote"
+        assert info["online_store_type"] == "remote"
+        assert info["offline_store_type"] == "remote"
+        assert info["auth_type"] == "oidc"
+
+    def test_registry_type_key_takes_priority_over_type(self):
+        config = {"registry": {"registry_type": "remote", "type": "file"}}
+        info = _extract_store_info(config)
+        assert info["registry_type"] == "remote"
+
+    def test_registry_type_fallback_to_type(self):
+        config = {"registry": {"type": "snowflake"}}
+        info = _extract_store_info(config)
+        assert info["registry_type"] == "snowflake"
+
+    def test_string_registry_path_stays_file(self):
+        info = _extract_store_info({"registry": "data/registry.db"})
+        assert info["registry_type"] == "file"
+
+    def test_vector_enabled(self):
+        config = {
+            "online_store": {
+                "type": "pgvector",
+                "vector_enabled": True,
+                "embedding_dim": 512,
+            }
+        }
+        info = _extract_store_info(config)
+        assert info["vector_enabled"] is True
+        assert info["embedding_dim"] == 512
+
+    def test_online_store_as_string(self):
+        info = _extract_store_info({"online_store": "Redis"})
+        assert info["online_store_type"] == "redis"
+
+    def test_offline_store_as_string(self):
+        info = _extract_store_info({"offline_store": "BigQuery"})
+        assert info["offline_store_type"] == "bigquery"
+
+
+# ---------------------------------------------------------------------------
+# _is_operator_client
+# ---------------------------------------------------------------------------
+
+
+class TestIsOperatorClient:
+    def _info(self, registry="remote", online="remote", offline="remote"):
+        return {
+            "registry_type": registry,
+            "online_store_type": online,
+            "offline_store_type": offline,
+        }
+
+    def test_all_remote_is_operator(self):
+        assert _is_operator_client(self._info()) is True
+
+    def test_local_registry_not_operator(self):
+        assert _is_operator_client(self._info(registry="file")) is False
+
+    def test_local_online_not_operator(self):
+        assert _is_operator_client(self._info(online="sqlite")) is False
+
+    def test_local_offline_not_operator(self):
+        assert _is_operator_client(self._info(offline="file")) is False
+
+
+# ---------------------------------------------------------------------------
+# _find_feature_store_yamls
+# ---------------------------------------------------------------------------
+
+
+class TestFindFeatureStoreYamls:
+    def test_direct(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", "project: p")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 1
+        assert found[0].name == "feature_store.yaml"
+
+    def test_feast_config_root(self, tmp_path):
+        _write(tmp_path, "feast-config/feature_store.yaml", "project: p")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 1
+
+    def test_feast_config_multiple_files(self, tmp_path):
+        _write(tmp_path, "feast-config/rag.yaml", "project: rag")
+        _write(tmp_path, "feast-config/rec.yml", "project: rec")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 2
+
+    def test_feast_config_any_extension(self, tmp_path):
+        _write(tmp_path, "feast-config/project_a.yaml", "project: a")
+        _write(tmp_path, "feast-config/project_b", "project: b")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 2
+
+    def test_feast_config_ignores_directories(self, tmp_path):
+        _write(tmp_path, "feast-config/valid.yaml", "project: p")
+        (tmp_path / "feast-config" / "subdir").mkdir()
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 1
+
+    def test_multiple_sources(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", "project: root")
+        _write(tmp_path, "feast-config/a.yaml", "project: a")
+        _write(tmp_path, "feast-config/b", "project: b")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 3
+
+    def test_no_yaml_returns_empty(self, tmp_path):
+        assert _find_feature_store_yamls(tmp_path) == []
+
+
+# ---------------------------------------------------------------------------
+# copy_demo_notebooks — file generation
+# ---------------------------------------------------------------------------
+
+
+class TestCopyDemoNotebooks:
+    def test_generates_notebooks(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+
+        assert (out / "local_proj" / "01_feature_store_overview.ipynb").exists()
+        assert (out / "local_proj" / "02_historical_features_training.ipynb").exists()
+        assert (out / "local_proj" / "03_online_features_serving.ipynb").exists()
+
+    def test_valid_notebook_json(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+
+        nb = json.loads(
+            (out / "local_proj" / "01_feature_store_overview.ipynb").read_text()
+        )
+        assert nb["nbformat"] == 4
+        assert isinstance(nb["cells"], list)
+
+    def test_raises_if_output_exists(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+
+        with pytest.raises(FileExistsError):
+            copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+
+    def test_overwrite_flag(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        copy_demo_notebooks(
+            output_dir=str(out), repo_path=str(tmp_path), overwrite=True
+        )
+
+    def test_no_yaml_returns_without_creating_output(self, tmp_path):
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        assert not out.exists()
+
+    def test_multiple_projects(self, tmp_path):
+        _write(
+            tmp_path,
+            "feast-config/proj_a.yaml",
+            "project: proj_a\nprovider: local\n",
+        )
+        _write(
+            tmp_path,
+            "feast-config/proj_b.yaml",
+            "project: proj_b\nprovider: local\n",
+        )
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        assert (out / "proj_a").is_dir()
+        assert (out / "proj_b").is_dir()
+
+
+# ---------------------------------------------------------------------------
+# Notebook content — section headings
+# ---------------------------------------------------------------------------
+
+
+class TestNotebookContent:
+    def _notebooks(self, tmp_path, yaml_content):
+        _write(tmp_path, "feature_store.yaml", yaml_content)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        project = _extract_store_info(__import__("yaml").safe_load(yaml_content))[
+            "project"
+        ]
+        return {
+            name: json.loads((out / project / name).read_text())
+            for name in [
+                "01_feature_store_overview.ipynb",
+                "02_historical_features_training.ipynb",
+                "03_online_features_serving.ipynb",
+            ]
+        }
+
+    def test_local_overview_has_apply_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["01_feature_store_overview.ipynb"])
+        assert any("Apply Feature Definitions" in s for s in sections)
+
+    def test_remote_overview_has_registry_sync(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _OPERATOR_YAML)
+        sections = _sections(nbs["01_feature_store_overview.ipynb"])
+        assert any("Registry Sync" in s for s in sections)
+
+    def test_historical_no_apply_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["02_historical_features_training.ipynb"])
+        assert not any("Apply" in s for s in sections)
+
+    def test_online_no_apply_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert not any("Apply" in s for s in sections)
+
+    def test_vector_notebook_has_vector_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _VECTOR_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert any("Vector" in s for s in sections)
+
+    def test_non_vector_notebook_no_vector_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert not any("Vector" in s for s in sections)
+
+    def test_auth_section_present_for_oidc(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _OPERATOR_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert any("Authentication" in s for s in sections)
+
+    def test_auth_section_absent_for_no_auth(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert not any("Authentication" in s for s in sections)
+
+    def test_path_setup_cell_contains_yaml_path(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        nb = json.loads(
+            (out / "local_proj" / "01_feature_store_overview.ipynb").read_text()
+        )
+        code_sources = [
+            "".join(c["source"]) for c in nb["cells"] if c["cell_type"] == "code"
+        ]
+        yaml_path = str((tmp_path / "feature_store.yaml").resolve())
+        assert any(yaml_path in src for src in code_sources)
diff --git a/sdk/python/tests/unit/test_doc_embedder.py b/sdk/python/tests/unit/test_doc_embedder.py
index 2a9e324e0c4..10f72c82d02 100644
--- a/sdk/python/tests/unit/test_doc_embedder.py
+++ b/sdk/python/tests/unit/test_doc_embedder.py
@@ -6,7 +6,11 @@
 import pytest
 
 from feast.chunker import BaseChunker, ChunkingConfig, TextChunker
-from feast.doc_embedder import DocEmbedder, LogicalLayerFn, default_logical_layer_fn
+from feast.doc_embedder import (
+    DocEmbedder,
+    SchemaTransformFn,
+    default_schema_transform_fn,
+)
 from feast.embedder import BaseEmbedder, EmbeddingConfig, MultiModalEmbedder
 
 
@@ -230,17 +234,17 @@ def test_embed_dataframe(self):
         embedder.embed.assert_called_once_with(["hello", "world"], "text")
 
 
-def test_logical_layer_fn_protocol_check():
-    """A matching function is recognized as LogicalLayerFn."""
+def test_schema_transform_fn_protocol_check():
+    """A matching function is recognized as SchemaTransformFn."""
 
     def my_fn(df: pd.DataFrame) -> pd.DataFrame:
         return df
 
-    assert isinstance(my_fn, LogicalLayerFn)
+    assert isinstance(my_fn, SchemaTransformFn)
 
 
-def test_default_logical_layer_fn_output():
-    """default_logical_layer_fn transforms columns correctly."""
+def test_default_schema_transform_fn_output():
+    """default_schema_transform_fn transforms columns correctly."""
     input_df = pd.DataFrame(
         {
             "chunk_id": ["c1", "c2"],
@@ -250,7 +254,7 @@ def test_default_logical_layer_fn_output():
         }
     )
 
-    result = default_logical_layer_fn(input_df)
+    result = default_schema_transform_fn(input_df)
 
     assert list(result.columns) == [
         "passage_id",
@@ -288,7 +292,7 @@ def test_init_no_feature_view(self, mock_load_config, mock_apply_total, tmp_path
         assert doc_embedder.feature_view_name == "test_view"
         assert doc_embedder.chunker is mock_chunker
         assert doc_embedder.embedder is mock_embedder
-        assert doc_embedder.logical_layer_fn is default_logical_layer_fn
+        assert doc_embedder.schema_transform_fn is default_schema_transform_fn
 
     @patch("feast.repo_operations.apply_total")
     @patch("feast.repo_config.load_repo_config")
@@ -374,7 +378,7 @@ def test_init_creates_feature_view_auto_detects_vector_length(
     def test_embed_documents_full_chain(
         self, mock_fs_cls, mock_load_config, mock_apply_total, tmp_path
     ):
-        """embed_documents wires chunk -> embed -> logical_layer -> save correctly."""
+        """embed_documents wires chunk -> embed -> schema_transform -> save correctly."""
         mock_chunker = MagicMock(spec=BaseChunker)
         chunked_df = pd.DataFrame(
             {
@@ -409,7 +413,7 @@ def mock_logical_fn(df: pd.DataFrame) -> pd.DataFrame:
             repo_path=str(tmp_path),
             chunker=mock_chunker,
             embedder=mock_embedder,
-            logical_layer_fn=mock_logical_fn,
+            schema_transform_fn=mock_logical_fn,
             create_feature_view=False,
         )
 
@@ -528,7 +532,7 @@ def mock_logical_fn(df: pd.DataFrame) -> pd.DataFrame:
             repo_path=str(tmp_path),
             chunker=mock_chunker,
             embedder=mock_embedder,
-            logical_layer_fn=mock_logical_fn,
+            schema_transform_fn=mock_logical_fn,
             create_feature_view=False,
         )
 
@@ -599,7 +603,7 @@ def test_save_to_online_store(
 @patch("feast.repo_config.load_repo_config")
 @patch("feast.feature_store.FeatureStore")
 def test_end_to_end_pipeline(mock_fs_cls, mock_load_config, mock_apply_total, tmp_path):
-    """Full pipeline: real TextChunker + mocked embedder + default logical layer."""
+    """Full pipeline: real TextChunker + mocked embedder + default schema transform."""
     chunker = TextChunker(
         config=ChunkingConfig(
             chunk_size=10,
@@ -623,7 +627,7 @@ def fake_embed_dataframe(df, column_mapping):
         repo_path=str(tmp_path),
         chunker=chunker,
         embedder=mock_embedder,
-        logical_layer_fn=default_logical_layer_fn,
+        schema_transform_fn=default_schema_transform_fn,
         create_feature_view=False,
     )
 
diff --git a/sdk/python/tests/unit/test_feature_view_state.py b/sdk/python/tests/unit/test_feature_view_state.py
new file mode 100644
index 00000000000..3af91b3b469
--- /dev/null
+++ b/sdk/python/tests/unit/test_feature_view_state.py
@@ -0,0 +1,433 @@
+import copy
+from datetime import datetime, timedelta
+from tempfile import mkstemp
+
+import pytest
+
+from feast.data_format import AvroFormat, ParquetFormat
+from feast.data_source import KafkaSource
+from feast.entity import Entity
+from feast.feature_store import FeatureStore
+from feast.feature_view import FeatureView, FeatureViewState
+from feast.field import Field
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
+from feast.on_demand_feature_view import OnDemandFeatureView
+from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
+from feast.protos.feast.core.FeatureView_pb2 import (
+    FeatureViewMeta as FeatureViewMetaProto,
+)
+from feast.protos.feast.core.FeatureView_pb2 import (
+    FeatureViewSpec as FeatureViewSpecProto,
+)
+from feast.repo_config import RepoConfig
+from feast.stream_feature_view import StreamFeatureView
+from feast.types import Float32, Int64
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+
+def _kafka_source():
+    return KafkaSource(
+        name="kafka",
+        timestamp_field="event_timestamp",
+        kafka_bootstrap_servers="localhost:9092",
+        message_format=AvroFormat(""),
+        topic="topic",
+        batch_source=_batch_source(),
+    )
+
+
+def _batch_source():
+    return FileSource(
+        file_format=ParquetFormat(),
+        path="file://feast/*",
+        timestamp_field="ts_col",
+        created_timestamp_column="timestamp",
+    )
+
+
+def _simple_feature_view(name="test_fv", enabled=True):
+    return FeatureView(
+        name=name,
+        entities=[],
+        schema=[Field(name="f1", dtype=Float32)],
+        source=_batch_source(),
+        ttl=timedelta(days=1),
+        enabled=enabled,
+    )
+
+
+@pytest.fixture
+def local_feature_store():
+    _, registry_path = mkstemp()
+    _, online_store_path = mkstemp()
+    return FeatureStore(
+        config=RepoConfig(
+            registry=registry_path,
+            project="default",
+            provider="local",
+            online_store=SqliteOnlineStoreConfig(path=online_store_path),
+            entity_key_serialization_version=3,
+        )
+    )
+
+
+# ---------------------------------------------------------------------------
+# FeatureViewState enum
+# ---------------------------------------------------------------------------
+
+
+class TestFeatureViewState:
+    def test_state_values(self):
+        assert FeatureViewState.STATE_UNSPECIFIED == 0
+        assert FeatureViewState.CREATED == 1
+        assert FeatureViewState.GENERATED == 2
+        assert FeatureViewState.MATERIALIZING == 3
+        assert FeatureViewState.AVAILABLE_ONLINE == 4
+
+    def test_from_proto_valid(self):
+        assert FeatureViewState.from_proto(0) == FeatureViewState.STATE_UNSPECIFIED
+        assert FeatureViewState.from_proto(4) == FeatureViewState.AVAILABLE_ONLINE
+
+    def test_from_proto_invalid_falls_back(self):
+        assert FeatureViewState.from_proto(999) == FeatureViewState.STATE_UNSPECIFIED
+
+    def test_to_proto_round_trip(self):
+        for state in FeatureViewState:
+            assert FeatureViewState.from_proto(state.to_proto()) == state
+
+    def test_valid_transitions(self):
+        """Verify that valid transitions are accepted."""
+        assert FeatureViewState.STATE_UNSPECIFIED.can_transition_to(
+            FeatureViewState.CREATED
+        )
+        assert FeatureViewState.CREATED.can_transition_to(FeatureViewState.GENERATED)
+        assert FeatureViewState.GENERATED.can_transition_to(
+            FeatureViewState.MATERIALIZING
+        )
+        assert FeatureViewState.MATERIALIZING.can_transition_to(
+            FeatureViewState.AVAILABLE_ONLINE
+        )
+        assert FeatureViewState.MATERIALIZING.can_transition_to(
+            FeatureViewState.GENERATED
+        )
+        assert FeatureViewState.AVAILABLE_ONLINE.can_transition_to(
+            FeatureViewState.MATERIALIZING
+        )
+
+    def test_invalid_transitions(self):
+        """Verify that invalid transitions are rejected."""
+        assert not FeatureViewState.STATE_UNSPECIFIED.can_transition_to(
+            FeatureViewState.AVAILABLE_ONLINE
+        )
+        assert not FeatureViewState.CREATED.can_transition_to(
+            FeatureViewState.MATERIALIZING
+        )
+        assert not FeatureViewState.CREATED.can_transition_to(
+            FeatureViewState.AVAILABLE_ONLINE
+        )
+        assert not FeatureViewState.GENERATED.can_transition_to(
+            FeatureViewState.AVAILABLE_ONLINE
+        )
+        assert not FeatureViewState.AVAILABLE_ONLINE.can_transition_to(
+            FeatureViewState.CREATED
+        )
+
+
+# ---------------------------------------------------------------------------
+# FeatureView enabled / state defaults
+# ---------------------------------------------------------------------------
+
+
+class TestFeatureViewDefaults:
+    def test_default_enabled_is_true(self):
+        fv = _simple_feature_view()
+        assert fv.enabled is True
+
+    def test_default_state_is_unspecified(self):
+        fv = _simple_feature_view()
+        assert fv.state == FeatureViewState.STATE_UNSPECIFIED
+
+    def test_enabled_false(self):
+        fv = _simple_feature_view(enabled=False)
+        assert fv.enabled is False
+
+
+# ---------------------------------------------------------------------------
+# Proto serialization round-trips
+# ---------------------------------------------------------------------------
+
+
+class TestFeatureViewProtoRoundTrip:
+    def test_enabled_true_round_trip(self):
+        fv = _simple_feature_view(enabled=True)
+        proto = fv.to_proto()
+        assert proto.spec.disabled is False
+        restored = FeatureView.from_proto(proto)
+        assert restored.enabled is True
+
+    def test_enabled_false_round_trip(self):
+        fv = _simple_feature_view(enabled=False)
+        proto = fv.to_proto()
+        assert proto.spec.disabled is True
+        restored = FeatureView.from_proto(proto)
+        assert restored.enabled is False
+
+    def test_state_round_trip(self):
+        fv = _simple_feature_view()
+        fv.state = FeatureViewState.AVAILABLE_ONLINE
+        proto = fv.to_proto()
+        assert proto.meta.state == FeatureViewState.AVAILABLE_ONLINE.value
+        restored = FeatureView.from_proto(proto)
+        assert restored.state == FeatureViewState.AVAILABLE_ONLINE
+
+    def test_state_unspecified_not_written_to_proto(self):
+        fv = _simple_feature_view()
+        assert fv.state == FeatureViewState.STATE_UNSPECIFIED
+        proto = fv.to_proto()
+        assert proto.meta.state == 0
+
+    def test_backward_compat_old_proto_without_disabled_field(self):
+        """Old protos without `disabled` field default to False -> enabled=True."""
+        spec = FeatureViewSpecProto()
+        spec.name = "legacy_fv"
+        proto = FeatureViewProto(spec=spec, meta=FeatureViewMetaProto())
+        fv = FeatureView.from_proto(proto)
+        assert fv.enabled is True
+
+    def test_backward_compat_old_proto_without_state_field(self):
+        """Old protos without `state` field default to 0 -> STATE_UNSPECIFIED."""
+        spec = FeatureViewSpecProto()
+        spec.name = "legacy_fv"
+        proto = FeatureViewProto(spec=spec, meta=FeatureViewMetaProto())
+        fv = FeatureView.from_proto(proto)
+        assert fv.state == FeatureViewState.STATE_UNSPECIFIED
+
+    def test_all_states_round_trip(self):
+        for state in FeatureViewState:
+            fv = _simple_feature_view()
+            fv.state = state
+            restored = FeatureView.from_proto(fv.to_proto())
+            assert restored.state == state
+
+
+# ---------------------------------------------------------------------------
+# copy.copy preserves enabled/state
+# ---------------------------------------------------------------------------
+
+
+class TestCopyPreservesState:
+    def test_feature_view_copy(self):
+        fv = _simple_feature_view(enabled=False)
+        fv.state = FeatureViewState.GENERATED
+        copied = copy.copy(fv)
+        assert copied.enabled is False
+        assert copied.state == FeatureViewState.GENERATED
+
+    def test_on_demand_feature_view_copy(self):
+        source_fv = _simple_feature_view()
+        odfv = OnDemandFeatureView(
+            name="test_odfv",
+            sources=[source_fv],
+            schema=[Field(name="out", dtype=Float32)],
+            mode="python",
+            udf=lambda features: {"out": [1.0]},
+            enabled=False,
+        )
+        odfv.state = FeatureViewState.GENERATED
+        copied = copy.copy(odfv)
+        assert copied.enabled is False
+        assert copied.state == FeatureViewState.GENERATED
+
+    def test_stream_feature_view_copy(self):
+        sfv = StreamFeatureView(
+            name="test_sfv",
+            entities=[],
+            schema=[Field(name="f1", dtype=Float32)],
+            source=_kafka_source(),
+            ttl=timedelta(days=1),
+        )
+        sfv.enabled = False
+        sfv.state = FeatureViewState.AVAILABLE_ONLINE
+        copied = copy.copy(sfv)
+        assert copied.enabled is False
+        assert copied.state == FeatureViewState.AVAILABLE_ONLINE
+
+
+# ---------------------------------------------------------------------------
+# OnDemandFeatureView enabled / state
+# ---------------------------------------------------------------------------
+
+
+class TestOnDemandFeatureViewState:
+    def test_default_enabled(self):
+        source_fv = _simple_feature_view()
+        odfv = OnDemandFeatureView(
+            name="test_odfv",
+            sources=[source_fv],
+            schema=[Field(name="out", dtype=Float32)],
+            mode="python",
+            udf=lambda features: {"out": [1.0]},
+        )
+        assert odfv.enabled is True
+        assert odfv.state == FeatureViewState.STATE_UNSPECIFIED
+
+    def test_disabled(self):
+        source_fv = _simple_feature_view()
+        odfv = OnDemandFeatureView(
+            name="test_odfv",
+            sources=[source_fv],
+            schema=[Field(name="out", dtype=Float32)],
+            mode="python",
+            udf=lambda features: {"out": [1.0]},
+            enabled=False,
+        )
+        assert odfv.enabled is False
+
+    def test_proto_disabled_field(self):
+        """Verify the proto disabled field is set correctly without full round-trip."""
+        source_fv = _simple_feature_view()
+        odfv = OnDemandFeatureView(
+            name="test_odfv",
+            sources=[source_fv],
+            schema=[Field(name="out", dtype=Float32)],
+            mode="python",
+            udf=lambda features: {"out": [1.0]},
+            enabled=False,
+        )
+        odfv.state = FeatureViewState.AVAILABLE_ONLINE
+        proto = odfv.to_proto()
+        assert proto.spec.disabled is True
+        assert proto.meta.state == FeatureViewState.AVAILABLE_ONLINE.value
+
+
+# ---------------------------------------------------------------------------
+# StreamFeatureView enabled / state
+# ---------------------------------------------------------------------------
+
+
+class TestStreamFeatureViewState:
+    def test_proto_round_trip(self):
+        sfv = StreamFeatureView(
+            name="test_sfv",
+            entities=[],
+            schema=[Field(name="f1", dtype=Float32)],
+            source=_kafka_source(),
+            ttl=timedelta(days=1),
+        )
+        sfv.enabled = False
+        sfv.state = FeatureViewState.MATERIALIZING
+        proto = sfv.to_proto()
+        assert proto.spec.disabled is True
+        restored = StreamFeatureView.from_proto(proto)
+        assert restored.enabled is False
+        assert restored.state == FeatureViewState.MATERIALIZING
+
+
+# ---------------------------------------------------------------------------
+# Registry apply preserves enabled/state
+# ---------------------------------------------------------------------------
+
+
+class TestRegistryEnabledState:
+    def test_apply_and_retrieve_enabled(self, local_feature_store):
+        store = local_feature_store
+        fv = _simple_feature_view(enabled=True)
+        store.apply([fv])
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.enabled is True
+        store.teardown()
+
+    def test_apply_and_retrieve_disabled(self, local_feature_store):
+        store = local_feature_store
+        fv = _simple_feature_view(enabled=False)
+        store.apply([fv])
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.enabled is False
+        store.teardown()
+
+    def test_toggle_enabled_via_registry(self, local_feature_store):
+        store = local_feature_store
+        fv = _simple_feature_view(enabled=True)
+        store.apply([fv])
+
+        # Disable it
+        fv.enabled = False
+        store.registry.apply_feature_view(fv, store.project)
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.enabled is False
+
+        # Re-enable it
+        fv.enabled = True
+        store.registry.apply_feature_view(fv, store.project)
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.enabled is True
+        store.teardown()
+
+    def test_state_persists_through_registry(self, local_feature_store):
+        store = local_feature_store
+        fv = _simple_feature_view()
+        fv.state = FeatureViewState.GENERATED
+        store.apply([fv])
+
+        # State should be updated via registry apply
+        fv.state = FeatureViewState.AVAILABLE_ONLINE
+        store.registry.apply_feature_view(fv, store.project)
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.state == FeatureViewState.AVAILABLE_ONLINE
+        store.teardown()
+
+    def test_reapply_does_not_reset_state(self, local_feature_store):
+        """feast apply with a default-state FV must not reset an existing state."""
+        store = local_feature_store
+        fv = _simple_feature_view()
+        store.apply([fv])
+
+        # Simulate materialization having moved state to AVAILABLE_ONLINE
+        fv.state = FeatureViewState.AVAILABLE_ONLINE
+        store.registry.apply_feature_view(fv, store.project)
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.state == FeatureViewState.AVAILABLE_ONLINE
+
+        # Re-apply with a fresh FV (default STATE_UNSPECIFIED) — should preserve state
+        fresh_fv = _simple_feature_view()
+        assert fresh_fv.state == FeatureViewState.STATE_UNSPECIFIED
+        store.apply([fresh_fv])
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.state == FeatureViewState.AVAILABLE_ONLINE
+        store.teardown()
+
+
+# ---------------------------------------------------------------------------
+# Materialization blocks disabled feature views
+# ---------------------------------------------------------------------------
+
+
+class TestMaterializationDisabledBlocking:
+    def test_materialize_disabled_fv_by_name_raises(self, local_feature_store):
+        store = local_feature_store
+        entity = Entity(name="entity_1", join_keys=["entity_id"])
+        fv = FeatureView(
+            name="test_fv",
+            entities=[entity],
+            schema=[
+                Field(name="f1", dtype=Float32),
+                Field(name="entity_id", dtype=Int64),
+            ],
+            source=_batch_source(),
+            ttl=timedelta(days=1),
+            online=True,
+            enabled=False,
+        )
+        store.apply([entity, fv])
+
+        with pytest.raises(ValueError, match="disabled"):
+            store.materialize(
+                feature_views=["test_fv"],
+                start_date=datetime.utcnow() - timedelta(hours=1),
+                end_date=datetime.utcnow(),
+            )
+        store.teardown()
diff --git a/sdk/python/tests/unit/test_feature_views.py b/sdk/python/tests/unit/test_feature_views.py
index 3427cfdfc4b..1f3fd043485 100644
--- a/sdk/python/tests/unit/test_feature_views.py
+++ b/sdk/python/tests/unit/test_feature_views.py
@@ -542,3 +542,58 @@ def simple_udf(df: pd.DataFrame) -> pd.DataFrame:
         assert deserialized.feature_transformation is not None, (
             "Expected transformation to be present"
         )
+
+
+def test_feature_view_org_field():
+    """Test that the optional `org` field is stored, serialized, and round-trips correctly."""
+    file_source = FileSource(name="my-file-source", path="test.parquet")
+
+    # org is optional — defaults to empty string
+    fv_no_org = FeatureView(
+        name="fv-no-org",
+        entities=[],
+        schema=[Field(name="feature1", dtype=Float32)],
+        source=file_source,
+    )
+    assert fv_no_org.org == ""
+
+    # org can be set explicitly
+    fv_with_org = FeatureView(
+        name="fv-with-org",
+        entities=[],
+        schema=[Field(name="feature1", dtype=Float32)],
+        source=file_source,
+        org="ads",
+    )
+    assert fv_with_org.org == "ads"
+
+    # org is serialized to proto
+    proto = fv_with_org.to_proto()
+    assert proto.spec.org == "ads"
+
+    # org survives a proto round-trip
+    roundtripped = FeatureView.from_proto(proto)
+    assert roundtripped.org == "ads"
+
+    # a view without org round-trips to empty string
+    proto_no_org = fv_no_org.to_proto()
+    assert proto_no_org.spec.org == ""
+    roundtripped_no_org = FeatureView.from_proto(proto_no_org)
+    assert roundtripped_no_org.org == ""
+
+    # equality respects org
+    fv_org_a = FeatureView(
+        name="fv-eq",
+        entities=[],
+        schema=[Field(name="feature1", dtype=Float32)],
+        source=file_source,
+        org="ads",
+    )
+    fv_org_b = FeatureView(
+        name="fv-eq",
+        entities=[],
+        schema=[Field(name="feature1", dtype=Float32)],
+        source=file_source,
+        org="search",
+    )
+    assert fv_org_a != fv_org_b
diff --git a/sdk/python/tests/unit/test_metrics.py b/sdk/python/tests/unit/test_metrics.py
index 17aaa5d1337..bffde73dd91 100644
--- a/sdk/python/tests/unit/test_metrics.py
+++ b/sdk/python/tests/unit/test_metrics.py
@@ -23,10 +23,12 @@
     materialization_result_total,
     online_features_entity_count,
     online_features_request_count,
+    online_features_status_total,
     online_store_read_duration_seconds,
     push_request_count,
     request_count,
     request_latency,
+    track_feature_statuses,
     track_materialization,
     track_online_features_entities,
     track_online_store_read,
@@ -435,6 +437,71 @@ def test_records_entity_count(self):
         assert online_features_entity_count._sum.get() >= before_count + 42
 
 
+class TestTrackFeatureStatuses:
+    def test_increments_present_and_not_found(self):
+        before_present = online_features_status_total.labels(
+            feature_view="fv_status", status="present"
+        )._value.get()
+        before_not_found = online_features_status_total.labels(
+            feature_view="fv_status", status="not_found"
+        )._value.get()
+
+        track_feature_statuses("fv_status", present_count=3, not_found_count=2)
+
+        assert (
+            online_features_status_total.labels(
+                feature_view="fv_status", status="present"
+            )._value.get()
+            == before_present + 3
+        )
+        assert (
+            online_features_status_total.labels(
+                feature_view="fv_status", status="not_found"
+            )._value.get()
+            == before_not_found + 2
+        )
+
+    @patch("feast.metrics.track_feature_statuses")
+    def test_populate_response_passes_correct_counts(self, mock_track):
+        """Integration: _populate_response_from_feature_data computes and
+        forwards the right present/not_found counts.
+
+        3 entities, 2 features each:
+          Entity 0 — both present (2 PRESENT)
+          Entity 1 — missing       (2 NOT_FOUND)
+          Entity 2 — partial       (1 PRESENT, 1 NOT_FOUND)
+        """
+        from feast.protos.feast.serving.ServingService_pb2 import (
+            GetOnlineFeaturesResponse,
+        )
+        from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+        from feast.utils import _populate_response_from_feature_data
+
+        now = datetime.now(tz=timezone.utc)
+        val = ValueProto(int64_val=1)
+        table = MagicMock()
+        table.name = "driver_fv"
+        table.projection.name_to_use.return_value = "driver_fv"
+        table.projection.name_alias = None
+        table.projection.name = "driver_fv"
+
+        _populate_response_from_feature_data(
+            requested_features=["feat_a", "feat_b"],
+            read_rows=[
+                (now, {"feat_a": val, "feat_b": val}),
+                (None, None),
+                (now, {"feat_a": val}),
+            ],
+            indexes=([0], [1], [2]),
+            online_features_response=GetOnlineFeaturesResponse(),
+            full_feature_names=False,
+            table=table,
+            output_len=3,
+        )
+
+        mock_track.assert_called_once_with("driver_fv", 3, 3)
+
+
 class TestTrackPush:
     def test_increments_push_counter(self):
         before = push_request_count.labels(
@@ -493,9 +560,16 @@ def test_sets_freshness_for_materialized_views(self):
             minutes=5
         )
 
+        mock_sfv = MagicMock()
+        mock_sfv.name = "test_sfv"
+        mock_sfv.most_recent_end_time = datetime.now(tz=timezone.utc) - timedelta(
+            minutes=5
+        )
+
         mock_store = MagicMock()
         mock_store.project = "test_project"
         mock_store.list_feature_views.return_value = [mock_fv]
+        mock_store.list_stream_feature_views.return_value = [mock_sfv]
 
         update_feature_freshness(mock_store)
 
@@ -504,6 +578,11 @@ def test_sets_freshness_for_materialized_views(self):
         )._value.get()
         assert 280 < staleness < 320
 
+        sfv_staleness = feature_freshness_seconds.labels(
+            feature_view="test_sfv", project="test_project"
+        )._value.get()
+        assert 280 < sfv_staleness < 320
+
     def test_skips_unmaterialized_views(self):
         mock_fv = MagicMock()
         mock_fv.name = "unmaterialized_fv"
@@ -512,6 +591,7 @@ def test_skips_unmaterialized_views(self):
         mock_store = MagicMock()
         mock_store.project = "test_project"
         mock_store.list_feature_views.return_value = [mock_fv]
+        mock_store.list_stream_feature_views.return_value = []
 
         update_feature_freshness(mock_store)
 
@@ -525,6 +605,7 @@ def test_handles_naive_datetime(self):
         mock_store = MagicMock()
         mock_store.project = "test_project"
         mock_store.list_feature_views.return_value = [mock_fv]
+        mock_store.list_stream_feature_views.return_value = []
 
         update_feature_freshness(mock_store)
 
diff --git a/sdk/python/tests/unit/test_offline_server.py b/sdk/python/tests/unit/test_offline_server.py
index f30c3aef037..efa2aaa6af4 100644
--- a/sdk/python/tests/unit/test_offline_server.py
+++ b/sdk/python/tests/unit/test_offline_server.py
@@ -1,7 +1,7 @@
 import os
 import tempfile
 from datetime import datetime, timedelta
-from unittest.mock import patch
+from unittest.mock import MagicMock, patch
 
 import assertpy
 import pandas as pd
@@ -15,6 +15,7 @@
 from feast.infra.offline_stores.remote import (
     RemoteOfflineStore,
     RemoteOfflineStoreConfig,
+    _create_retrieval_metadata,
 )
 from feast.offline_server import OfflineServer, _init_auth_manager
 from feast.repo_config import RepoConfig
@@ -348,6 +349,87 @@ def _test_pull_all_from_table_or_query(temp_dir, fs: FeatureStore):
     ).to_df()
 
 
+def test_create_retrieval_metadata_with_sql_string():
+    """SQL string entity_df should produce a stub with empty keys and no timestamps."""
+    sql = "SELECT driver_id, event_timestamp FROM driver_stats"
+    metadata = _create_retrieval_metadata(
+        feature_refs=["driver_hourly_stats:conv_rate"], entity_df=sql
+    )
+    assertpy.assert_that(metadata.features).is_equal_to(
+        ["driver_hourly_stats:conv_rate"]
+    )
+    assertpy.assert_that(list(metadata.keys)).is_empty()
+    assertpy.assert_that(metadata.min_event_timestamp).is_none()
+    assertpy.assert_that(metadata.max_event_timestamp).is_none()
+
+
+def test_remote_offline_store_sql_entity_df_routing():
+    """RemoteOfflineStore.get_historical_features must move a SQL string into
+    api_parameters['entity_df_sql'] and pass entity_df=None to RemoteRetrievalJob."""
+    sql = "SELECT driver_id, event_timestamp FROM driver_stats"
+
+    mock_client = MagicMock()
+    with patch(
+        "feast.infra.offline_stores.remote.build_arrow_flight_client",
+        return_value=mock_client,
+    ):
+        job = RemoteOfflineStore.get_historical_features(
+            config=MagicMock(
+                offline_store=RemoteOfflineStoreConfig(
+                    type="remote", host="localhost", port=8815
+                ),
+                auth_config=MagicMock(type="no_auth"),
+            ),
+            feature_views=[],
+            feature_refs=["driver_hourly_stats:conv_rate"],
+            entity_df=sql,
+            registry=MagicMock(),
+            project="test",
+            full_feature_names=False,
+        )
+
+    assertpy.assert_that(job.entity_df).is_none()
+    assertpy.assert_that(job.api_parameters).contains_key("entity_df_sql")
+    assertpy.assert_that(job.api_parameters["entity_df_sql"]).is_equal_to(sql)
+
+
+def test_offline_server_get_historical_features_passes_sql_to_store():
+    """OfflineServer.get_historical_features must forward entity_df_sql from the
+    command dict as a SQL string to the backing offline store."""
+    sql = "SELECT driver_id, event_timestamp FROM driver_stats"
+
+    mock_job = MagicMock()
+    mock_offline_store = MagicMock()
+    mock_offline_store.get_historical_features.return_value = mock_job
+
+    mock_store = MagicMock()
+    mock_store.config.project = "test"
+
+    server = MagicMock(spec=OfflineServer)
+    server.offline_store = mock_offline_store
+    server.store = mock_store
+    server.flights = {}
+    server.list_feature_views_by_name.return_value = []
+
+    command = {
+        "api": "get_historical_features",
+        "command_id": "abc",
+        "feature_view_names": [],
+        "name_aliases": [],
+        "feature_refs": ["driver_hourly_stats:conv_rate"],
+        "project": "test",
+        "full_feature_names": False,
+        "entity_df_sql": sql,
+    }
+
+    # Call the real method with the mock server as self
+    result = OfflineServer.get_historical_features(server, command, key=None)
+
+    assertpy.assert_that(result).is_equal_to(mock_job)
+    _, kwargs = mock_offline_store.get_historical_features.call_args
+    assertpy.assert_that(kwargs["entity_df"]).is_equal_to(sql)
+
+
 def test_get_feature_view_by_name_propagates_transient_errors():
     """Transient registry errors must not be swallowed and misreported as
     FeatureViewNotFoundException."""
diff --git a/sdk/python/tests/unit/test_on_demand_feature_view.py b/sdk/python/tests/unit/test_on_demand_feature_view.py
index 07e9e6a0b94..c63aaa0f435 100644
--- a/sdk/python/tests/unit/test_on_demand_feature_view.py
+++ b/sdk/python/tests/unit/test_on_demand_feature_view.py
@@ -17,6 +17,7 @@
 import pandas as pd
 import pytest
 
+from feast.aggregation import Aggregation
 from feast.feature_view import FeatureView
 from feast.field import Field
 from feast.infra.offline_stores.file_source import FileSource
@@ -590,3 +591,160 @@ def test_eq_considers_track_metrics():
     odfv_untracked = OnDemandFeatureView(**common, track_metrics=False)
 
     assert odfv_tracked != odfv_untracked
+
+
+def test_aggregations_valid_without_udf():
+    """An ODFV with aggregations must pass ensure_valid() without a udf or feature_transformation."""
+    from datetime import timedelta
+
+    file_source = FileSource(name="my-file-source", path="test.parquet")
+    feature_view = FeatureView(
+        name="my-feature-view",
+        entities=[],
+        schema=[Field(name="purchase_count", dtype=Float32)],
+        source=file_source,
+    )
+    odfv = OnDemandFeatureView(
+        name="agg-odfv",
+        sources=[feature_view],
+        schema=[Field(name="purchase_sum_30d", dtype=Float32)],
+        aggregations=[
+            Aggregation(
+                column="purchase_count",
+                function="sum",
+                time_window=timedelta(days=30),
+            )
+        ],
+    )
+    # Must not raise
+    odfv.ensure_valid()
+
+
+def test_aggregations_only_odfv_proto_roundtrip():
+    """Aggregation-only ODFV must survive a proto round-trip without crashing on dill.loads(b'')."""
+    from datetime import timedelta
+
+    file_source = FileSource(name="my-file-source", path="test.parquet")
+    feature_view = FeatureView(
+        name="my-feature-view",
+        entities=[],
+        schema=[Field(name="purchase_count", dtype=Float32)],
+        source=file_source,
+    )
+    odfv = OnDemandFeatureView(
+        name="agg-odfv",
+        sources=[feature_view],
+        schema=[Field(name="purchase_sum_30d", dtype=Float32)],
+        aggregations=[
+            Aggregation(
+                column="purchase_count",
+                function="sum",
+                time_window=timedelta(days=30),
+            )
+        ],
+    )
+    proto = odfv.to_proto()
+    restored = OnDemandFeatureView.from_proto(proto)
+    assert restored.feature_transformation is None
+    assert len(restored.aggregations) == 1
+    assert restored.aggregations[0].column == "purchase_count"
+
+
+def test_aggregations_only_odfv_infer_features():
+    """infer_features must not crash for aggregation-only ODFVs with explicit schema."""
+    from datetime import timedelta
+
+    file_source = FileSource(name="my-file-source", path="test.parquet")
+    feature_view = FeatureView(
+        name="my-feature-view",
+        entities=[],
+        schema=[Field(name="purchase_count", dtype=Float32)],
+        source=file_source,
+    )
+    odfv = OnDemandFeatureView(
+        name="agg-odfv",
+        sources=[feature_view],
+        schema=[Field(name="purchase_sum_30d", dtype=Float32)],
+        aggregations=[
+            Aggregation(
+                column="purchase_count",
+                function="sum",
+                time_window=timedelta(days=30),
+            )
+        ],
+    )
+    # Must not raise; features are taken from schema, no transformation execution needed
+    odfv.infer_features()
+
+
+def test_input_schema_aggregation_no_udf():
+    """ODFV with input_schema, no sources, aggregations, and no udf must validate and round-trip."""
+    from datetime import timedelta
+
+    odfv = OnDemandFeatureView(
+        name="input-schema-agg-odfv",
+        sources=None,
+        input_schema=[Field(name="purchase_count", dtype=Float32)],
+        schema=[Field(name="purchase_sum_30d", dtype=Float32)],
+        aggregations=[
+            Aggregation(
+                column="purchase_count",
+                function="sum",
+                time_window=timedelta(days=30),
+            )
+        ],
+    )
+
+    odfv.ensure_valid()
+    odfv.infer_features()
+
+    proto = odfv.to_proto()
+    restored = OnDemandFeatureView.from_proto(proto)
+    assert restored.feature_transformation is None
+    assert len(restored.aggregations) == 1
+    assert restored.input_schema == [Field(name="purchase_count", dtype=Float32)]
+
+
+def test_on_demand_feature_view_org_field():
+    """Test that the optional `org` field is stored, serialized, and round-trips correctly."""
+    file_source = FileSource(name="my-file-source", path="test.parquet")
+    feature_view = FeatureView(
+        name="my-feature-view",
+        entities=[],
+        schema=[Field(name="feature1", dtype=Float32)],
+        source=file_source,
+    )
+    common = dict(
+        sources=[feature_view],
+        schema=[Field(name="output1", dtype=Float32)],
+        feature_transformation=PandasTransformation(
+            udf=udf1, udf_string="udf1 source code"
+        ),
+    )
+
+    # org defaults to empty string
+    odfv_no_org = OnDemandFeatureView(name="odfv-no-org", **common)
+    assert odfv_no_org.org == ""
+
+    # org can be set explicitly
+    odfv_with_org = OnDemandFeatureView(name="odfv-with-org", org="ads", **common)
+    assert odfv_with_org.org == "ads"
+
+    # org is serialized to proto
+    proto = odfv_with_org.to_proto()
+    assert proto.spec.org == "ads"
+
+    # org survives a proto round-trip
+    roundtripped = OnDemandFeatureView.from_proto(proto)
+    assert roundtripped.org == "ads"
+
+    # a view without org round-trips to empty string
+    proto_no_org = odfv_no_org.to_proto()
+    assert proto_no_org.spec.org == ""
+    roundtripped_no_org = OnDemandFeatureView.from_proto(proto_no_org)
+    assert roundtripped_no_org.org == ""
+
+    # equality respects org
+    odfv_org_a = OnDemandFeatureView(name="odfv-eq", org="ads", **common)
+    odfv_org_b = OnDemandFeatureView(name="odfv-eq", org="search", **common)
+    assert odfv_org_a != odfv_org_b
diff --git a/sdk/python/tests/unit/test_on_demand_feature_view_input_schema.py b/sdk/python/tests/unit/test_on_demand_feature_view_input_schema.py
new file mode 100644
index 00000000000..fd69762ef08
--- /dev/null
+++ b/sdk/python/tests/unit/test_on_demand_feature_view_input_schema.py
@@ -0,0 +1,167 @@
+# Copyright 2025 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Tests for OnDemandFeatureView input_schema support."""
+
+import copy
+from datetime import timedelta
+
+import pandas as pd
+import pytest
+
+from feast import Entity, Field
+from feast.aggregation import Aggregation
+from feast.on_demand_feature_view import OnDemandFeatureView, on_demand_feature_view
+from feast.types import Float64, Int64
+from feast.value_type import ValueType
+
+user = Entity(name="user", join_keys=["user_id"], value_type=ValueType.INT64)
+
+
+def test_decorator_with_input_schema():
+    """The @on_demand_feature_view decorator supports input_schema without sources."""
+
+    @on_demand_feature_view(
+        input_schema=[
+            Field(name="txn_amount", dtype=Float64),
+        ],
+        schema=[
+            Field(name="txn_count", dtype=Int64),
+            Field(name="total_txn_amount", dtype=Float64),
+            Field(name="avg_txn_amount", dtype=Float64),
+        ],
+        aggregations=[
+            Aggregation(
+                column="txn_amount",
+                function="count",
+                name="txn_count",
+                time_window=timedelta(days=30),
+            ),
+            Aggregation(
+                column="txn_amount",
+                function="sum",
+                name="total_txn_amount",
+                time_window=timedelta(days=30),
+            ),
+            Aggregation(
+                column="txn_amount",
+                function="mean",
+                name="avg_txn_amount",
+                time_window=timedelta(days=30),
+            ),
+        ],
+        entities=[user],
+    )
+    def compute_txn_stats(df: pd.DataFrame) -> pd.DataFrame:
+        return df
+
+    assert isinstance(compute_txn_stats, OnDemandFeatureView)
+    assert compute_txn_stats.name == "compute_txn_stats"
+    assert compute_txn_stats.input_schema == [Field(name="txn_amount", dtype=Float64)]
+    assert len(compute_txn_stats.aggregations) == 3
+    assert len(compute_txn_stats.features) == 3
+
+    # The internal sentinel RequestSource should be present
+    sentinel_name = (
+        f"{OnDemandFeatureView._INPUT_SCHEMA_SOURCE_PREFIX}compute_txn_stats"
+    )
+    assert sentinel_name in compute_txn_stats.source_request_sources
+
+    # sources (user-visible) should be empty
+    assert compute_txn_stats.sources == []
+
+
+def test_aggregation_aliases():
+    """Aggregation name and time_window params work correctly."""
+    agg = Aggregation(
+        column="txn_amount",
+        function="sum",
+        name="total_txn_amount",
+        time_window=timedelta(days=30),
+    )
+    assert agg.name == "total_txn_amount"
+    assert agg.time_window == timedelta(days=30)
+
+
+def test_input_schema_proto_roundtrip():
+    """An ODFV with input_schema survives a to_proto / from_proto round-trip."""
+
+    @on_demand_feature_view(
+        input_schema=[
+            Field(name="txn_amount", dtype=Float64),
+        ],
+        schema=[
+            Field(name="total_txn_amount", dtype=Float64),
+        ],
+        aggregations=[
+            Aggregation(
+                column="txn_amount",
+                function="sum",
+                name="total_txn_amount",
+                time_window=timedelta(days=30),
+            ),
+        ],
+        entities=[user],
+    )
+    def txn_view(df: pd.DataFrame) -> pd.DataFrame:
+        return df
+
+    proto = txn_view.to_proto()
+    restored = OnDemandFeatureView.from_proto(proto)
+
+    assert restored.input_schema == txn_view.input_schema
+    assert restored.aggregations == txn_view.aggregations
+    sentinel_name = f"{OnDemandFeatureView._INPUT_SCHEMA_SOURCE_PREFIX}txn_view"
+    assert sentinel_name in restored.source_request_sources
+
+
+def test_input_schema_copy():
+    """__copy__ preserves input_schema and aggregations."""
+
+    @on_demand_feature_view(
+        input_schema=[
+            Field(name="txn_amount", dtype=Float64),
+        ],
+        schema=[
+            Field(name="total_txn_amount", dtype=Float64),
+        ],
+        aggregations=[
+            Aggregation(column="txn_amount", function="sum", name="total_txn_amount"),
+        ],
+        entities=[user],
+    )
+    def copy_view(df: pd.DataFrame) -> pd.DataFrame:
+        return df
+
+    cloned = copy.copy(copy_view)
+    assert cloned.input_schema == copy_view.input_schema
+    assert cloned.aggregations == copy_view.aggregations
+    sentinel_name = f"{OnDemandFeatureView._INPUT_SCHEMA_SOURCE_PREFIX}copy_view"
+    assert sentinel_name in cloned.source_request_sources
+
+
+def test_sources_required_without_input_schema():
+    """Constructor raises if neither sources nor input_schema is provided."""
+    with pytest.raises(
+        (ValueError),
+    ):
+
+        def dummy(df):
+            return df
+
+        OnDemandFeatureView(
+            name="bad_view",
+            schema=[Field(name="out", dtype=Float64)],
+            udf=dummy,
+        )
diff --git a/sdk/python/tests/unit/test_registry_string_config.py b/sdk/python/tests/unit/test_registry_string_config.py
new file mode 100644
index 00000000000..ca337454e52
--- /dev/null
+++ b/sdk/python/tests/unit/test_registry_string_config.py
@@ -0,0 +1,137 @@
+"""Tests for string-based registry configuration in RepoConfig.
+
+Verifies that passing registry as a string (e.g. "gs://bucket/registry.pb")
+correctly allows auto-detection of the registry store class from the URI
+scheme, rather than hardcoding FileRegistryStore.
+
+Regression test for: RepoConfig.registry property hardcodes
+get_registry_config_from_type("file") when registry_config is a string,
+ignoring URI scheme and breaking gs:// and s3:// paths.
+"""
+
+from pathlib import Path
+
+import pytest
+
+from feast.infra.registry.registry import (
+    REGISTRY_STORE_CLASS_FOR_SCHEME,
+    get_registry_store_class_from_scheme,
+)
+from feast.repo_config import RegistryConfig, RepoConfig
+
+
+def _make_repo_config(registry):
+    """Helper to create a minimal RepoConfig with the given registry value."""
+    return RepoConfig(
+        project="test",
+        provider="gcp",
+        registry=registry,
+        online_store={"type": "redis", "connection_string": "localhost:6379"},
+        entity_key_serialization_version=3,
+    )
+
+
+class TestStringRegistryAutoDetection:
+    """When registry is passed as a string, RepoConfig must produce a
+    RegistryConfig that allows Registry.__init__ to auto-detect the correct
+    store class from the URI scheme."""
+
+    def test_gcs_string_registry_produces_correct_config(self):
+        """gs:// string -> RegistryConfig with registry_store_type=None
+        so Registry.__init__ auto-detects GCSRegistryStore."""
+        config = _make_repo_config("gs://my-bucket/feast/registry.pb")
+        reg = config.registry
+
+        assert isinstance(reg, RegistryConfig)
+        assert reg.path == "gs://my-bucket/feast/registry.pb"
+        assert reg.registry_store_type is None
+
+    def test_s3_string_registry_produces_correct_config(self):
+        """s3:// string -> RegistryConfig with registry_store_type=None
+        so Registry.__init__ auto-detects S3RegistryStore."""
+        config = _make_repo_config("s3://my-bucket/feast/registry.pb")
+        reg = config.registry
+
+        assert isinstance(reg, RegistryConfig)
+        assert reg.path == "s3://my-bucket/feast/registry.pb"
+        assert reg.registry_store_type is None
+
+    def test_local_string_registry_still_works(self):
+        """A local file path string must still produce a valid RegistryConfig
+        (no regression for the common case)."""
+        config = _make_repo_config("/tmp/feast/registry.db")
+        reg = config.registry
+
+        assert isinstance(reg, RegistryConfig)
+        assert reg.path == "/tmp/feast/registry.db"
+        # registry_type defaults to "file", which is correct for local paths
+        assert reg.registry_type == "file"
+
+    def test_dict_registry_still_works(self):
+        """Dict-based registry config must continue to work as before."""
+        config = _make_repo_config({"path": "gs://my-bucket/feast/registry.pb"})
+        reg = config.registry
+
+        assert isinstance(reg, RegistryConfig)
+        assert reg.path == "gs://my-bucket/feast/registry.pb"
+        assert reg.registry_store_type is None
+
+    def test_dict_registry_with_explicit_registry_type(self):
+        """Dict with explicit registry_type must route through
+        get_registry_config_from_type (no change in behavior)."""
+        config = _make_repo_config(
+            {"registry_type": "file", "path": "/tmp/registry.db"}
+        )
+        reg = config.registry
+
+        assert isinstance(reg, RegistryConfig)
+        assert reg.path == "/tmp/registry.db"
+        assert reg.registry_type == "file"
+
+
+class TestRegistryStoreSchemeDetection:
+    """Verify that REGISTRY_STORE_CLASS_FOR_SCHEME and
+    get_registry_store_class_from_scheme correctly map URI schemes
+    to their store classes."""
+
+    def test_gcs_scheme_selects_gcs_registry_store(self):
+        assert "gs" in REGISTRY_STORE_CLASS_FOR_SCHEME
+        cls = get_registry_store_class_from_scheme("gs://bucket/registry.pb")
+        assert cls.__name__ == "GCSRegistryStore"
+
+    def test_s3_scheme_selects_s3_registry_store(self):
+        assert "s3" in REGISTRY_STORE_CLASS_FOR_SCHEME
+        cls = get_registry_store_class_from_scheme("s3://bucket/registry.pb")
+        assert cls.__name__ == "S3RegistryStore"
+
+    def test_file_scheme_selects_file_registry_store(self):
+        assert "file" in REGISTRY_STORE_CLASS_FOR_SCHEME
+        cls = get_registry_store_class_from_scheme("file:///tmp/registry.db")
+        assert cls.__name__ == "FileRegistryStore"
+
+    def test_unknown_scheme_raises(self):
+        with pytest.raises(Exception, match="unsupported scheme"):
+            get_registry_store_class_from_scheme("ftp://host/registry.pb")
+
+
+class TestFileRegistryStorePathHandling:
+    """Demonstrate that FileRegistryStore cannot handle cloud URIs —
+    this is the root cause of the IsADirectoryError in production when
+    the bug is present."""
+
+    def test_pathlib_does_not_treat_gcs_as_absolute(self):
+        """pathlib.Path('gs://...') is NOT absolute, so FileRegistryStore
+        joins it with repo_path producing nonsense like /app/gs://..."""
+        gcs_path = Path("gs://my-bucket/feast/registry.pb")
+        assert not gcs_path.is_absolute()
+
+        joined = Path("/app").joinpath(gcs_path)
+        assert str(joined).startswith("/app/gs:")
+
+    def test_pathlib_does_not_treat_s3_as_absolute(self):
+        """Same issue for s3:// paths."""
+        s3_path = Path("s3://my-bucket/feast/registry.pb")
+        assert not s3_path.is_absolute()
+
+        joined = Path("/app").joinpath(s3_path)
+        assert str(joined).startswith("/app/s3:")
diff --git a/sdk/python/tests/unit/test_stream_feature_view.py b/sdk/python/tests/unit/test_stream_feature_view.py
index 96e62d9d9e2..e0670b084bd 100644
--- a/sdk/python/tests/unit/test_stream_feature_view.py
+++ b/sdk/python/tests/unit/test_stream_feature_view.py
@@ -303,3 +303,36 @@ def test_update_materialization_intervals():
         updated_stream_feature_view.materialization_intervals[0][1]
         == stored_stream_feature_view.materialization_intervals[0][1]
     )
+
+
+def test_stream_feature_view_org_field():
+    """Test that the optional `org` field is stored, serialized, and round-trips correctly."""
+    stream_source = KafkaSource(
+        name="kafka",
+        timestamp_field="event_timestamp",
+        kafka_bootstrap_servers="",
+        message_format=AvroFormat(""),
+        topic="topic",
+        batch_source=FileSource(path="some path"),
+    )
+    common = dict(
+        entities=[],
+        ttl=timedelta(days=30),
+        schema=[Field(name="dummy_field", dtype=Float32)],
+        source=stream_source,
+    )
+
+    sfv_no_org = StreamFeatureView(name="sfv-no-org", **common)
+    assert sfv_no_org.org == ""
+
+    sfv_with_org = StreamFeatureView(name="sfv-with-org", org="ads", **common)
+    assert sfv_with_org.org == "ads"
+
+    proto = sfv_with_org.to_proto()
+    assert proto.spec.org == "ads"
+
+    roundtripped = StreamFeatureView.from_proto(proto)
+    assert roundtripped.org == "ads"
+
+    sfv_other_org = StreamFeatureView(name="sfv-with-org", org="search", **common)
+    assert sfv_with_org != sfv_other_org
diff --git a/sdk/python/tests/unit/test_type_map.py b/sdk/python/tests/unit/test_type_map.py
index 8ec854d64a0..bdaea63a607 100644
--- a/sdk/python/tests/unit/test_type_map.py
+++ b/sdk/python/tests/unit/test_type_map.py
@@ -6,6 +6,7 @@
 import pytest
 
 from feast.protos.feast.types.Value_pb2 import Map, MapList
+from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
 from feast.type_map import (
     _convert_value_type_str_to_value_type,
     _python_dict_to_map_proto,
@@ -1845,3 +1846,222 @@ def test_pa_to_feast_value_type_nested(self):
             pa_to_feast_value_type("list<item: list<item: double>>")
             == ValueType.VALUE_LIST
         )
+
+
+class TestEmptyArrayAsNull:
+    """Regression tests for https://github.com/feast-dev/feast/issues/6255
+    Ensure that an empty numpy array in a scalar feature column is treated as
+    null rather than raising ``ValueError: The truth value of an empty array is
+    ambiguous``.
+    """
+
+    def test_empty_numpy_array_treated_as_null_double(self):
+        from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
+
+        result = python_values_to_proto_values(
+            [np.array([]), 1.0, None], ValueType.DOUBLE
+        )
+        assert result[0] == ProtoValue(), (
+            "empty array should produce an empty ProtoValue"
+        )
+        assert result[1].double_val == 1.0
+        assert result[2] == ProtoValue(), (
+            "None should still produce an empty ProtoValue"
+        )
+
+    def test_empty_numpy_array_treated_as_null_int64(self):
+        from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
+
+        result = python_values_to_proto_values(
+            [np.array([]), 42, None], ValueType.INT64
+        )
+        assert result[0] == ProtoValue(), (
+            "empty array should produce an empty ProtoValue"
+        )
+        assert result[1].int64_val == 42
+        assert result[2] == ProtoValue()
+
+    def test_empty_numpy_array_treated_as_null_bool(self):
+        from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
+
+        result = python_values_to_proto_values(
+            [np.array([]), True, None], ValueType.BOOL
+        )
+        assert result[0] == ProtoValue(), (
+            "empty array should produce an empty ProtoValue"
+        )
+        assert result[1].bool_val is True
+        assert result[2] == ProtoValue()
+
+    def test_array_with_null_element_treated_as_null(self):
+        """A non-empty array containing any null element in a scalar column is treated as null."""
+        from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
+
+        result = python_values_to_proto_values(
+            [np.array([np.nan, 1.0]), 3.0], ValueType.DOUBLE
+        )
+        assert result[0] == ProtoValue(), (
+            "array with null element should produce an empty ProtoValue"
+        )
+        assert result[1].double_val == 3.0
+
+    def test_non_empty_array_without_nulls_is_treated_as_null(self):
+        """A non-empty numpy array in a scalar column is always treated as null.
+
+        A scalar feature column cannot hold an ndarray value (protobuf would
+        reject it), so any array-like value – empty or not – is mapped to an
+        empty ProtoValue() rather than crashing with ValueError.
+        """
+        from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
+
+        result = python_values_to_proto_values(
+            [np.array([1.0, 2.0]), 3.0, None], ValueType.DOUBLE
+        )
+        # array-like value in a scalar column → null, not a crash
+        assert result[0] == ProtoValue(), (
+            "non-empty array in scalar column should be null"
+        )
+        assert result[1].double_val == 3.0
+        assert result[2] == ProtoValue()
+
+    def test_empty_numpy_array_treated_as_null_unix_timestamp(self):
+        """Array-like values in a scalar UNIX_TIMESTAMP column must not crash."""
+        from datetime import datetime, timezone
+
+        from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
+
+        ts = datetime(2024, 1, 1, tzinfo=timezone.utc)
+        result = python_values_to_proto_values(
+            [np.array([]), ts, None], ValueType.UNIX_TIMESTAMP
+        )
+        assert result[0] == ProtoValue(), (
+            "empty array in UNIX_TIMESTAMP scalar column should produce null"
+        )
+        assert result[1].unix_timestamp_val == int(ts.timestamp())
+        assert result[2] == ProtoValue()
+
+    def test_non_empty_array_treated_as_null_unix_timestamp(self):
+        """Non-empty array in a UNIX_TIMESTAMP scalar column should produce null, not crash."""
+        from datetime import datetime, timezone
+
+        from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
+
+        ts = datetime(2024, 6, 15, tzinfo=timezone.utc)
+        result = python_values_to_proto_values(
+            [np.array([1, 2, 3]), ts], ValueType.UNIX_TIMESTAMP
+        )
+        assert result[0] == ProtoValue(), (
+            "non-empty array in UNIX_TIMESTAMP scalar column should produce null"
+        )
+        assert result[1].unix_timestamp_val == int(ts.timestamp())
+
+
+class TestValueMapTypes:
+    """Tests for SCALAR_MAP: maps with non-string keys encoded via ScalarMap proto."""
+
+    def test_int_key_roundtrip(self):
+        """Int keys are encoded as int64_key and round-trip back as int."""
+        data = {1: "one", 2: "two", 3: "three"}
+
+        protos = python_values_to_proto_values([data], ValueType.SCALAR_MAP)
+        assert protos[0].WhichOneof("val") == "scalar_map_val"
+        result = feast_value_type_to_python_type(protos[0])
+
+        assert result == {1: "one", 2: "two", 3: "three"}
+
+    def test_long_key_roundtrip(self):
+        """Large int keys (simulating int64/Long) round-trip correctly."""
+        data = {1513185957000: {"svacct_id": 123, "amount": 99.5}}
+
+        protos = python_values_to_proto_values([data], ValueType.SCALAR_MAP)
+        result = feast_value_type_to_python_type(protos[0])
+
+        assert result[1513185957000]["svacct_id"] == 123
+        assert result[1513185957000]["amount"] == 99.5
+
+    def test_uuid_key_roundtrip(self):
+        """UUID keys are encoded as uuid_key strings and decoded back to uuid.UUID."""
+        key1 = uuid.UUID("12345678-1234-5678-1234-567812345678")
+        key2 = uuid.UUID("87654321-4321-8765-4321-876543218765")
+        data = {key1: "first", key2: "second"}
+
+        protos = python_values_to_proto_values([data], ValueType.SCALAR_MAP)
+        result = feast_value_type_to_python_type(protos[0])
+
+        assert result[key1] == "first"
+        assert result[key2] == "second"
+
+    def test_type_inference_non_string_keys_returns_scalar_map(self):
+        """python_type_to_feast_value_type infers SCALAR_MAP for non-string-keyed dicts."""
+        assert python_type_to_feast_value_type("f", {1: "a"}) == ValueType.SCALAR_MAP
+        assert (
+            python_type_to_feast_value_type("f", {uuid.uuid4(): "x"})
+            == ValueType.SCALAR_MAP
+        )
+
+    def test_type_inference_string_keys_returns_map(self):
+        """python_type_to_feast_value_type still infers MAP for string-keyed dicts."""
+        assert python_type_to_feast_value_type("f", {"k": "v"}) == ValueType.MAP
+
+    def test_type_inference_empty_dict_returns_map(self):
+        """Empty dict infers MAP (no key to inspect)."""
+        assert python_type_to_feast_value_type("f", {}) == ValueType.MAP
+
+    def test_none_value_roundtrip(self):
+        """None values in SCALAR_MAP are preserved as None."""
+        data = {10: "present", 20: None}
+
+        protos = python_values_to_proto_values([data], ValueType.SCALAR_MAP)
+        result = feast_value_type_to_python_type(protos[0])
+
+        assert result[10] == "present"
+        assert result[20] is None
+
+    def test_null_value_map(self):
+        """None SCALAR_MAP encodes to empty ProtoValue and decodes to None."""
+        protos = python_values_to_proto_values([None], ValueType.SCALAR_MAP)
+        assert protos[0] == ProtoValue()
+        assert feast_value_type_to_python_type(protos[0]) is None
+
+    def test_empty_value_map(self):
+        """Empty dict encodes and decodes as empty SCALAR_MAP."""
+        protos = python_values_to_proto_values([{}], ValueType.SCALAR_MAP)
+        # empty dict has no non-string key to trigger SCALAR_MAP via inference,
+        # but explicit type forces the path
+        result = feast_value_type_to_python_type(protos[0])
+        assert isinstance(result, dict)
+
+    def test_multiple_value_maps_in_batch(self):
+        """Batch of SCALAR_MAP values all encode correctly."""
+        batch = [{1: "a", 2: "b"}, {10: "x"}, None]
+
+        protos = python_values_to_proto_values(batch, ValueType.SCALAR_MAP)
+        assert feast_value_type_to_python_type(protos[0]) == {1: "a", 2: "b"}
+        assert feast_value_type_to_python_type(protos[1]) == {10: "x"}
+        assert feast_value_type_to_python_type(protos[2]) is None
+
+    def test_nested_map_value_in_value_map(self):
+        """SCALAR_MAP can hold nested dicts as values (encoded as MAP vals)."""
+        inner = {"name": "alice", "score": 42}
+        data = {100: inner}
+
+        protos = python_values_to_proto_values([data], ValueType.SCALAR_MAP)
+        result = feast_value_type_to_python_type(protos[0])
+
+        assert result[100]["name"] == "alice"
+        assert result[100]["score"] == 42
+
+    def test_invalid_key_type_raises(self):
+        """Passing an unsupported key type raises TypeError."""
+
+        class Unsupported:
+            pass
+
+        with pytest.raises(TypeError, match="Unsupported key type for SCALAR_MAP"):
+            python_values_to_proto_values([{Unsupported(): "v"}], ValueType.SCALAR_MAP)
+
+    def test_proto_field_name_in_map(self):
+        """scalar_map_val maps to ValueType.SCALAR_MAP in PROTO_VALUE_TO_VALUE_TYPE_MAP."""
+        from feast.type_map import PROTO_VALUE_TO_VALUE_TYPE_MAP
+
+        assert PROTO_VALUE_TO_VALUE_TYPE_MAP["scalar_map_val"] == ValueType.SCALAR_MAP
diff --git a/sdk/python/tests/unit/test_ui_server.py b/sdk/python/tests/unit/test_ui_server.py
index 36389f7b860..d878a3f1a20 100644
--- a/sdk/python/tests/unit/test_ui_server.py
+++ b/sdk/python/tests/unit/test_ui_server.py
@@ -15,7 +15,6 @@
 EXPECTED_SUCCESS_STATUS = 200
 EXPECTED_ERROR_STATUS = 503
 TEST_PROJECT_NAME = "test_project"
-REGISTRY_TTL_SECS = 60
 
 
 def _create_mock_ui_files(temp_dir):
@@ -23,12 +22,10 @@ def _create_mock_ui_files(temp_dir):
     ui_dir = os.path.join(temp_dir, "ui", "build")
     os.makedirs(ui_dir, exist_ok=True)
 
-    # Create projects-list.json file
     projects_file = os.path.join(ui_dir, "projects-list.json")
     with open(projects_file, "w") as f:
         json.dump({"projects": []}, f)
 
-    # Create index.html file
     index_file = os.path.join(ui_dir, "index.html")
     with open(index_file, "w") as f:
         f.write("<html><body>Test UI</body></html>")
@@ -36,20 +33,13 @@ def _create_mock_ui_files(temp_dir):
 
 @contextlib.contextmanager
 def _setup_importlib_mocks(temp_dir):
-    """Helper function to setup importlib resource mocks.
-
-    This function mocks the importlib_resources functionality used by the UI server
-    to serve static files. It creates a proper context manager that returns the
-    temporary directory path when used with importlib_resources.as_file().
-    """
+    """Helper function to setup importlib resource mocks."""
     mock_path = Path(temp_dir)
 
-    # Create a proper context manager mock
     mock_context_manager = MagicMock()
     mock_context_manager.__enter__.return_value = mock_path
     mock_context_manager.__exit__.return_value = None
 
-    # Mock the files() method to return a mock that supports division
     mock_file_ref = MagicMock()
     mock_file_ref.__truediv__.return_value = MagicMock()
 
@@ -63,104 +53,65 @@ def _setup_importlib_mocks(temp_dir):
         yield mock_files, mock_as_file
 
 
+def _make_project_mock(name, description=""):
+    """Create a mock project object with the given name and description."""
+    proj = MagicMock()
+    proj.name = name
+    proj.description = description
+    return proj
+
+
 @pytest.fixture
 def mock_feature_store():
     """Fixture for creating a mock feature store"""
     mock_store = MagicMock()
-    mock_store.refresh_registry = MagicMock()
     return mock_store
 
 
 @pytest.fixture
 def ui_app_with_registry(mock_feature_store):
-    """Fixture for UI app with valid registry data.
-
-    Creates a UI app instance with a properly configured feature store
-    that has valid registry data available for testing endpoints that
-    require registry access.
-    """
+    """Fixture for UI app with valid registry data."""
     mock_registry = MagicMock()
-    mock_proto = MagicMock()
-    mock_proto.SerializeToString.return_value = b"mock_proto_data"
-    mock_registry.proto.return_value = mock_proto
+    mock_registry.list_projects.return_value = []
     mock_feature_store.registry = mock_registry
 
     with tempfile.TemporaryDirectory() as temp_dir:
         _create_mock_ui_files(temp_dir)
 
         with _setup_importlib_mocks(temp_dir):
-            app = get_app(mock_feature_store, TEST_PROJECT_NAME, REGISTRY_TTL_SECS)
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
             yield app
 
 
 @pytest.fixture
 def ui_app_without_registry(mock_feature_store):
-    """Fixture for UI app with None registry data.
-
-    Creates a UI app instance with a feature store that has no registry
-    data available, used for testing error conditions and service
-    unavailable responses.
-    """
+    """Fixture for UI app where registry raises on list_projects."""
     mock_registry = MagicMock()
-    mock_registry.proto.return_value = None
+    mock_registry.list_projects.side_effect = Exception("registry unavailable")
     mock_feature_store.registry = mock_registry
 
     with tempfile.TemporaryDirectory() as temp_dir:
         _create_mock_ui_files(temp_dir)
 
         with _setup_importlib_mocks(temp_dir):
-            app = get_app(mock_feature_store, TEST_PROJECT_NAME, REGISTRY_TTL_SECS)
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
             yield app
 
 
 def test_ui_server_health_endpoint(ui_app_with_registry):
-    """Test the UI server health endpoint returns 200 when registry is available.
-
-    This test verifies that the /health endpoint correctly returns HTTP 200
-    when the feature store registry is properly initialized and contains data.
-    """
+    """Health endpoint returns 200 when registry is available."""
     client = TestClient(ui_app_with_registry)
     response = client.get("/health")
     assertpy.assert_that(response.status_code).is_equal_to(EXPECTED_SUCCESS_STATUS)
 
 
-def test_ui_server_health_endpoint_with_none_registry(ui_app_without_registry):
-    """Test the UI server health endpoint returns 503 when registry is None.
-
-    This test verifies that the /health endpoint correctly returns HTTP 503
-    (Service Unavailable) when the feature store registry is not available
-    or contains no data.
-    """
+def test_ui_server_health_endpoint_with_unavailable_registry(ui_app_without_registry):
+    """Health endpoint returns 503 when registry is unavailable."""
     client = TestClient(ui_app_without_registry)
     response = client.get("/health")
     assertpy.assert_that(response.status_code).is_equal_to(EXPECTED_ERROR_STATUS)
 
 
-def test_registry_endpoint_with_valid_data(ui_app_with_registry):
-    """Test the registry endpoint returns valid data with correct content type.
-
-    This test verifies that the /registry endpoint correctly returns HTTP 200
-    with the proper content-type header when registry data is available.
-    """
-    client = TestClient(ui_app_with_registry)
-    response = client.get("/registry")
-    assertpy.assert_that(response.status_code).is_equal_to(EXPECTED_SUCCESS_STATUS)
-    assertpy.assert_that(response.headers["content-type"]).is_equal_to(
-        "application/octet-stream"
-    )
-
-
-def test_registry_endpoint_with_none_data(ui_app_without_registry):
-    """Test the registry endpoint returns 503 when registry data is None.
-
-    This test verifies that the /registry endpoint correctly returns HTTP 503
-    (Service Unavailable) when no registry data is available.
-    """
-    client = TestClient(ui_app_without_registry)
-    response = client.get("/registry")
-    assertpy.assert_that(response.status_code).is_equal_to(EXPECTED_ERROR_STATUS)
-
-
 @pytest.mark.parametrize(
     "registry_available,expected_status",
     [(True, EXPECTED_SUCCESS_STATUS), (False, EXPECTED_ERROR_STATUS)],
@@ -168,42 +119,131 @@ def test_registry_endpoint_with_none_data(ui_app_without_registry):
 def test_health_endpoint_status(
     registry_available, expected_status, mock_feature_store
 ):
-    """Test the health endpoint returns correct status based on registry availability.
-
-    This parametrized test verifies that the /health endpoint returns the
-    appropriate HTTP status code based on whether registry data is available.
-    """
+    """Health endpoint returns correct status based on registry availability."""
+    mock_registry = MagicMock()
     if registry_available:
-        mock_registry = MagicMock()
-        mock_proto = MagicMock()
-        mock_proto.SerializeToString.return_value = b"mock_proto_data"
-        mock_registry.proto.return_value = mock_proto
-        mock_feature_store.registry = mock_registry
+        mock_registry.list_projects.return_value = []
     else:
-        mock_registry = MagicMock()
-        mock_registry.proto.return_value = None
-        mock_feature_store.registry = mock_registry
+        mock_registry.list_projects.side_effect = Exception("unavailable")
+    mock_feature_store.registry = mock_registry
 
     with tempfile.TemporaryDirectory() as temp_dir:
         _create_mock_ui_files(temp_dir)
 
         with _setup_importlib_mocks(temp_dir):
-            app = get_app(mock_feature_store, TEST_PROJECT_NAME, REGISTRY_TTL_SECS)
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
             client = TestClient(app)
             response = client.get("/health")
             assertpy.assert_that(response.status_code).is_equal_to(expected_status)
 
 
 def test_catch_all_route(ui_app_with_registry):
-    """Test the catch-all route for React router paths.
-
-    This test reveals a bug in the original UI server code where ui_dir
-    is not in scope for the catch_all function. The ui_dir variable is defined
-    inside the importlib_resources context manager but used outside of it.
-    This causes a NameError when the route is accessed.
-    """
+    """Test the catch-all route for React router paths."""
     client = TestClient(ui_app_with_registry)
 
-    # The route will fail due to the scope issue with ui_dir
-    with pytest.raises(Exception):  # Expecting NameError or FileNotFoundError
+    with pytest.raises(Exception):
         client.get("/p/some/react/path")
+
+
+# ---------- projects-list.json tests ----------
+
+
+def _read_projects_list(temp_dir):
+    """Read the projects-list.json written by get_app via the mock (ui_dir = temp_dir)."""
+    projects_file = os.path.join(temp_dir, "projects-list.json")
+    with open(projects_file) as f:
+        return json.load(f)
+
+
+def test_projects_list_registry_path(mock_feature_store):
+    """projects-list.json uses /api/v1 as registryPath."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.return_value = []
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        data = _read_projects_list(temp_dir)
+        assertpy.assert_that(data["projects"][0]["registryPath"]).is_equal_to("/api/v1")
+
+
+def test_projects_list_with_root_path(mock_feature_store):
+    """root_path prefix is included in registryPath."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.return_value = []
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            get_app(
+                mock_feature_store,
+                TEST_PROJECT_NAME,
+                root_path="/feast",
+            )
+
+        data = _read_projects_list(temp_dir)
+        assertpy.assert_that(data["projects"][0]["registryPath"]).is_equal_to(
+            "/feast/api/v1"
+        )
+
+
+def test_projects_list_multiple_projects(mock_feature_store):
+    """Multiple projects get an 'All Projects' entry prepended."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.return_value = [
+        _make_project_mock("project_alpha", "Alpha project"),
+        _make_project_mock("project_beta", "Beta project"),
+    ]
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        data = _read_projects_list(temp_dir)
+        assertpy.assert_that(len(data["projects"])).is_equal_to(3)
+        assertpy.assert_that(data["projects"][0]["id"]).is_equal_to("all")
+        assertpy.assert_that(data["projects"][1]["id"]).is_equal_to("project_alpha")
+        assertpy.assert_that(data["projects"][2]["id"]).is_equal_to("project_beta")
+
+
+def test_projects_list_fallback_on_empty(mock_feature_store):
+    """When list_projects returns empty, fallback project is used."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.return_value = []
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        data = _read_projects_list(temp_dir)
+        assertpy.assert_that(len(data["projects"])).is_equal_to(1)
+        assertpy.assert_that(data["projects"][0]["id"]).is_equal_to(TEST_PROJECT_NAME)
+
+
+def test_projects_list_fallback_on_exception(mock_feature_store):
+    """When list_projects raises, fallback project is used."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.side_effect = Exception("not implemented")
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        data = _read_projects_list(temp_dir)
+        assertpy.assert_that(len(data["projects"])).is_equal_to(1)
+        assertpy.assert_that(data["projects"][0]["id"]).is_equal_to(TEST_PROJECT_NAME)
diff --git a/sdk/python/tests/universal/feature_repos/repo_configuration.py b/sdk/python/tests/universal/feature_repos/repo_configuration.py
index ddd952f71dc..7da8d54f433 100644
--- a/sdk/python/tests/universal/feature_repos/repo_configuration.py
+++ b/sdk/python/tests/universal/feature_repos/repo_configuration.py
@@ -120,29 +120,36 @@
     from tests.universal.feature_repos.universal.data_sources.redshift import (
         RedshiftDataSourceCreator,
     )
-    from tests.universal.feature_repos.universal.data_sources.snowflake import (
-        SnowflakeDataSourceCreator,
-    )
 
     AVAILABLE_OFFLINE_STORES.extend(
         [
             ("gcp", BigQueryDataSourceCreator),
             ("aws", RedshiftDataSourceCreator),
-            ("aws", SnowflakeDataSourceCreator),
         ]
     )
 
     OFFLINE_STORE_TO_PROVIDER_CONFIG["bigquery"] = ("gcp", BigQueryDataSourceCreator)
     OFFLINE_STORE_TO_PROVIDER_CONFIG["redshift"] = ("aws", RedshiftDataSourceCreator)
-    OFFLINE_STORE_TO_PROVIDER_CONFIG["snowflake"] = ("aws", SnowflakeDataSourceCreator)
 
     AVAILABLE_ONLINE_STORES["redis"] = (REDIS_CONFIG, None)
     AVAILABLE_ONLINE_STORES["dynamodb"] = (DYNAMO_CONFIG, None)
     AVAILABLE_ONLINE_STORES["datastore"] = ("datastore", None)
-    AVAILABLE_ONLINE_STORES["snowflake"] = (SNOWFLAKE_CONFIG, None)
     AVAILABLE_ONLINE_STORES["bigtable"] = (BIGTABLE_CONFIG, None)
     AVAILABLE_ONLINE_STORES["milvus"] = (MILVUS_CONFIG, None)
 
+    # Snowflake is disabled temporarily
+    if os.getenv("SNOWFLAKE_CI_DEPLOYMENT"):
+        from tests.universal.feature_repos.universal.data_sources.snowflake import (
+            SnowflakeDataSourceCreator,
+        )
+
+        AVAILABLE_OFFLINE_STORES.extend([("aws", SnowflakeDataSourceCreator)])
+        OFFLINE_STORE_TO_PROVIDER_CONFIG["snowflake"] = (
+            "aws",
+            SnowflakeDataSourceCreator,
+        )
+        AVAILABLE_ONLINE_STORES["snowflake"] = (SNOWFLAKE_CONFIG, None)
+
 
 full_repo_configs_module = os.environ.get(FULL_REPO_CONFIGS_MODULE_ENV_NAME)
 if full_repo_configs_module is not None:
diff --git a/sdk/python/tests/universal/feature_repos/universal/data_sources/mongodb.py b/sdk/python/tests/universal/feature_repos/universal/data_sources/mongodb.py
new file mode 100644
index 00000000000..829dcda9766
--- /dev/null
+++ b/sdk/python/tests/universal/feature_repos/universal/data_sources/mongodb.py
@@ -0,0 +1,195 @@
+"""
+MongoDB DataSourceCreator implementation for universal Feast tests.
+"""
+
+import os
+import tempfile
+from typing import Any, Dict, Optional
+
+import pandas as pd
+import pytest
+from testcontainers.mongodb import MongoDbContainer
+
+from feast.data_source import DataSource
+from feast.feature_logging import LoggingDestination
+from feast.infra.key_encoding_utils import serialize_entity_key
+from feast.infra.offline_stores.contrib.mongodb_offline_store.mongodb import (
+    MongoDBOfflineStoreConfig,
+    MongoDBSource,
+)
+from feast.infra.offline_stores.file_source import (
+    FileLoggingDestination,
+    SavedDatasetFileStorage,
+)
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import FeastConfigBaseModel
+from tests.universal.feature_repos.universal.data_source_creator import (
+    DataSourceCreator,
+)
+
+try:
+    from pymongo import MongoClient
+except ImportError:
+    MongoClient = None  # type: ignore
+
+
+class MongoDBDataSourceCreator(DataSourceCreator):
+    """DataSourceCreator for the MongoDB offline store (single shared collection)."""
+
+    ENTITY_KEY_VERSION = 3
+
+    def __init__(self, project_name: str, *args, **kwargs):
+        super().__init__(project_name)
+        self.container = MongoDbContainer(
+            "mongo:7.0",
+            username="test",
+            password="test",  # pragma: allowlist secret
+        ).with_exposed_ports(27017)
+        self.container.start()
+        self.port = self.container.get_exposed_port(27017)
+        self.connection_string = (
+            f"mongodb://test:test@localhost:{self.port}"  # pragma: allowlist secret
+        )
+        self.database = f"feast_test_{project_name}"
+        self.collection = "feature_history"
+        self._entity_key_columns: Dict[str, list] = {}
+
+    def _serialize_entity_key(self, row: pd.Series, join_keys: list[str]) -> bytes:
+        """Serialize entity key columns to bytes.
+
+        Join keys are sorted before serialization to match the order used by
+        _serialize_entity_key_from_row at query time.  Without sorting, compound
+        join keys written in a different order would produce different bytes and
+        cause all features to be returned as NULL.
+        """
+        entity_key = EntityKeyProto()
+        for key in sorted(join_keys):
+            entity_key.join_keys.append(key)
+            val = ValueProto()
+            value = row[key]
+            # bool must be checked before int: bool is a subclass of int
+            if isinstance(value, bool):
+                val.bool_val = value
+            elif isinstance(value, int):
+                val.int64_val = value
+            elif isinstance(value, str):
+                val.string_val = value
+            elif isinstance(value, float):
+                val.double_val = value
+            else:
+                val.string_val = str(value)
+            entity_key.entity_values.append(val)
+        return serialize_entity_key(entity_key, self.ENTITY_KEY_VERSION)
+
+    def create_data_source(
+        self,
+        df: pd.DataFrame,
+        destination_name: str,
+        created_timestamp_column: str = "created_ts",
+        field_mapping: Optional[Dict[str, str]] = None,
+        timestamp_field: Optional[str] = "ts",
+    ) -> DataSource:
+        """Create a MongoDB data source by inserting df into the shared collection.
+
+        The data is transformed into the One schema:
+        - entity_id: serialized entity key
+        - feature_view: destination_name
+        - features: nested dict of feature values
+        - event_timestamp: from timestamp_field
+        - created_at: from created_timestamp_column
+        """
+        # Determine which columns are join keys vs features
+        # Join keys must be integer or string types (serializable as entity keys)
+        timestamp_cols = {timestamp_field, created_timestamp_column}
+        all_cols = set(df.columns) - timestamp_cols - {None}
+
+        # Heuristic: identify join keys (columns ending with _id or known key names)
+        join_keys = []
+        for c in all_cols:
+            if c.endswith("_id") or c in {"driver", "customer", "entity"}:
+                dtype = df[c].dtype
+                if dtype in ("int64", "int32", "object") or str(dtype).startswith(
+                    "int"
+                ):
+                    join_keys.append(c)
+
+        if not join_keys:
+            for c in all_cols:
+                if df[c].dtype in ("int64", "int32") or str(df[c].dtype).startswith(
+                    "int"
+                ):
+                    join_keys = [c]
+                    break
+
+        feature_cols = [c for c in all_cols if c not in join_keys]
+        self._entity_key_columns[destination_name] = join_keys
+
+        docs = []
+        for _, row in df.iterrows():
+            entity_id = self._serialize_entity_key(row, join_keys)
+            features = {col: row[col] for col in feature_cols if pd.notna(row.get(col))}
+            doc: Dict[str, Any] = {
+                "entity_id": entity_id,
+                "feature_view": destination_name,
+                "features": features,
+            }
+            if timestamp_field and timestamp_field in row:
+                doc["event_timestamp"] = row[timestamp_field]
+            if created_timestamp_column and created_timestamp_column in row:
+                doc["created_at"] = row[created_timestamp_column]
+            docs.append(doc)
+
+        # Insert into MongoDB
+        client: Any = MongoClient(self.connection_string, tz_aware=True)
+        try:
+            coll = client[self.database][self.collection]
+            if docs:
+                coll.insert_many(docs)
+        finally:
+            client.close()
+
+        return MongoDBSource(
+            name=destination_name,
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created_at" if created_timestamp_column else None,
+            field_mapping=field_mapping,
+        )
+
+    def get_prefixed_table_name(self, suffix: str) -> str:
+        return f"{self.project_name}_{suffix}"
+
+    def create_offline_store_config(self) -> FeastConfigBaseModel:
+        return MongoDBOfflineStoreConfig(
+            connection_string=self.connection_string,
+            database=self.database,
+            collection=self.collection,
+        )
+
+    def create_saved_dataset_destination(self) -> SavedDatasetFileStorage:
+        # Saved datasets are written as parquet via SavedDatasetFileStorage.
+        # A fresh temp file is created per call; teardown() does not clean it up
+        # because the test framework owns the lifetime of saved datasets.
+        path = os.path.join(
+            tempfile.mkdtemp(), f"{self.project_name}_saved_dataset.parquet"
+        )
+        return SavedDatasetFileStorage(path=path)
+
+    def create_logged_features_destination(self) -> LoggingDestination:
+        d = tempfile.mkdtemp(prefix=self.project_name)
+        return FileLoggingDestination(path=d)
+
+    def teardown(self):
+        try:
+            client: Any = MongoClient(self.connection_string, tz_aware=True)
+            try:
+                client[self.database][self.collection].drop()
+            finally:
+                client.close()
+        except Exception:
+            pass
+        self.container.stop()
+
+    @staticmethod
+    def test_markers() -> list:
+        return [pytest.mark.mongodb]
diff --git a/sdk/python/tests/universal/feature_repos/universal/online_store/mongodb.py b/sdk/python/tests/universal/feature_repos/universal/online_store/mongodb.py
index 0c0afd4908a..a3791446232 100644
--- a/sdk/python/tests/universal/feature_repos/universal/online_store/mongodb.py
+++ b/sdk/python/tests/universal/feature_repos/universal/online_store/mongodb.py
@@ -1,6 +1,6 @@
 from typing import Any, Dict
 
-from testcontainers.mongodb import MongoDbContainer
+from testcontainers.mongodb import MongoDBAtlasLocalContainer, MongoDbContainer
 
 from tests.universal.feature_repos.universal.online_store_creator import (
     OnlineStoreCreator,
@@ -29,3 +29,29 @@ def create_online_store(self) -> Dict[str, Any]:
 
     def teardown(self):
         self.container.stop()
+
+
+class MongoDBAtlasOnlineStoreCreator(OnlineStoreCreator):
+    """OnlineStoreCreator backed by ``MongoDBAtlasLocalContainer``.
+
+    This uses the ``mongodb/mongodb-atlas-local`` Docker image which provides
+    a local Atlas deployment with support for Atlas Search and Vector Search.
+    """
+
+    def __init__(self, project_name: str, **kwargs):
+        super().__init__(project_name)
+        self.container = MongoDBAtlasLocalContainer(
+            "mongodb/mongodb-atlas-local:8.0.4",
+        )
+
+    def create_online_store(self) -> Dict[str, Any]:
+        self.container.start()
+        connection_string = self.container.get_connection_url()
+        return {
+            "type": "mongodb",
+            "connection_string": connection_string,
+            "vector_enabled": True,
+        }
+
+    def teardown(self):
+        self.container.stop()
diff --git a/sdk/python/tests/universal/feature_repos/universal/online_store/mysql.py b/sdk/python/tests/universal/feature_repos/universal/online_store/mysql.py
index c1ebdf6c984..fa6978b259a 100644
--- a/sdk/python/tests/universal/feature_repos/universal/online_store/mysql.py
+++ b/sdk/python/tests/universal/feature_repos/universal/online_store/mysql.py
@@ -11,7 +11,7 @@ class MySQLOnlineStoreCreator(OnlineStoreCreator):
     def __init__(self, project_name: str, **kwargs):
         super().__init__(project_name)
         self.container = (
-            MySqlContainer("mysql:latest", platform="linux/amd64")
+            MySqlContainer("mysql:latest", platform="linux/amd64", dialect="pymysql")
             .with_exposed_ports(3306)
             .with_env("MYSQL_USER", "root")
             .with_env("MYSQL_PASSWORD", "test")
@@ -37,7 +37,7 @@ class BatchWriteMySQLOnlineStoreCreator(OnlineStoreCreator):
     def __init__(self, project_name: str, **kwargs):
         super().__init__(project_name)
         self.container = (
-            MySqlContainer("mysql:latest", platform="linux/amd64")
+            MySqlContainer("mysql:latest", platform="linux/amd64", dialect="pymysql")
             .with_exposed_ports(3306)
             .with_env("MYSQL_USER", "root")
             .with_env("MYSQL_PASSWORD", "test")
diff --git a/sdk/python/tests/universal/feature_repos/universal/online_store/postgres.py b/sdk/python/tests/universal/feature_repos/universal/online_store/postgres.py
index b9fda20d26a..0141232f12f 100644
--- a/sdk/python/tests/universal/feature_repos/universal/online_store/postgres.py
+++ b/sdk/python/tests/universal/feature_repos/universal/online_store/postgres.py
@@ -1,4 +1,5 @@
 import os
+import time
 from typing import Any, Dict
 
 from testcontainers.core.container import DockerContainer
@@ -53,14 +54,18 @@ def __init__(self, project_name: str, **kwargs):
 
     def create_online_store(self) -> Dict[str, Any]:
         self.container.start()
-        log_string_to_wait_for = "database system is ready to accept connections"
         wait_for_logs(
-            container=self.container, predicate=log_string_to_wait_for, timeout=10
+            container=self.container,
+            predicate="database system is ready to accept connections",
+            timeout=30,
         )
-        init_log_string_to_wait_for = "PostgreSQL init process complete"
         wait_for_logs(
-            container=self.container, predicate=init_log_string_to_wait_for, timeout=10
+            container=self.container,
+            predicate="PostgreSQL init process complete",
+            timeout=30,
         )
+        # PG restarts after init completes; allow the restart to finish
+        time.sleep(3)
         return {
             "host": "localhost",
             "type": "postgres",
diff --git a/sdk/python/tests/utils/cli_repo_creator.py b/sdk/python/tests/utils/cli_repo_creator.py
index 3aa96768f61..25c3fdd1198 100644
--- a/sdk/python/tests/utils/cli_repo_creator.py
+++ b/sdk/python/tests/utils/cli_repo_creator.py
@@ -1,12 +1,22 @@
 """
 CLI test utilities for Feast testing.
 
-Note: This module contains workarounds for a known PySpark JVM cleanup issue on macOS
-with Python 3.11+. The 'feast teardown' command can hang indefinitely due to py4j
-(PySpark's Java bridge) not properly terminating JVM processes. This is a PySpark
-environmental issue, not a Feast logic error.
-
-The timeout handling ensures tests fail gracefully rather than hanging CI.
+Note: This module contains a workaround for a known subprocess hang issue:
+
+Dask atexit handler: when a Feast materialization fails mid-execution, Dask's
+global ThreadPoolExecutor registers an atexit.register(default_pool.shutdown)
+handler. If the pool has active or recently-used threads, shutdown(wait=True)
+can block for an extended period, preventing the subprocess from exiting. This
+causes the parent's subprocess.check_output / communicate() to block forever.
+
+The fix is to use subprocess.Popen with communicate(timeout=...) so we can kill
+the subprocess if it hangs and still recover any partial output (which contains
+the error message printed before the hang).
+
+Teardown is intentionally performed in-process (store.teardown()) rather than
+via a 'feast teardown' subprocess. This eliminates per-repo subprocess startup
+overhead and avoids atexit-handler (Dask thread pool, PySpark JVM) hang risks
+that can push the cumulative test time past the pytest global timeout budget.
 """
 
 import random
@@ -44,12 +54,9 @@ class CliRunner:
     """
 
     def run(self, args: List[str], cwd: Path) -> subprocess.CompletedProcess:
-        # Handle known PySpark JVM cleanup issue on macOS
-        # The 'feast teardown' command can hang indefinitely on macOS with Python 3.11+
-        # due to py4j (PySpark's Java bridge) not properly cleaning up JVM processes.
-        # This is a known environmental issue, not a test logic error.
-        # See: https://issues.apache.org/jira/browse/SPARK-XXXXX (PySpark JVM cleanup)
-        timeout = 120 if "teardown" in args else None
+        # Apply a conservative timeout to prevent CI hangs from Dask atexit-handler
+        # stalls or other subprocess blockages.
+        timeout = 120
 
         try:
             return subprocess.run(
@@ -59,41 +66,46 @@ def run(self, args: List[str], cwd: Path) -> subprocess.CompletedProcess:
                 timeout=timeout,
             )
         except subprocess.TimeoutExpired:
-            # For teardown timeouts, return a controlled failure rather than hanging CI.
-            # This allows the test to fail gracefully and continue with other tests.
-            if "teardown" in args:
-                return subprocess.CompletedProcess(
-                    args=[sys.executable, cli.__file__] + args,
-                    returncode=-1,
-                    stdout=b"",
-                    stderr=b"Teardown timed out (known PySpark JVM cleanup issue on macOS)",
-                )
-            else:
-                # For non-teardown commands, re-raise as this indicates a real issue
-                raise
+            return subprocess.CompletedProcess(
+                args=[sys.executable, cli.__file__] + args,
+                returncode=-1,
+                stdout=b"",
+                stderr=f"Command timed out after {timeout}s: {args}".encode(),
+            )
 
     def run_with_output(self, args: List[str], cwd: Path) -> Tuple[int, bytes]:
-        timeout = 120 if "teardown" in args else None
+        is_teardown = "teardown" in args
+        # Use subprocess.Popen + communicate(timeout=...) so that on a hang we can
+        # kill the process and still recover any output already buffered in the pipe.
+        # This matters when feast prints an error and then hangs in the Dask atexit
+        # handler — the error text is already in the pipe buffer and can be read after
+        # the process is killed.
+        timeout = 120 if is_teardown else 60
+
+        proc = subprocess.Popen(
+            [sys.executable, cli.__file__] + args,
+            cwd=cwd,
+            stdout=subprocess.PIPE,
+            stderr=subprocess.STDOUT,
+        )
         try:
-            return (
-                0,
-                subprocess.check_output(
-                    [sys.executable, cli.__file__] + args,
-                    cwd=cwd,
-                    stderr=subprocess.STDOUT,
-                    timeout=timeout,
-                ),
-            )
-        except subprocess.CalledProcessError as e:
-            return e.returncode, e.output
+            stdout, _ = proc.communicate(timeout=timeout)
+            returncode = proc.returncode
+            if returncode != 0:
+                return returncode, stdout
+            return 0, stdout
         except subprocess.TimeoutExpired:
-            if "teardown" in args:
+            proc.kill()
+            stdout, _ = proc.communicate()
+            if is_teardown:
                 return (
                     -1,
                     b"Teardown timed out (known PySpark JVM cleanup issue on macOS)",
                 )
             else:
-                raise
+                # Return partial output (likely contains the error printed before hang)
+                # with a non-zero returncode so callers can inspect it.
+                return -1, stdout or b""
 
     @contextmanager
     def local_repo(
@@ -179,23 +191,13 @@ def local_repo(
                     f"stdout: {result.stdout}\nstderr: {result.stderr}"
                 )
 
-            yield FeatureStore(repo_path=str(repo_path), config=None)
+            store_instance = FeatureStore(repo_path=str(repo_path), config=None)
+            yield store_instance
 
             if teardown:
-                result = self.run(["teardown"], cwd=repo_path)
-                stdout = result.stdout.decode("utf-8")
-                stderr = result.stderr.decode("utf-8")
-                print(f"Teardown stdout:\n{stdout}")
-                print(f"Teardown stderr:\n{stderr}")
-
-                # Handle PySpark JVM cleanup timeout gracefully on macOS
-                # This is a known environmental issue, not a test failure
-                if result.returncode == -1 and "PySpark JVM cleanup issue" in stderr:
-                    print(
-                        "Warning: Teardown timed out due to known PySpark JVM cleanup issue on macOS"
-                    )
-                    print("This is an environmental issue, not a test logic failure")
-                else:
-                    assert result.returncode == 0, (
-                        f"stdout: {result.stdout}\nstderr: {result.stderr}"
-                    )
+                # Use in-process teardown instead of a 'feast teardown' subprocess.
+                # Subprocess teardown adds per-repo startup overhead and risks
+                # blocking indefinitely in Dask/PySpark atexit handlers, which
+                # can push the cumulative test time past the pytest timeout budget.
+                # store.teardown() performs the same SQLite/registry cleanup directly.
+                store_instance.teardown()
diff --git a/skills/feast-architecture/SKILL.md b/skills/feast-architecture/SKILL.md
new file mode 100644
index 00000000000..a2132983d61
--- /dev/null
+++ b/skills/feast-architecture/SKILL.md
@@ -0,0 +1,378 @@
+---
+name: feast-architecture
+description: Internals of the Feast codebase — how each component works, where the key abstractions live, and the data flow through the system. Use when asked how feast apply works, how the registry stores data, how materialization moves data, how get_online_features retrieves features, how the feature server works, how the Kubernetes operator manages deployments, or when navigating the codebase to understand where to make a change.
+license: Apache-2.0
+compatibility: Works with Claude Code, OpenAI Codex, and any Agent Skills compatible tool.
+metadata:
+  author: feast-dev
+  version: "1.0"
+---
+
+# Feast Architecture Internals
+
+## Full Component Map
+
+```
+┌─────────────────────────────────────────────────────────────────┐
+│                     Feast Deployment Modes                       │
+│                                                                   │
+│  Local / Python SDK          Kubernetes (feast-operator)          │
+│  ─────────────────           ─────────────────────────────────   │
+│  feature_store.yaml    ←──   FeatureStore CR (CRD)               │
+│        │                            │                             │
+│        ▼                            ▼                             │
+│  FeatureStore (Python)      Operator deploys services:            │
+│    ├── Registry               - feature-server (Go or Python)     │
+│    ├── Provider               - offline-store-server              │
+│    │   ├── OnlineStore        - registry-server                   │
+│    │   └── OfflineStore     + manages feature_store.yaml config   │
+│    └── FeatureServer                                              │
+│        (Python FastAPI or                                         │
+│         Go gRPC/HTTP)                                             │
+└─────────────────────────────────────────────────────────────────┘
+```
+
+---
+
+## Python SDK Core
+
+### FeatureStore — the orchestrator
+
+**File**: `sdk/python/feast/feature_store.py`
+
+`FeatureStore` is the single entry point for all operations. It never reads/writes data
+directly — it delegates to the registry (for metadata) and the provider (for infrastructure
+and data movement).
+
+```python
+FeatureStore(repo_path=".")   # loads feature_store.yaml
+store.apply(objects)           # register feature definitions
+store.materialize(...)         # offline → online
+store.get_online_features(...) # serve
+store.get_historical_features(...) # training data
+```
+
+**File**: `sdk/python/feast/repo_config.py` — parses `feature_store.yaml` into typed `RepoConfig`.
+All component classes (online store, offline store, registry) are loaded dynamically from the
+`type:` string via `repo_config.ONLINE_STORE_TYPE_MAP` / `OFFLINE_STORE_TYPE_MAP`.
+
+---
+
+### Registry
+
+**Purpose**: Metadata store — persists definitions of entities, feature views, data sources,
+feature services, permissions.
+
+**Backends and their files:**
+
+| Backend | File | Notes |
+|---|---|---|
+| File/GCS/S3 (default) | `infra/registry/registry.py` | Single proto blob, cached in memory |
+| SQL | `infra/registry/sql.py` | Per-object tables via SQLAlchemy |
+| Snowflake | `infra/registry/snowflake.py` | Snowflake tables |
+| Remote | `infra/registry/remote.py` | Delegates to a remote registry server over gRPC |
+
+**How the proto/file backend works:**
+1. All metadata is serialized into one `Registry` protobuf (`protos/feast/core/Registry.proto`)
+2. The proto blob is stored at the configured `registry:` path
+3. In-memory `cached_registry_proto` is refreshed on a TTL (default 10s)
+4. Writes re-serialize and overwrite the full blob — no partial updates
+
+**Key pattern — apply:**
+```python
+# Python object → proto → stored in registry blob
+registry.apply_feature_view(feature_view, project)
+# → feature_view.to_proto()
+# → upserts into cached_registry_proto.feature_views
+# → registry_store.update_registry_proto(proto)
+```
+
+**Supporting files:**
+- `infra/registry/base_registry.py` — abstract interface
+- `infra/registry/proto_registry_utils.py` — proto serialization helpers
+- `infra/registry/caching_registry.py` — adds TTL caching on top of any backend
+
+---
+
+### Provider
+
+**Purpose**: Infrastructure lifecycle — creates/updates/tears down online store tables.
+Also dispatches `online_write_batch` and `get_historical_features`.
+
+**File**: `sdk/python/feast/infra/provider.py`
+
+Built-in providers (set via `provider:` in `feature_store.yaml`):
+- `local` — SQLite online store, file offline (dev default)
+- `gcp` — Datastore/Bigtable online, BigQuery offline
+- `aws` — DynamoDB online, Redshift offline
+
+Custom providers extend `Provider` and override `update_infra` / `teardown_infra`.
+
+---
+
+### Online Store
+
+**Purpose**: Low-latency feature serving. Stores the latest feature values per entity key.
+
+**Interface**: `sdk/python/feast/infra/online_stores/online_store.py`
+**Implementations**: `sdk/python/feast/infra/online_stores/` (redis, dynamodb, sqlite, bigtable, postgres, snowflake, …)
+
+Key methods:
+- `online_write_batch` — write entity→feature values
+- `online_read` — read by entity keys
+- `update` — provision/deprovision tables on `feast apply`
+- `teardown` — clean up on `feast teardown`
+
+---
+
+### Offline Store
+
+**Purpose**: Historical feature retrieval and training data generation (point-in-time joins).
+
+**Interface**: `sdk/python/feast/infra/offline_stores/offline_store.py`
+**Implementations**: `sdk/python/feast/infra/offline_stores/` (bigquery, snowflake, redshift, duckdb, file, …)
+
+Returns a `RetrievalJob` (lazy) — no data moves until `.to_df()` or `.to_arrow()` is called.
+
+PIT join logic (shared): `sdk/python/feast/infra/offline_stores/offline_utils.py`
+
+**Key methods to implement for a new backend:**
+```python
+class MyOfflineStore(OfflineStore):
+    def get_historical_features(self, config, feature_views, feature_refs,
+                                entity_df, registry, project, ...) -> RetrievalJob: ...
+    def pull_latest_from_table_or_query(self, config, data_source,
+                                        join_key_columns, feature_name_columns,
+                                        timestamp_field, created_timestamp_column,
+                                        start_date, end_date) -> RetrievalJob: ...
+    def pull_all_from_table_or_query(self, config, data_source, join_key_columns,
+                                     feature_name_columns, timestamp_field,
+                                     start_date, end_date) -> RetrievalJob: ...
+    def write_logged_features(self, config, data, source, logging_config,
+                              registry) -> None: ...  # optional
+```
+
+**Config class**: subclass `FeastConfigBaseModel` with a `type` Literal (short alias + full dotted path). Register in `OFFLINE_STORE_TYPE_MAP` in `sdk/python/feast/repo_config.py`.
+
+**Data source**: each offline store backend pairs with a `DataSource` subclass (e.g. `BigQuerySource`, `FileSource`). Add it to `sdk/python/feast/data_sources/` and register in `DATA_SOURCE_CLASS_FOR_TYPE`.
+
+---
+
+## Data Flows
+
+### `feast apply`
+```
+feast apply  (CLI → repo_operations.py)
+  ├── Parse Python files → collect FeastObjects
+  ├── store.apply(objects)
+  │     ├── diff against registry (diff/registry_diff.py)
+  │     ├── update registry metadata for changed objects
+  │     └── provider.update_infra(tables_to_keep, tables_to_delete)
+  │           └── online_store.update(...)  ← create/drop tables
+  └── Write updated registry to storage
+```
+
+### `feast materialize`
+```
+store.materialize(start_date, end_date)
+  ├── Load feature views from registry
+  ├── For each feature view:
+  │     ├── offline_store.pull_latest_from_table_or_query(...)
+  │     │     └── Returns RetrievalJob (lazy)
+  │     ├── job.to_arrow()  ← executes query, fetches Arrow table
+  │     └── provider.online_write_batch(...)
+  │           └── online_store.online_write_batch(config, table, data, progress)
+  └── Update last_updated_timestamp in registry
+```
+
+### `get_online_features`
+```
+store.get_online_features(features, entity_rows)
+  ├── Resolve feature refs → FeatureViews from registry
+  ├── online_store.online_read(config, table, entity_rows, requested_features)
+  │     └── Deserialize ValueProto → Python dict
+  ├── Apply OnDemandFeatureView transformations (if any)
+  └── Return OnlineFeaturesResponse
+```
+
+### `get_historical_features`
+```
+store.get_historical_features(entity_df, features)
+  ├── Resolve feature refs → FeatureViews from registry
+  ├── offline_store.get_historical_features(config, feature_views, entity_df)
+  │     └── Point-in-time join:
+  │           for each entity row, find latest values where
+  │           event_timestamp ≤ entity_df.event_timestamp
+  │           (prevents data leakage in training)
+  └── Returns RetrievalJob → .to_df() / .to_arrow()
+```
+
+---
+
+## Feature Servers
+
+### Python Feature Server (FastAPI)
+
+**File**: `sdk/python/feast/feature_server.py`
+
+A FastAPI app that wraps `FeatureStore`. Started with `feast serve`.
+
+Endpoints:
+- `POST /get-online-features` — online feature retrieval
+- `POST /push` — push features to online/offline store
+- `POST /materialize` — trigger materialization
+- `GET /health` — health check
+
+The app loads `feature_store.yaml` at startup, creates a `FeatureStore`, and periodically
+refreshes the registry in the background (async timer).
+
+### Go Feature Server
+
+**Directory**: `go/`
+**Entry point**: `go/main.go`
+
+A high-performance alternative to the Python feature server, written in Go.
+Supports HTTP, HTTPS, and gRPC transports:
+
+```bash
+go run go/main.go -type http  -port 6566
+go run go/main.go -type grpc  -port 6566
+```
+
+Key packages:
+- `go/internal/feast/` — Go port of FeatureStore (reads feature_store.yaml, calls online store)
+- `go/internal/feast/server/` — HTTP and gRPC server implementations
+- `go/internal/feast/server/logging/` — feature logging to offline store
+
+The Go server reads the registry directly (proto file or remote) and calls the online store.
+It does not support `feast apply` or materialization — those remain Python-only.
+
+---
+
+## Feast Operator (Kubernetes)
+
+**Directory**: `infra/feast-operator/`
+**Language**: Go (controller-runtime / kubebuilder)
+
+The operator manages the full lifecycle of a Feast deployment on Kubernetes via a
+`FeatureStore` Custom Resource Definition (CRD).
+
+### CRD: FeatureStore
+
+**API version**: `feast.dev/v1`
+**File**: `infra/feast-operator/api/v1/featurestore_types.go`
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-feast
+spec:
+  feastProjectName: my_project
+  services:
+    offlineStore:
+      persistence:
+        file:
+          type: dask
+    onlineStore:
+      persistence:
+        store:
+          type: redis
+          secretRef:
+            name: redis-credentials
+    registry:
+      local:
+        persistence:
+          file:
+            path: /data/registry.db
+```
+
+### What the operator manages
+
+| Service | What it deploys |
+|---|---|
+| **Online Store server** | Deployment + Service for the feature server (Go or Python) |
+| **Offline Store server** | Deployment + Service for the offline feature server |
+| **Registry server** | Deployment + Service for the registry gRPC server |
+| **feature_store.yaml** | ConfigMap auto-generated from the CR spec |
+| **Materialization jobs** | CronJob (`spec.services.onlineStore.cronJob`) |
+| **TLS** | Certificate management via `spec.services.*.tls` |
+| **Auth** | OIDC / Kubernetes RBAC via `spec.authz` |
+
+### Reconcile loop
+
+**File**: `infra/feast-operator/internal/controller/featurestore_controller.go`
+
+The `FeatureStoreReconciler.Reconcile` method runs on every CR change:
+1. Fetches the `FeatureStore` CR
+2. Calls `deployFeast()` → creates/updates Deployments, Services, ConfigMaps
+3. Updates CR status conditions (`OfflineStore`, `OnlineStore`, `Registry` ready conditions)
+4. Watches owned resources; re-reconciles on any change
+
+Supporting services logic: `infra/feast-operator/internal/controller/services/`
+
+---
+
+## Serialization Layer
+
+All persistent metadata and the feature server wire format use **Protocol Buffers**.
+
+```
+Python object (FeatureView, Entity, ...)
+    ├── .to_proto()   → Protobuf message → stored in registry or sent over gRPC
+    └── .from_proto() ← Protobuf message
+
+Proto definitions:
+  protos/feast/core/    # registry objects (FeatureView, Entity, DataSource, …)
+  protos/feast/serving/ # serving API (GetOnlineFeaturesRequest/Response)
+  protos/feast/types/   # Value, EntityKey, Field
+```
+
+When adding a new field to a Feast object:
+1. Update the `.proto` file
+2. Run `make compile-protos-python` (and `make compile-protos-go` if applicable)
+3. Update `.to_proto()` and `.from_proto()` in the Python class
+
+---
+
+## Key Files Quick Reference
+
+| Concern | Key file(s) |
+|---|---|
+| User-facing Python API | `sdk/python/feast/feature_store.py` |
+| Config parsing | `sdk/python/feast/repo_config.py` |
+| `feast apply` CLI logic | `sdk/python/feast/repo_operations.py` |
+| Registry diff | `sdk/python/feast/diff/registry_diff.py` |
+| Registry (proto/file) | `sdk/python/feast/infra/registry/registry.py` |
+| Registry (SQL) | `sdk/python/feast/infra/registry/sql.py` |
+| PIT join | `sdk/python/feast/infra/offline_stores/offline_utils.py` |
+| Online store interface | `sdk/python/feast/infra/online_stores/online_store.py` |
+| Entity key serialization | `sdk/python/feast/infra/online_stores/helpers.py` |
+| Python feature server | `sdk/python/feast/feature_server.py` |
+| Go feature server | `go/main.go`, `go/internal/feast/server/` |
+| Operator CRD types | `infra/feast-operator/api/v1/featurestore_types.go` |
+| Operator controller | `infra/feast-operator/internal/controller/featurestore_controller.go` |
+| Operator services | `infra/feast-operator/internal/controller/services/` |
+| Proto definitions | `protos/feast/` |
+| Web UI | `ui/` (React) |
+
+---
+
+## Official Architecture Documentation
+
+The `docs/` directory contains user-facing architecture documentation that complements this skill:
+
+| Topic | Doc |
+|---|---|
+| Architecture overview | `docs/getting-started/architecture/overview.md` |
+| Push vs pull model | `docs/getting-started/architecture/push-vs-pull-model.md` |
+| Write patterns | `docs/getting-started/architecture/write-patterns.md` |
+| Feature transformation | `docs/getting-started/architecture/feature-transformation.md` |
+| RBAC / authorization | `docs/getting-started/architecture/rbac.md` |
+| Online store component | `docs/getting-started/components/online-store.md` |
+| Offline store component | `docs/getting-started/components/offline-store.md` |
+| Registry component | `docs/getting-started/components/registry.md` |
+| Feature server component | `docs/getting-started/components/feature-server.md` |
+| Provider component | `docs/getting-started/components/provider.md` |
+| Compute engine | `docs/getting-started/components/compute-engine.md` |
+| ADRs (design decisions) | `docs/adr/` |
diff --git a/skills/feast-dev/SKILL.md b/skills/feast-dev/SKILL.md
index 475854c0674..b3e0c27c5a2 100644
--- a/skills/feast-dev/SKILL.md
+++ b/skills/feast-dev/SKILL.md
@@ -58,8 +58,11 @@ make lint-python
 # Run all precommit checks (format + lint)
 make precommit-check
 
-# Type checking
-cd sdk/python && python -m mypy feast
+# Type checking (entire codebase)
+uv run bash -c "cd sdk/python && mypy feast"
+
+# Type-check a single file
+uv run bash -c "cd sdk/python && mypy feast/path/to/file.py"
 ```
 
 ## Code Style
@@ -71,11 +74,44 @@ cd sdk/python && python -m mypy feast
 - Add a GitHub label to PRs (e.g. `kind/bug`, `kind/feature`, `kind/housekeeping`)
 - Sign off commits with `git commit -s` (DCO requirement)
 
+## Docker Images
+
+```bash
+# Build all Docker images
+make build-docker
+
+# Build feature server Docker image
+make build-feature-server-docker
+```
+
+## Documentation
+
+```bash
+# Build Sphinx documentation
+make build-sphinx
+
+# Build templates
+make build-templates
+
+# Build Helm docs
+make build-helm-docs
+```
+
 ## Documentation and Blog Posts
 
 - **Blog posts must be placed in `/infra/website/docs/blog/`** — do NOT place them under `docs/blog/` or elsewhere.
 - Blog post files must include YAML frontmatter with `title`, `description`, `date`, and `authors` fields matching the format of existing posts in that directory.
-- All other reference documentation (concepts, how-tos, reference pages) goes under `docs/`.
+- All other docs go under `docs/` and **must be added to `docs/SUMMARY.md`** (GitBook navigation) or they won't appear on the website.
+
+| Change type | Doc location |
+|---|---|
+| New online store | `docs/reference/online-stores/<name>.md` + update `README.md` and `SUMMARY.md` |
+| New offline store | `docs/reference/offline-stores/<name>.md` + update `README.md`, `overview.md`, `SUMMARY.md` |
+| New registry backend | `docs/reference/registries/<name>.md` + update `SUMMARY.md` |
+| Config option | `docs/reference/feature-store-yaml.md` |
+| CLI flag/command | `docs/reference/feast-cli-commands.md` |
+| How-to / integration | `docs/how-to-guides/customizing-feast/` or `docs/how-to-guides/` + update `SUMMARY.md` |
+| Architecture / concept | `docs/getting-started/architecture/` or `docs/getting-started/components/` |
 
 ## Project Structure
 
diff --git a/skills/feast-testing/SKILL.md b/skills/feast-testing/SKILL.md
new file mode 100644
index 00000000000..5d778a9a33e
--- /dev/null
+++ b/skills/feast-testing/SKILL.md
@@ -0,0 +1,246 @@
+---
+name: feast-testing
+description: How to test and debug Feast — running targeted tests, writing unit tests for new components, debugging registry and online store issues, and inspecting live feature store state. Use when writing tests for a new feature, debugging a failing test, investigating a runtime error, or verifying that a change works correctly end-to-end.
+license: Apache-2.0
+compatibility: Works with Claude Code, OpenAI Codex, and any Agent Skills compatible tool.
+metadata:
+  author: feast-dev
+  version: "1.0"
+---
+
+# Testing and Debugging Feast
+
+## Test Organization
+
+```
+sdk/python/tests/
+├── unit/                        # Fast tests, no external deps, run locally
+│   ├── infra/
+│   │   ├── online_store/        # Per-store unit tests (redis, dynamodb, etc.)
+│   │   ├── offline_stores/      # Offline store unit tests
+│   │   └── registry/            # Registry unit tests
+│   ├── test_unit_feature_store.py  # Core FeatureStore behavior
+│   ├── test_feature_views.py    # Feature view validation
+│   └── test_on_demand_*.py      # On-demand transformation tests
+└── integration/                 # Requires real infrastructure (run in CI)
+    ├── feature_repos/           # Sample repos used as test fixtures
+    └── test_universal_*.py      # Cross-store compatibility tests
+```
+
+**Rule of thumb**: if a test needs mocks for an external service, it belongs in `unit/`.
+If it spins up real infra (Redis, DynamoDB, BigQuery), it belongs in `integration/`.
+
+---
+
+## Running Tests
+
+### Targeted unit tests
+
+```bash
+# Run a single test file
+python -m pytest sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py -v
+
+# Run a single test by name
+python -m pytest sdk/python/tests/unit/test_unit_feature_store.py -k "test_apply" -v
+
+# Run all unit tests for one subsystem
+python -m pytest sdk/python/tests/unit/infra/online_store/ -v
+
+# Run all unit tests (fast, no infra needed)
+make test-python-unit
+```
+
+### Integration tests (local)
+
+```bash
+# Run local integration tests (SQLite online, file offline)
+make test-python-integration-local
+
+# Run specific integration test with verbose output
+python -m pytest sdk/python/tests/integration/ -k "test_online_retrieval" -v -s
+```
+
+### Running a single test file fast (skip slow markers)
+
+```bash
+python -m pytest sdk/python/tests/unit/infra/online_store/test_redis.py -v --no-header -q
+```
+
+---
+
+## Writing Unit Tests for a New Component
+
+### Pattern: testing an online store
+
+Follow `sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py` or `test_redis.py`.
+
+```python
+import asyncio
+from unittest.mock import AsyncMock, MagicMock, patch
+from feast.infra.online_stores.mystore import MyStore, MyStoreConfig
+from feast.repo_config import RepoConfig
+
+def make_config(store_config: dict) -> RepoConfig:
+    return RepoConfig(
+        project="test_project",
+        registry="data/registry.db",
+        provider="local",
+        online_store=store_config,
+    )
+
+@patch("feast.infra.online_stores.mystore.MyClient")
+def test_online_write_batch(mock_client_cls):
+    mock_client = MagicMock()
+    mock_client_cls.return_value = mock_client
+
+    config = make_config({"type": "mystore", "host": "localhost"})
+    store = MyStore()
+    feature_view = MagicMock()
+    feature_view.name = "driver_stats"
+
+    store.online_write_batch(config, feature_view, data=[...], progress=None)
+
+    mock_client.set.assert_called_once()
+
+# For async methods:
+def test_online_write_batch_async():
+    async def _run():
+        store = MyStore()
+        await store.online_write_batch_async(config, feature_view, data, progress=None)
+    asyncio.run(_run())
+```
+
+### Pattern: testing registry operations
+
+Follow `sdk/python/tests/unit/infra/registry/test_registry.py`.
+
+```python
+from feast.infra.registry.registry import Registry
+from feast.repo_config import RegistryConfig
+
+def test_apply_feature_view(tmp_path):
+    config = RegistryConfig(path=str(tmp_path / "registry.db"))
+    registry = Registry("test_project", config, repo_path=None)
+
+    entity = Entity(name="driver_id", value_type=ValueType.INT64)
+    registry.apply_entity(entity, project="test_project")
+
+    stored = registry.get_entity("driver_id", project="test_project")
+    assert stored.name == "driver_id"
+```
+
+### Pattern: testing FeatureStore end-to-end (unit level)
+
+```python
+from feast import FeatureStore
+from feast.repo_config import RepoConfig
+
+def test_get_online_features(tmp_path):
+    config = RepoConfig(
+        project="test",
+        registry=str(tmp_path / "registry.db"),
+        provider="local",
+        online_store={"type": "sqlite", "path": str(tmp_path / "online.db")},
+        offline_store={"type": "file"},
+    )
+    store = FeatureStore(config=config)
+    # apply objects, write data, then assert retrieval
+```
+
+---
+
+## Debugging Common Issues
+
+### Registry out of sync / stale metadata
+
+```bash
+# Inspect the live registry
+feast registry-dump  # prints full proto as JSON
+
+# Or from Python:
+from feast import FeatureStore
+store = FeatureStore(repo_path=".")
+store.registry.list_feature_views(project=store.project)
+store.registry.list_entities(project=store.project)
+```
+
+**Symptom**: `FeatureView not found` or stale feature definitions.
+**Fix**: Re-run `feast apply`. If using a cached registry (TTL > 0), wait for cache expiry or force refresh by restarting the process.
+
+### Online store returns None for all features
+
+```bash
+# Check if materialization has run
+feast feature-views list     # shows last_updated_timestamp
+
+# Check entity key format
+# Entity keys are serialized — if the serialization_version doesn't match, lookups fail.
+# Check entity_key_serialization_version in feature_store.yaml
+```
+
+**Symptom**: `get_online_features` returns all `None` values despite materialization running.
+**Cause**: Entity key serialization version mismatch, wrong project name, or wrong TTL causing data to expire.
+
+### Type errors from mypy
+
+```bash
+# Type-check only the file you changed
+uv run bash -c "cd sdk/python && mypy feast/infra/online_stores/mystore.py"
+
+# Common fix: add Optional[] around return types, use cast() for dynamic lookups
+```
+
+### Test imports fail / module not found
+
+```bash
+# Ensure you're running from repo root with dev dependencies installed
+make install-python-dependencies-dev
+
+# Run with uv to use the pinned venv
+uv run python -m pytest sdk/python/tests/unit/... -v
+```
+
+### Protobuf deserialization errors
+
+**Symptom**: `DecodeError` or unexpected field values when reading registry.
+**Cause**: Proto schema changed without recompiling.
+**Fix**:
+```bash
+make compile-protos-python
+```
+
+### Feature server returns 500
+
+```bash
+# Start the feature server locally and check logs
+feast serve --host 0.0.0.0 --port 6566
+
+# Test directly
+curl -X POST http://localhost:6566/get-online-features \
+  -H "Content-Type: application/json" \
+  -d '{"features": ["driver_stats:conv_rate"], "entities": {"driver_id": [1001]}}'
+```
+
+---
+
+## Useful CLI Commands for Inspection
+
+```bash
+feast entities list                  # list all registered entities
+feast feature-views list             # list feature views + last materialization time
+feast feature-services list          # list feature services
+feast on-demand-feature-views list   # list ODFVs
+feast registry-dump                  # dump full registry as JSON (debug)
+feast plan                           # preview what feast apply would change (dry run)
+```
+
+---
+
+## Test Utilities
+
+| Utility | Location | Purpose |
+|---|---|---|
+| `get_feature_view()` helpers | `tests/unit/infra/online_store/test_*.py` | Build minimal FeatureView mocks |
+| `LocalRegistry` fixture | `tests/unit/infra/registry/test_registry.py` | In-memory registry for unit tests |
+| `integration/feature_repos/` | `tests/integration/` | Sample repos for integration test scenarios |
+| `conftest.py` fixtures | Various `tests/` subdirs | Shared pytest fixtures per subsystem |
diff --git a/skills/feast-user-guide/SKILL.md b/skills/feast-user-guide/SKILL.md
new file mode 100644
index 00000000000..0210ee00b42
--- /dev/null
+++ b/skills/feast-user-guide/SKILL.md
@@ -0,0 +1,253 @@
+---
+name: feast-user-guide
+description: Guide for working with Feast (Feature Store) — defining features, configuring feature_store.yaml, retrieving features online/offline, using the CLI, and building RAG retrieval pipelines. Use when the user asks about creating entities, feature views, on-demand feature views, stream feature views, feature services, data sources, feature_store.yaml configuration, feast apply/materialize commands, online or historical feature retrieval, or vector-based document retrieval with Feast.
+license: Apache-2.0
+compatibility: Works with Claude Code, OpenAI Codex, and any Agent Skills compatible tool.
+metadata:
+  author: feast-dev
+  version: "1.0"
+---
+
+# Feast User Guide
+
+## Quick Start
+
+A Feast project requires:
+1. A `feature_store.yaml` config file
+2. Python files defining entities, data sources, feature views, and feature services
+3. Running `feast apply` to register definitions
+
+```bash
+feast init my_project
+cd my_project
+feast apply
+```
+
+## Core Concepts
+
+### Entity
+An entity is a collection of semantically related features (e.g., a customer, a driver). Entities have join keys used to look up features.
+
+```python
+from feast import Entity
+from feast.value_type import ValueType
+
+driver = Entity(
+    name="driver_id",
+    description="Driver identifier",
+    value_type=ValueType.INT64,
+)
+```
+
+### Data Sources
+Data sources describe where raw feature data lives.
+
+```python
+from feast import FileSource, BigQuerySource, KafkaSource, PushSource, RequestSource
+from feast.data_format import ParquetFormat
+
+# Batch source (file)
+driver_stats_source = FileSource(
+    name="driver_stats_source",
+    path="data/driver_stats.parquet",
+    timestamp_field="event_timestamp",
+    created_timestamp_column="created",
+)
+
+# Request source (for on-demand features)
+input_request = RequestSource(
+    name="vals_to_add",
+    schema=[Field(name="val_to_add", dtype=Float64)],
+)
+```
+
+### FeatureView
+Maps features from a data source to entities with a schema, TTL, and online/offline settings.
+
+```python
+from feast import FeatureView, Field
+from feast.types import Float32, Int64, String
+from datetime import timedelta
+
+driver_hourly_stats = FeatureView(
+    name="driver_hourly_stats",
+    entities=[driver],
+    ttl=timedelta(days=365),
+    schema=[
+        Field(name="conv_rate", dtype=Float32),
+        Field(name="acc_rate", dtype=Float32),
+        Field(name="avg_daily_trips", dtype=Int64),
+    ],
+    online=True,
+    source=driver_stats_source,
+)
+```
+
+### OnDemandFeatureView
+Computes features at request time from other feature views and/or request data.
+
+```python
+from feast import on_demand_feature_view
+import pandas as pd
+
+@on_demand_feature_view(
+    sources=[driver_hourly_stats, input_request],
+    schema=[Field(name="conv_rate_plus_val", dtype=Float64)],
+    mode="pandas",
+)
+def transformed_conv_rate(inputs: pd.DataFrame) -> pd.DataFrame:
+    df = pd.DataFrame()
+    df["conv_rate_plus_val"] = inputs["conv_rate"] + inputs["val_to_add"]
+    return df
+```
+
+### FeatureService
+Groups features from multiple views for retrieval.
+
+```python
+from feast import FeatureService
+
+driver_fs = FeatureService(
+    name="driver_ranking",
+    features=[driver_hourly_stats, transformed_conv_rate],
+)
+```
+
+## Feature Retrieval
+
+### Online (low-latency)
+```python
+from feast import FeatureStore
+
+store = FeatureStore(repo_path=".")
+
+features = store.get_online_features(
+    features=[
+        "driver_hourly_stats:conv_rate",
+        "driver_hourly_stats:acc_rate",
+    ],
+    entity_rows=[{"driver_id": 1001}, {"driver_id": 1002}],
+).to_dict()
+```
+
+### Historical (training data with point-in-time joins)
+```python
+entity_df = pd.DataFrame({
+    "driver_id": [1001, 1002],
+    "event_timestamp": [datetime(2023, 1, 1), datetime(2023, 1, 2)],
+})
+
+training_df = store.get_historical_features(
+    entity_df=entity_df,
+    features=["driver_hourly_stats:conv_rate", "driver_hourly_stats:acc_rate"],
+).to_df()
+```
+
+Or use a FeatureService:
+```python
+training_df = store.get_historical_features(
+    entity_df=entity_df,
+    features=driver_fs,
+).to_df()
+```
+
+## Materialization
+
+Load features from offline store into online store:
+
+```bash
+# Full materialization over a time range
+feast materialize 2023-01-01T00:00:00 2023-12-31T23:59:59
+
+# Incremental (from last materialized timestamp)
+feast materialize-incremental $(date -u +"%Y-%m-%dT%H:%M:%S")
+```
+
+Python API:
+```python
+from datetime import datetime
+store.materialize(start_date=datetime(2023, 1, 1), end_date=datetime(2023, 12, 31))
+store.materialize_incremental(end_date=datetime.utcnow())
+```
+
+## CLI Commands
+
+| Command | Purpose |
+|---------|---------|
+| `feast init [DIR]` | Create new feature repository |
+| `feast apply` | Register/update feature definitions |
+| `feast plan` | Preview changes without applying |
+| `feast materialize START END` | Materialize features to online store |
+| `feast materialize-incremental END` | Incremental materialization |
+| `feast entities list` | List registered entities |
+| `feast feature-views list` | List feature views |
+| `feast feature-services list` | List feature services |
+| `feast on-demand-feature-views list` | List on-demand feature views |
+| `feast teardown` | Remove infrastructure resources |
+| `feast version` | Show SDK version |
+
+Options: `--chdir` / `-c` (run in different directory), `--feature-store-yaml` / `-f` (override config path).
+
+## Vector Search / RAG
+
+Define a feature view with vector fields for similarity search:
+
+```python
+from feast.types import Array, Float32
+
+wiki_passages = FeatureView(
+    name="wiki_passages",
+    entities=[passage_entity],
+    schema=[
+        Field(name="passage_text", dtype=String),
+        Field(
+            name="embedding",
+            dtype=Array(Float32),
+            vector_index=True,
+            vector_length=384,
+            vector_search_metric="COSINE",
+        ),
+    ],
+    source=passages_source,
+    online=True,
+)
+```
+
+Retrieve similar documents:
+```python
+results = store.retrieve_online_documents(
+    feature="wiki_passages:embedding",
+    query=query_embedding,
+    top_k=5,
+)
+```
+
+## feature_store.yaml Minimal Config
+
+```yaml
+project: my_project
+registry: data/registry.db
+provider: local
+online_store:
+  type: sqlite
+  path: data/online_store.db
+```
+
+## Common Imports
+
+```python
+from feast import (
+    Entity, FeatureView, OnDemandFeatureView, FeatureService,
+    Field, FileSource, RequestSource, FeatureStore,
+)
+from feast.on_demand_feature_view import on_demand_feature_view
+from feast.types import Float32, Float64, Int64, String, Bool, Array
+from feast.value_type import ValueType
+from datetime import timedelta
+```
+
+## Detailed References
+
+- **Feature definitions** (all types, parameters, patterns): See [references/feature-definitions.md](../references/feature-definitions.md)
+- **Configuration** (feature_store.yaml, all store types, auth): See [references/configuration.md](../references/configuration.md)
+- **Retrieval & RAG** (online/offline retrieval, vector search, RAG retriever): See [references/retrieval-and-rag.md](../references/retrieval-and-rag.md)
diff --git a/ui/.prettierignore b/ui/.prettierignore
index d2fa6a8b18e..14a40bc5836 100644
--- a/ui/.prettierignore
+++ b/ui/.prettierignore
@@ -1,3 +1,4 @@
 *.css
 *.md
 dist/
+build/
diff --git a/ui/package.json b/ui/package.json
index 4faafffe731..354334df406 100644
--- a/ui/package.json
+++ b/ui/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@feast-dev/feast-ui",
-  "version": "0.62.0",
+  "version": "0.63.0",
   "private": false,
   "files": [
     "dist"
diff --git a/ui/src/FeastUISansProviders.test.tsx b/ui/src/FeastUISansProviders.test.tsx
index cf4a01621de..f0a940e44b3 100644
--- a/ui/src/FeastUISansProviders.test.tsx
+++ b/ui/src/FeastUISansProviders.test.tsx
@@ -10,33 +10,17 @@ import {
 import userEvent from "@testing-library/user-event";
 
 import FeastUISansProviders from "./FeastUISansProviders";
-import {
-  projectsListWithDefaultProject,
-  creditHistoryRegistry,
-  creditHistoryRegistryDB,
-} from "./mocks/handlers";
+import { allRestHandlers } from "./mocks/handlers";
 
 import { readFileSync } from "fs";
 import { feast } from "./protos";
 import path from "path";
 
 // declare which API requests to mock
-const server = setupServer(
-  projectsListWithDefaultProject,
-  creditHistoryRegistry,
-  creditHistoryRegistryDB,
-);
+const server = setupServer(...allRestHandlers);
 const registry = readFileSync(path.resolve(__dirname, "../public/registry.db"));
 const parsedRegistry = feast.core.Registry.decode(registry);
 
-console.log("Registry Feature Views:", parsedRegistry.featureViews?.length);
-if (parsedRegistry.featureViews && parsedRegistry.featureViews.length > 0) {
-  console.log(
-    "First Feature View Name:",
-    parsedRegistry.featureViews[0].spec?.name,
-  );
-}
-
 // establish API mocking before all tests
 beforeAll(() => server.listen());
 // reset any request handlers that are declared as a part of our tests
@@ -64,14 +48,12 @@ test("full app rendering", async () => {
   // Explore Panel Should Appear
   expect(screen.getByText(/Explore this Project/i)).toBeInTheDocument();
 
-  const projectNameRegExp = new RegExp(
-    parsedRegistry.projects[0].spec?.name!,
-    "i",
-  );
-
   // It should load the default project, which is credit_scoring_aws
+  // The heading shows the display name from projects-list.json
   await waitFor(() => {
-    expect(screen.getByText(projectNameRegExp)).toBeInTheDocument();
+    expect(
+      screen.getByRole("heading", { name: /Credit Score Project/i }),
+    ).toBeInTheDocument();
   });
 });
 
diff --git a/ui/src/FeastUISansProviders.tsx b/ui/src/FeastUISansProviders.tsx
index 9a2207e22dd..50de27b5944 100644
--- a/ui/src/FeastUISansProviders.tsx
+++ b/ui/src/FeastUISansProviders.tsx
@@ -38,11 +38,14 @@ import {
   ProjectListContext,
   ProjectsListContextInterface,
 } from "./contexts/ProjectListContext";
+import DataModeContext from "./contexts/DataModeContext";
+import type { DataModeConfig, FetchOptions } from "./contexts/DataModeContext";
 
 interface FeastUIConfigs {
   tabsRegistry?: FeastTabsRegistryInterface;
   featureFlags?: FeatureFlags;
   projectListPromise?: Promise<any>;
+  fetchOptions?: FetchOptions;
 }
 
 const defaultProjectListPromise = (basename: string) => {
@@ -95,95 +98,111 @@ const FeastUISansProvidersInner = ({
 }) => {
   const { colorMode } = useTheme();
 
+  const dataModeConfig: DataModeConfig = {
+    fetchOptions: feastUIConfigs?.fetchOptions,
+  };
+
   return (
     <EuiProvider colorMode={colorMode}>
       <EuiErrorBoundary>
-        <TabsRegistryContext.Provider
-          value={{
-            RegularFeatureViewCustomTabs: [
-              {
-                label: "CURL Generator",
-                path: "curl-generator",
-                Component: CurlGeneratorTab,
-              },
-              ...(feastUIConfigs?.tabsRegistry?.RegularFeatureViewCustomTabs ||
-                []),
-            ],
-            OnDemandFeatureViewCustomTabs:
-              feastUIConfigs?.tabsRegistry?.OnDemandFeatureViewCustomTabs || [],
-            StreamFeatureViewCustomTabs:
-              feastUIConfigs?.tabsRegistry?.StreamFeatureViewCustomTabs || [],
-            FeatureServiceCustomTabs:
-              feastUIConfigs?.tabsRegistry?.FeatureServiceCustomTabs || [],
-            FeatureCustomTabs:
-              feastUIConfigs?.tabsRegistry?.FeatureCustomTabs || [],
-            DataSourceCustomTabs:
-              feastUIConfigs?.tabsRegistry?.DataSourceCustomTabs || [],
-            EntityCustomTabs:
-              feastUIConfigs?.tabsRegistry?.EntityCustomTabs || [],
-            DatasetCustomTabs:
-              feastUIConfigs?.tabsRegistry?.DatasetCustomTabs || [],
-          }}
-        >
-          <FeatureFlagsContext.Provider
-            value={feastUIConfigs?.featureFlags || {}}
+        <DataModeContext.Provider value={dataModeConfig}>
+          <TabsRegistryContext.Provider
+            value={{
+              RegularFeatureViewCustomTabs: [
+                {
+                  label: "CURL Generator",
+                  path: "curl-generator",
+                  Component: CurlGeneratorTab,
+                },
+                ...(feastUIConfigs?.tabsRegistry
+                  ?.RegularFeatureViewCustomTabs || []),
+              ],
+              OnDemandFeatureViewCustomTabs:
+                feastUIConfigs?.tabsRegistry?.OnDemandFeatureViewCustomTabs ||
+                [],
+              StreamFeatureViewCustomTabs:
+                feastUIConfigs?.tabsRegistry?.StreamFeatureViewCustomTabs || [],
+              FeatureServiceCustomTabs:
+                feastUIConfigs?.tabsRegistry?.FeatureServiceCustomTabs || [],
+              FeatureCustomTabs:
+                feastUIConfigs?.tabsRegistry?.FeatureCustomTabs || [],
+              DataSourceCustomTabs:
+                feastUIConfigs?.tabsRegistry?.DataSourceCustomTabs || [],
+              EntityCustomTabs:
+                feastUIConfigs?.tabsRegistry?.EntityCustomTabs || [],
+              DatasetCustomTabs:
+                feastUIConfigs?.tabsRegistry?.DatasetCustomTabs || [],
+            }}
           >
-            <ProjectListContext.Provider value={projectListContext}>
-              <Routes>
-                <Route path="/" element={<Layout />}>
-                  <Route index element={<RootProjectSelectionPage />} />
-                  <Route path="/p/:projectName/*" element={<NoProjectGuard />}>
-                    <Route index element={<ProjectOverviewPage />} />
-                    <Route path="data-source/" element={<DatasourceIndex />} />
-                    <Route
-                      path="data-source/:dataSourceName/*"
-                      element={<DataSourceInstance />}
-                    />
-                    <Route path="features/" element={<FeatureListPage />} />
-                    <Route
-                      path="feature-view/"
-                      element={<FeatureViewIndex />}
-                    />
-                    <Route
-                      path="feature-view/:featureViewName/*"
-                      element={<FeatureViewInstance />}
-                    ></Route>
-                    <Route
-                      path="feature-view/:FeatureViewName/feature/:FeatureName/*"
-                      element={<FeatureInstance />}
-                    />
+            <FeatureFlagsContext.Provider
+              value={feastUIConfigs?.featureFlags || {}}
+            >
+              <ProjectListContext.Provider value={projectListContext}>
+                <Routes>
+                  <Route path="/" element={<Layout />}>
+                    <Route index element={<RootProjectSelectionPage />} />
                     <Route
-                      path="feature-service/"
-                      element={<FeatureServiceIndex />}
-                    />
-                    <Route
-                      path="feature-service/:featureServiceName/*"
-                      element={<FeatureServiceInstance />}
-                    />
-                    <Route path="entity/" element={<EntityIndex />} />
-                    <Route
-                      path="entity/:entityName/*"
-                      element={<EntityInstance />}
-                    />
+                      path="/p/:projectName/*"
+                      element={<NoProjectGuard />}
+                    >
+                      <Route index element={<ProjectOverviewPage />} />
+                      <Route
+                        path="data-source/"
+                        element={<DatasourceIndex />}
+                      />
+                      <Route
+                        path="data-source/:dataSourceName/*"
+                        element={<DataSourceInstance />}
+                      />
+                      <Route path="features/" element={<FeatureListPage />} />
+                      <Route
+                        path="feature-view/"
+                        element={<FeatureViewIndex />}
+                      />
+                      <Route
+                        path="feature-view/:featureViewName/*"
+                        element={<FeatureViewInstance />}
+                      ></Route>
+                      <Route
+                        path="feature-view/:FeatureViewName/feature/:FeatureName/*"
+                        element={<FeatureInstance />}
+                      />
+                      <Route
+                        path="feature-service/"
+                        element={<FeatureServiceIndex />}
+                      />
+                      <Route
+                        path="feature-service/:featureServiceName/*"
+                        element={<FeatureServiceInstance />}
+                      />
+                      <Route path="entity/" element={<EntityIndex />} />
+                      <Route
+                        path="entity/:entityName/*"
+                        element={<EntityInstance />}
+                      />
 
-                    <Route path="data-set/" element={<DatasetIndex />} />
-                    <Route
-                      path="data-set/:datasetName/*"
-                      element={<DatasetInstance />}
-                    />
-                    <Route
-                      path="data-labeling/"
-                      element={<DocumentLabelingPage />}
-                    />
-                    <Route path="permissions/" element={<PermissionsIndex />} />
-                    <Route path="lineage/" element={<LineageIndex />} />
+                      <Route path="data-set/" element={<DatasetIndex />} />
+                      <Route
+                        path="data-set/:datasetName/*"
+                        element={<DatasetInstance />}
+                      />
+                      <Route
+                        path="data-labeling/"
+                        element={<DocumentLabelingPage />}
+                      />
+                      <Route
+                        path="permissions/"
+                        element={<PermissionsIndex />}
+                      />
+                      <Route path="lineage/" element={<LineageIndex />} />
+                    </Route>
                   </Route>
-                </Route>
-                <Route path="*" element={<NoMatch />} />
-              </Routes>
-            </ProjectListContext.Provider>
-          </FeatureFlagsContext.Provider>
-        </TabsRegistryContext.Provider>
+                  <Route path="*" element={<NoMatch />} />
+                </Routes>
+              </ProjectListContext.Provider>
+            </FeatureFlagsContext.Provider>
+          </TabsRegistryContext.Provider>
+        </DataModeContext.Provider>
       </EuiErrorBoundary>
     </EuiProvider>
   );
diff --git a/ui/src/components/ObjectsCountStats.tsx b/ui/src/components/ObjectsCountStats.tsx
index bf1dd2dc9dd..6fc6d2d22dc 100644
--- a/ui/src/components/ObjectsCountStats.tsx
+++ b/ui/src/components/ObjectsCountStats.tsx
@@ -1,4 +1,4 @@
-import React, { useContext } from "react";
+import React from "react";
 import {
   EuiFlexGroup,
   EuiFlexItem,
@@ -7,45 +7,60 @@ import {
   EuiTitle,
   EuiSpacer,
 } from "@elastic/eui";
-import useLoadRegistry from "../queries/useLoadRegistry";
 import { useNavigate, useParams } from "react-router-dom";
-import RegistryPathContext from "../contexts/RegistryPathContext";
-
-const useLoadObjectStats = () => {
-  const registryUrl = useContext(RegistryPathContext);
-  const query = useLoadRegistry(registryUrl);
-
-  const data =
-    query.isSuccess && query.data
-      ? {
-          featureServices: query.data.objects.featureServices?.length || 0,
-          featureViews: query.data.mergedFVList.length,
-          entities: query.data.objects.entities?.length || 0,
-          dataSources: query.data.objects.dataSources?.length || 0,
-        }
-      : undefined;
-
-  return {
-    ...query,
-    data,
-  };
-};
+import useResourceQuery, {
+  entityListPath,
+  featureViewListPath,
+  featureServiceListPath,
+  dataSourceListPath,
+  restFeatureViewsToMergedList,
+} from "../queries/useResourceQuery";
+import type { genericFVType } from "../parsers/mergedFVTypes";
 
 const statStyle = { cursor: "pointer" };
 
 const ObjectsCountStats = () => {
-  const { isLoading, isSuccess, isError, data } = useLoadObjectStats();
   const { projectName } = useParams();
-
   const navigate = useNavigate();
 
+  const { data: featureServices, isSuccess: fsOk } = useResourceQuery<any[]>({
+    resourceType: "stats-fs",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices,
+  });
+
+  const { data: featureViews, isSuccess: fvOk } = useResourceQuery<
+    genericFVType[]
+  >({
+    resourceType: "stats-fvs",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: restFeatureViewsToMergedList,
+  });
+
+  const { data: entities, isSuccess: entOk } = useResourceQuery<any[]>({
+    resourceType: "stats-ent",
+    project: projectName,
+    restPath: entityListPath(projectName),
+    restSelect: (d) => d.entities,
+  });
+
+  const { data: dataSources, isSuccess: dsOk } = useResourceQuery<any[]>({
+    resourceType: "stats-ds",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources,
+  });
+
+  const allOk = fsOk && fvOk && entOk && dsOk;
+
   return (
     <React.Fragment>
       <EuiSpacer size="l" />
       <EuiHorizontalRule margin="xs" />
-      {isLoading && <p>Loading</p>}
-      {isError && <p>There was an error in loading registry information.</p>}
-      {isSuccess && data && (
+      {!allOk && <p>Loading</p>}
+      {allOk && (
         <React.Fragment>
           <EuiTitle size="xs">
             <h3>Registered in this Feast project are &hellip;</h3>
@@ -57,7 +72,7 @@ const ObjectsCountStats = () => {
                 style={statStyle}
                 onClick={() => navigate(`/p/${projectName}/feature-service`)}
                 description="Feature Services→"
-                title={data.featureServices}
+                title={featureServices?.length || 0}
                 reverse
               />
             </EuiFlexItem>
@@ -66,7 +81,7 @@ const ObjectsCountStats = () => {
                 style={statStyle}
                 description="Feature Views→"
                 onClick={() => navigate(`/p/${projectName}/feature-view`)}
-                title={data.featureViews}
+                title={featureViews?.length || 0}
                 reverse
               />
             </EuiFlexItem>
@@ -75,7 +90,7 @@ const ObjectsCountStats = () => {
                 style={statStyle}
                 description="Entities→"
                 onClick={() => navigate(`/p/${projectName}/entity`)}
-                title={data.entities}
+                title={entities?.length || 0}
                 reverse
               />
             </EuiFlexItem>
@@ -84,7 +99,7 @@ const ObjectsCountStats = () => {
                 style={statStyle}
                 description="Data Sources→"
                 onClick={() => navigate(`/p/${projectName}/data-source`)}
-                title={data.dataSources}
+                title={dataSources?.length || 0}
                 reverse
               />
             </EuiFlexItem>
diff --git a/ui/src/components/ProjectSelector.test.tsx b/ui/src/components/ProjectSelector.test.tsx
index 40d89cde93c..d311e7ef980 100644
--- a/ui/src/components/ProjectSelector.test.tsx
+++ b/ui/src/components/ProjectSelector.test.tsx
@@ -5,18 +5,10 @@ import userEvent from "@testing-library/user-event";
 
 import FeastUISansProviders from "../FeastUISansProviders";
 
-import {
-  projectsListWithDefaultProject,
-  creditHistoryRegistry,
-  creditHistoryRegistryDB,
-} from "../mocks/handlers";
+import { allRestHandlers } from "../mocks/handlers";
 
 // declare which API requests to mock
-const server = setupServer(
-  projectsListWithDefaultProject,
-  creditHistoryRegistry,
-  creditHistoryRegistryDB,
-);
+const server = setupServer(...allRestHandlers);
 
 // establish API mocking before all tests
 beforeAll(() => server.listen());
@@ -48,12 +40,12 @@ test("in a full App render, it shows the right initial project", async () => {
 
   // Wait for Project Data from Registry to Load
   await screen.findAllByRole("heading", {
-    name: /Project: credit_scoring_aws/i,
+    name: /Project: Credit Score Project/i,
   });
 
   // Before User Event: Heading is the credit scoring project
   screen.getByRole("heading", {
-    name: /credit_scoring_aws/i,
+    name: /Credit Score Project/i,
   });
 
   // Do the select option user event
@@ -78,6 +70,6 @@ test("in a full App render, it shows the right initial project", async () => {
   // ... and the new heading should appear
   // meaning we successfully navigated
   await screen.findByRole("heading", {
-    name: /Project: credit_scoring_aws/i,
+    name: /Project: Credit Score Project/i,
   });
 });
diff --git a/ui/src/components/RegistryVisualization.tsx b/ui/src/components/RegistryVisualization.tsx
index d3479078618..3db1fc28e08 100644
--- a/ui/src/components/RegistryVisualization.tsx
+++ b/ui/src/components/RegistryVisualization.tsx
@@ -25,6 +25,7 @@ import {
 } from "@elastic/eui";
 import { FEAST_FCO_TYPES } from "../parsers/types";
 import { EntityRelation } from "../parsers/parseEntityRelationships";
+import { MlflowRunData } from "../queries/useLoadMlflowRuns";
 import { feast } from "../protos";
 import { useTheme } from "../contexts/ThemeContext";
 import {
@@ -79,6 +80,10 @@ const getNodeColor = (type: FEAST_FCO_TYPES) => {
       return "#ff8000"; // Orange
     case FEAST_FCO_TYPES.dataSource:
       return "#cc0000"; // Red
+    case FEAST_FCO_TYPES.mlflowRun:
+      return "#0194e2"; // MLflow brand blue
+    case FEAST_FCO_TYPES.mlflowModel:
+      return "#7b2d8e"; // Purple
     default:
       return "#666666"; // Gray
   }
@@ -94,6 +99,10 @@ const getLightNodeColor = (type: FEAST_FCO_TYPES) => {
       return "#fff2e6"; // Light orange
     case FEAST_FCO_TYPES.dataSource:
       return "#ffe6e6"; // Light red
+    case FEAST_FCO_TYPES.mlflowRun:
+      return "#e6f6fd"; // Light MLflow blue
+    case FEAST_FCO_TYPES.mlflowModel:
+      return "#f3e6f9"; // Light purple
     default:
       return "#f0f0f0"; // Light gray
   }
@@ -109,6 +118,10 @@ const getNodeIcon = (type: FEAST_FCO_TYPES) => {
       return "▲"; // Triangle for entity
     case FEAST_FCO_TYPES.dataSource:
       return "◆"; // Diamond for data source
+    case FEAST_FCO_TYPES.mlflowRun:
+      return "⬡"; // Hexagon for MLflow run
+    case FEAST_FCO_TYPES.mlflowModel:
+      return "⬢"; // Filled hexagon for registered model
     default:
       return "●"; // Default circle
   }
@@ -125,6 +138,14 @@ const CustomNode = ({ data }: { data: NodeData }) => {
   const hasVersion = data.versionNumber != null && data.versionNumber > 1;
 
   const handleClick = () => {
+    if (
+      (data.type === FEAST_FCO_TYPES.mlflowRun ||
+        data.type === FEAST_FCO_TYPES.mlflowModel) &&
+      data.metadata?.mlflow_url
+    ) {
+      window.open(data.metadata.mlflow_url, "_blank", "noopener,noreferrer");
+      return;
+    }
     let path;
     switch (data.type) {
       case FEAST_FCO_TYPES.dataSource:
@@ -183,7 +204,10 @@ const CustomNode = ({ data }: { data: NodeData }) => {
             zIndex: 5,
           }}
         >
-          View Details
+          {data.type === FEAST_FCO_TYPES.mlflowRun ||
+          data.type === FEAST_FCO_TYPES.mlflowModel
+            ? "Open in MLflow ↗"
+            : "View Details"}
         </div>
       )}
 
@@ -398,6 +422,8 @@ const getLayoutedElements = (
     [FEAST_FCO_TYPES.entity]: [],
     [FEAST_FCO_TYPES.featureView]: [],
     [FEAST_FCO_TYPES.featureService]: [],
+    [FEAST_FCO_TYPES.mlflowRun]: [],
+    [FEAST_FCO_TYPES.mlflowModel]: [],
   };
 
   isolatedNodes.forEach((node) => {
@@ -454,6 +480,8 @@ const Legend = () => {
     { type: FEAST_FCO_TYPES.featureView, label: "Feature View" },
     { type: FEAST_FCO_TYPES.entity, label: "Entity" },
     { type: FEAST_FCO_TYPES.dataSource, label: "Data Source" },
+    { type: FEAST_FCO_TYPES.mlflowRun, label: "MLflow Run" },
+    { type: FEAST_FCO_TYPES.mlflowModel, label: "Registered Model" },
   ];
 
   const isDarkMode = colorMode === "dark";
@@ -535,6 +563,7 @@ const registryToFlow = (
   relationships: EntityRelation[],
   permissions?: any[],
   versionHistory?: feast.core.IFeatureViewVersionRecord[],
+  mlflowRuns?: MlflowRunData[],
 ) => {
   const nodes: Node[] = [];
   const edges: Edge[] = [];
@@ -743,6 +772,101 @@ const registryToFlow = (
     });
   });
 
+  if (mlflowRuns && mlflowRuns.length > 0) {
+    mlflowRuns.forEach((run) => {
+      const runLabel = run.run_name || run.run_id.substring(0, 8);
+      nodes.push({
+        id: `mlflow-${run.run_id}`,
+        type: "custom",
+        data: {
+          label: runLabel,
+          type: FEAST_FCO_TYPES.mlflowRun,
+          metadata: {
+            mlflow_url: run.mlflow_url,
+            retrieval_type: run.retrieval_type,
+            status: run.status,
+            run_id: run.run_id,
+          },
+        },
+        position: { x: 0, y: 0 },
+      });
+
+      if (run.feature_service) {
+        const fsNodeId = `fs-${run.feature_service}`;
+        const fsNodeExists = nodes.some((n) => n.id === fsNodeId);
+        if (fsNodeExists) {
+          edges.push({
+            id: `edge-mlflow-${run.run_id}`,
+            source: fsNodeId,
+            sourceHandle: "source",
+            target: `mlflow-${run.run_id}`,
+            targetHandle: "target",
+            animated: true,
+            style: {
+              strokeWidth: 3,
+              stroke: "#0194e2",
+              strokeDasharray: "10 5",
+              animation: "dataflow 2s linear infinite",
+            },
+            type: "smoothstep",
+            markerEnd: {
+              type: MarkerType.ArrowClosed,
+              width: 20,
+              height: 20,
+              color: "#0194e2",
+            },
+          });
+        }
+      }
+
+      if (run.registered_models && run.registered_models.length > 0) {
+        run.registered_models.forEach((model) => {
+          const modelNodeId = `model-${model.model_name}-v${model.version}`;
+          const modelExists = nodes.some((n) => n.id === modelNodeId);
+          if (!modelExists) {
+            nodes.push({
+              id: modelNodeId,
+              type: "custom",
+              data: {
+                label: `${model.model_name} v${model.version}`,
+                type: FEAST_FCO_TYPES.mlflowModel,
+                metadata: {
+                  mlflow_url: model.mlflow_url,
+                  model_name: model.model_name,
+                  version: model.version,
+                  stage: model.stage,
+                },
+              },
+              position: { x: 0, y: 0 },
+            });
+          }
+
+          edges.push({
+            id: `edge-model-${run.run_id}-${model.model_name}-v${model.version}`,
+            source: `mlflow-${run.run_id}`,
+            sourceHandle: "source",
+            target: modelNodeId,
+            targetHandle: "target",
+            animated: true,
+            style: {
+              strokeWidth: 3,
+              stroke: "#7b2d8e",
+              strokeDasharray: "10 5",
+              animation: "dataflow 2s linear infinite",
+            },
+            type: "smoothstep",
+            markerEnd: {
+              type: MarkerType.ArrowClosed,
+              width: 20,
+              height: 20,
+              color: "#7b2d8e",
+            },
+          });
+        });
+      }
+    });
+  }
+
   return { nodes, edges };
 };
 
@@ -756,6 +880,10 @@ const getNodePrefix = (type: FEAST_FCO_TYPES) => {
       return "entity";
     case FEAST_FCO_TYPES.dataSource:
       return "ds";
+    case FEAST_FCO_TYPES.mlflowRun:
+      return "mlflow";
+    case FEAST_FCO_TYPES.mlflowModel:
+      return "model";
     default:
       return "unknown";
   }
@@ -766,7 +894,8 @@ interface RegistryVisualizationProps {
   relationships: EntityRelation[];
   indirectRelationships: EntityRelation[];
   filterNode?: { type: FEAST_FCO_TYPES; name: string };
-  permissions?: any[]; // Add permissions field
+  permissions?: any[];
+  mlflowRuns?: MlflowRunData[];
 }
 
 const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
@@ -775,6 +904,7 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
   indirectRelationships,
   filterNode,
   permissions,
+  mlflowRuns,
 }) => {
   const [nodes, setNodes, onNodesChange] = useNodesState([]);
   const [edges, setEdges, onEdgesChange] = useEdgesState([]);
@@ -851,6 +981,7 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
         validRelationships,
         permissions,
         versionRecords as feast.core.IFeatureViewVersionRecord[] | undefined,
+        mlflowRuns,
       );
 
       const { nodes: layoutedNodes, edges: layoutedEdges } =
@@ -873,6 +1004,7 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
     showIsolatedNodes,
     filterNode,
     permissions,
+    mlflowRuns,
     setNodes,
     setEdges,
   ]);
diff --git a/ui/src/components/RegistryVisualizationTab.tsx b/ui/src/components/RegistryVisualizationTab.tsx
index ebc77604322..29d66b064d7 100644
--- a/ui/src/components/RegistryVisualizationTab.tsx
+++ b/ui/src/components/RegistryVisualizationTab.tsx
@@ -10,6 +10,7 @@ import {
   EuiFlexItem,
 } from "@elastic/eui";
 import useLoadRegistry from "../queries/useLoadRegistry";
+import useLoadMlflowRuns from "../queries/useLoadMlflowRuns";
 import RegistryPathContext from "../contexts/RegistryPathContext";
 import RegistryVisualization from "./RegistryVisualization";
 import { FEAST_FCO_TYPES } from "../parsers/types";
@@ -22,6 +23,7 @@ const RegistryVisualizationTab = () => {
     registryUrl,
     projectName,
   );
+  const { data: mlflowData } = useLoadMlflowRuns();
   const [selectedObjectType, setSelectedObjectType] = useState("");
   const [selectedObjectName, setSelectedObjectName] = useState("");
   const [selectedPermissionAction, setSelectedPermissionAction] = useState("");
@@ -92,6 +94,9 @@ const RegistryVisualizationTab = () => {
                     { value: "entity", text: "Entity" },
                     { value: "featureView", text: "Feature View" },
                     { value: "featureService", text: "Feature Service" },
+                    ...(mlflowData?.runs?.length
+                      ? [{ value: "mlflowRun", text: "MLflow Run" }]
+                      : []),
                   ]}
                   value={selectedObjectType}
                   onChange={(e) => {
@@ -162,6 +167,7 @@ const RegistryVisualizationTab = () => {
                   }
                 : undefined
             }
+            mlflowRuns={mlflowData?.runs?.length ? mlflowData.runs : undefined}
           />
         </>
       )}
diff --git a/ui/src/contexts/DataModeContext.tsx b/ui/src/contexts/DataModeContext.tsx
new file mode 100644
index 00000000000..c8ef4ea0bab
--- /dev/null
+++ b/ui/src/contexts/DataModeContext.tsx
@@ -0,0 +1,20 @@
+import React, { useContext } from "react";
+
+interface FetchOptions {
+  headers?: Record<string, string>;
+  credentials?: RequestCredentials;
+}
+
+interface DataModeConfig {
+  fetchOptions?: FetchOptions;
+}
+
+const defaultConfig: DataModeConfig = {};
+
+const DataModeContext = React.createContext<DataModeConfig>(defaultConfig);
+
+const useDataMode = () => useContext(DataModeContext);
+
+export default DataModeContext;
+export { useDataMode };
+export type { DataModeConfig, FetchOptions };
diff --git a/ui/src/contexts/ProjectListContext.ts b/ui/src/contexts/ProjectListContext.ts
index c42b22f6611..a230300be3b 100644
--- a/ui/src/contexts/ProjectListContext.ts
+++ b/ui/src/contexts/ProjectListContext.ts
@@ -13,6 +13,7 @@ const ProjectEntrySchema = z.object({
 const ProjectsListSchema = z.object({
   default: z.string().optional(),
   projects: z.array(ProjectEntrySchema),
+  mode: z.string().optional(),
 });
 
 type ProjectsListType = z.infer<typeof ProjectsListSchema>;
diff --git a/ui/src/hooks/useFCOExploreSuggestions.ts b/ui/src/hooks/useFCOExploreSuggestions.ts
index 43a0e1bea3f..13cd2c58fa4 100644
--- a/ui/src/hooks/useFCOExploreSuggestions.ts
+++ b/ui/src/hooks/useFCOExploreSuggestions.ts
@@ -22,6 +22,8 @@ const FCO_TO_URL_NAME_MAP: Record<FEAST_FCO_TYPES, string> = {
   entity: "/entity",
   featureView: "/feature-view",
   featureService: "/feature-service",
+  mlflowRun: "/mlflow-run",
+  mlflowModel: "/mlflow-model",
 };
 
 const createSearchLink = (
diff --git a/ui/src/hooks/useTagsAggregation.ts b/ui/src/hooks/useTagsAggregation.ts
index 5d36fd54285..9ad0d78d6f5 100644
--- a/ui/src/hooks/useTagsAggregation.ts
+++ b/ui/src/hooks/useTagsAggregation.ts
@@ -1,13 +1,13 @@
-import { useContext, useMemo } from "react";
-import RegistryPathContext from "../contexts/RegistryPathContext";
-import useLoadRegistry from "../queries/useLoadRegistry";
-import { feast } from "../protos";
+import { useMemo } from "react";
+import { useParams } from "react-router-dom";
+import useResourceQuery, {
+  featureViewListPath,
+  featureServiceListPath,
+} from "../queries/useResourceQuery";
 
-// Usage of generic type parameter T
-// https://stackoverflow.com/questions/53203409/how-to-tell-typescript-that-im-returning-an-array-of-arrays-of-the-input-type
 const buildTagCollection = <T>(
   array: T[],
-  recordExtractor: (unknownFCO: T) => Record<string, string> | undefined, // Assumes that tags are always a Record<string, string>
+  recordExtractor: (unknownFCO: T) => Record<string, string> | undefined,
 ): Record<string, Record<string, T[]>> => {
   const tagCollection = array.reduce(
     (memo: Record<string, Record<string, T[]>>, fco: T) => {
@@ -38,17 +38,17 @@ const buildTagCollection = <T>(
 };
 
 const useFeatureViewTagsAggregation = () => {
-  const registryUrl = useContext(RegistryPathContext);
-  const query = useLoadRegistry(registryUrl);
+  const { projectName } = useParams();
+  const query = useResourceQuery<any[]>({
+    resourceType: "tags-fvs",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: (d) => d.featureViews,
+  });
 
   const data = useMemo(() => {
-    return query.data && query.data.objects && query.data.objects.featureViews
-      ? buildTagCollection<feast.core.IFeatureView>(
-          query.data.objects.featureViews!,
-          (fv) => {
-            return fv.spec?.tags!;
-          },
-        )
+    return query.data
+      ? buildTagCollection<any>(query.data, (fv) => fv.spec?.tags)
       : undefined;
   }, [query.data]);
 
@@ -59,19 +59,17 @@ const useFeatureViewTagsAggregation = () => {
 };
 
 const useFeatureServiceTagsAggregation = () => {
-  const registryUrl = useContext(RegistryPathContext);
-  const query = useLoadRegistry(registryUrl);
+  const { projectName } = useParams();
+  const query = useResourceQuery<any[]>({
+    resourceType: "tags-fss",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices,
+  });
 
   const data = useMemo(() => {
-    return query.data &&
-      query.data.objects &&
-      query.data.objects.featureServices
-      ? buildTagCollection<feast.core.IFeatureService>(
-          query.data.objects.featureServices,
-          (fs) => {
-            return fs.spec?.tags!;
-          },
-        )
+    return query.data
+      ? buildTagCollection<any>(query.data, (fs) => fs.spec?.tags)
       : undefined;
   }, [query.data]);
 
diff --git a/ui/src/mocks/handlers.ts b/ui/src/mocks/handlers.ts
index 1c32bb2cf87..d36c81db846 100644
--- a/ui/src/mocks/handlers.ts
+++ b/ui/src/mocks/handlers.ts
@@ -1,10 +1,48 @@
 import { http, HttpResponse } from "msw";
 import { readFileSync } from "fs";
 import path from "path";
+import { feast } from "../protos";
 
-const registry = readFileSync(
+const registryBuf = readFileSync(
   path.resolve(__dirname, "../../public/registry.db"),
 );
+const parsedRegistry = feast.core.Registry.decode(registryBuf);
+
+const toJSON = (obj: any) => (obj && obj.toJSON ? obj.toJSON() : obj);
+
+const entitiesJSON = (parsedRegistry.entities || []).map(toJSON);
+const featureViewsJSON = (parsedRegistry.featureViews || []).map((fv) => ({
+  ...toJSON(fv),
+  type: "featureView",
+}));
+const onDemandFVsJSON = (parsedRegistry.onDemandFeatureViews || []).map(
+  (fv) => ({
+    ...toJSON(fv),
+    type: "onDemandFeatureView",
+  }),
+);
+const streamFVsJSON = (parsedRegistry.streamFeatureViews || []).map((fv) => ({
+  ...toJSON(fv),
+  type: "streamFeatureView",
+}));
+const allFeatureViewsJSON = [
+  ...featureViewsJSON,
+  ...onDemandFVsJSON,
+  ...streamFVsJSON,
+];
+const featureServicesJSON = (parsedRegistry.featureServices || []).map(toJSON);
+const dataSourcesJSON = (parsedRegistry.dataSources || []).map(toJSON);
+const savedDatasetsJSON = (parsedRegistry.savedDatasets || []).map(toJSON);
+const projectsJSON = (parsedRegistry.projects || []).map(toJSON);
+
+const allFeatures = featureViewsJSON.flatMap((fv: any) =>
+  (fv?.spec?.features || []).map((f: any) => ({
+    name: f.name,
+    featureViewName: fv.spec?.name,
+    valueType: f.valueType,
+    project: fv.spec?.project,
+  })),
+);
 
 const projectsListWithDefaultProject = http.get("/projects-list.json", () =>
   HttpResponse.json({
@@ -14,22 +52,232 @@ const projectsListWithDefaultProject = http.get("/projects-list.json", () =>
         name: "Credit Score Project",
         description: "Project for credit scoring team and associated models.",
         id: "credit_scoring_aws",
-        registryPath: "/registry.db", // Changed to match what the test expects
+        registryPath: "/api/v1",
       },
     ],
   }),
 );
 
-const creditHistoryRegistryPB = http.get("/registry.pb", () => {
-  return HttpResponse.arrayBuffer(registry.buffer);
-});
+// REST API list endpoints
+const restEntities = http.get("/api/v1/entities", () =>
+  HttpResponse.json({
+    entities: entitiesJSON,
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restFeatureViews = http.get("/api/v1/feature_views", () =>
+  HttpResponse.json({
+    featureViews: allFeatureViewsJSON,
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restFeatureServices = http.get("/api/v1/feature_services", () =>
+  HttpResponse.json({
+    featureServices: featureServicesJSON,
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restDataSources = http.get("/api/v1/data_sources", () =>
+  HttpResponse.json({
+    dataSources: dataSourcesJSON,
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restSavedDatasets = http.get("/api/v1/saved_datasets", () =>
+  HttpResponse.json({
+    savedDatasets: savedDatasetsJSON,
+    pagination: {},
+  }),
+);
+
+const restProjects = http.get("/api/v1/projects", () =>
+  HttpResponse.json({
+    projects: projectsJSON,
+    pagination: {},
+  }),
+);
+
+const restFeatures = http.get("/api/v1/features", () =>
+  HttpResponse.json({
+    features: allFeatures,
+    pagination: {},
+  }),
+);
+
+const restPermissions = http.get("/api/v1/permissions", () =>
+  HttpResponse.json({
+    permissions: [],
+    pagination: {},
+  }),
+);
 
-const creditHistoryRegistryDB = http.get("/registry.db", () => {
-  return HttpResponse.arrayBuffer(registry.buffer);
+// Detail endpoints
+const restFeatureViewDetail = http.get(
+  "/api/v1/feature_views/:name",
+  ({ params }) => {
+    const name = params.name as string;
+    const fv = allFeatureViewsJSON.find((f: any) => f.spec?.name === name);
+    if (!fv) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json(fv);
+  },
+);
+
+const restEntityDetail = http.get("/api/v1/entities/:name", ({ params }) => {
+  const name = params.name as string;
+  const entity = entitiesJSON.find((e: any) => e.spec?.name === name);
+  if (!entity)
+    return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+  return HttpResponse.json(entity);
 });
 
-export {
+const restFeatureServiceDetail = http.get(
+  "/api/v1/feature_services/:name",
+  ({ params }) => {
+    const name = params.name as string;
+    const fs = featureServicesJSON.find((f: any) => f.spec?.name === name);
+    if (!fs) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json(fs);
+  },
+);
+
+const restDataSourceDetail = http.get(
+  "/api/v1/data_sources/:name",
+  ({ params }) => {
+    const name = params.name as string;
+    const ds = dataSourcesJSON.find((d: any) => d.name === name);
+    if (!ds) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json(ds);
+  },
+);
+
+const restFeatureDetail = http.get(
+  "/api/v1/features/:fvName/:featureName",
+  ({ params }) => {
+    const fvName = params.fvName as string;
+    const featureName = params.featureName as string;
+    const fv = allFeatureViewsJSON.find((f: any) => f.spec?.name === fvName);
+    if (!fv) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    const feature = (fv as any).spec?.features?.find(
+      (f: any) => f.name === featureName,
+    );
+    if (!feature)
+      return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json({
+      featureViewName: fvName,
+      featureName,
+      feature,
+      featureView: fv,
+    });
+  },
+);
+
+// "all" endpoints (for global search / all-projects view)
+const restEntitiesAll = http.get("/api/v1/entities/all", () =>
+  HttpResponse.json({
+    entities: entitiesJSON.map((e: any) => ({
+      ...e,
+      project: e.spec?.project,
+    })),
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restFeatureViewsAll = http.get("/api/v1/feature_views/all", () =>
+  HttpResponse.json({
+    featureViews: allFeatureViewsJSON.map((fv: any) => ({
+      ...fv,
+      project: fv.spec?.project,
+    })),
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restFeatureServicesAll = http.get("/api/v1/feature_services/all", () =>
+  HttpResponse.json({
+    featureServices: featureServicesJSON.map((fs: any) => ({
+      ...fs,
+      project: fs.spec?.project,
+    })),
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restDataSourcesAll = http.get("/api/v1/data_sources/all", () =>
+  HttpResponse.json({
+    dataSources: dataSourcesJSON.map((ds: any) => ({
+      ...ds,
+      project: ds.project,
+    })),
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restSavedDatasetsAll = http.get("/api/v1/saved_datasets/all", () =>
+  HttpResponse.json({
+    savedDatasets: savedDatasetsJSON,
+    pagination: {},
+  }),
+);
+
+const restFeaturesAll = http.get("/api/v1/features/all", () =>
+  HttpResponse.json({
+    features: allFeatures,
+    pagination: {},
+  }),
+);
+
+const restSavedDatasetDetail = http.get(
+  "/api/v1/saved_datasets/:name",
+  ({ params }) => {
+    const name = params.name as string;
+    const sd = savedDatasetsJSON.find((d: any) => d.spec?.name === name);
+    if (!sd) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json(sd);
+  },
+);
+
+const restMetrics = http.get("/api/v1/metrics/:type", () =>
+  HttpResponse.json({}),
+);
+
+const allRestHandlers = [
   projectsListWithDefaultProject,
-  creditHistoryRegistryPB as creditHistoryRegistry,
-  creditHistoryRegistryDB,
-};
+  // "all" endpoints must come before parameterized detail routes
+  restEntitiesAll,
+  restFeatureViewsAll,
+  restFeatureServicesAll,
+  restDataSourcesAll,
+  restSavedDatasetsAll,
+  restFeaturesAll,
+  // List endpoints
+  restEntities,
+  restFeatureViews,
+  restFeatureServices,
+  restDataSources,
+  restSavedDatasets,
+  restProjects,
+  restFeatures,
+  restPermissions,
+  // Detail endpoints
+  restFeatureViewDetail,
+  restEntityDetail,
+  restFeatureServiceDetail,
+  restDataSourceDetail,
+  restSavedDatasetDetail,
+  restFeatureDetail,
+  restMetrics,
+];
+
+export { projectsListWithDefaultProject, allRestHandlers };
diff --git a/ui/src/pages/ProjectOverviewPage.tsx b/ui/src/pages/ProjectOverviewPage.tsx
index 839fbcc5d89..9d6c9fb65c1 100644
--- a/ui/src/pages/ProjectOverviewPage.tsx
+++ b/ui/src/pages/ProjectOverviewPage.tsx
@@ -1,4 +1,4 @@
-import React, { useContext } from "react";
+import React from "react";
 import {
   EuiPageTemplate,
   EuiText,
@@ -7,8 +7,6 @@ import {
   EuiTitle,
   EuiSpacer,
   EuiSkeletonText,
-  EuiEmptyPrompt,
-  EuiFieldSearch,
   EuiPanel,
   EuiStat,
   EuiCard,
@@ -17,54 +15,76 @@ import {
 import { useDocumentTitle } from "../hooks/useDocumentTitle";
 import ObjectsCountStats from "../components/ObjectsCountStats";
 import ExplorePanel from "../components/ExplorePanel";
-import useLoadRegistry from "../queries/useLoadRegistry";
-import RegistryPathContext from "../contexts/RegistryPathContext";
-import RegistryVisualizationTab from "../components/RegistryVisualizationTab";
-import RegistrySearch from "../components/RegistrySearch";
+import useResourceQuery, {
+  restFeatureViewsToMergedList,
+} from "../queries/useResourceQuery";
 import { useParams, useNavigate } from "react-router-dom";
 import { useLoadProjectsList } from "../contexts/ProjectListContext";
+import type { genericFVType } from "../parsers/mergedFVTypes";
+
+const getItemProject = (item: any): string =>
+  item?.project || item?.spec?.project || "";
 
 // Component for "All Projects" view
 const AllProjectsDashboard = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const navigate = useNavigate();
   const { data: projectsData } = useLoadProjectsList();
-  const { data: registryData } = useLoadRegistry(registryUrl);
 
-  if (!registryData) {
+  const { data: allFVs } = useResourceQuery<genericFVType[]>({
+    resourceType: "all-proj-fvs",
+    restPath: "/feature_views/all?limit=100&include_relationships=true",
+    restSelect: restFeatureViewsToMergedList,
+  });
+
+  const { data: allEntities } = useResourceQuery<any[]>({
+    resourceType: "all-proj-entities",
+    restPath: "/entities/all?limit=100",
+    restSelect: (d) => d.entities,
+  });
+
+  const { data: allDS } = useResourceQuery<any[]>({
+    resourceType: "all-proj-ds",
+    restPath: "/data_sources/all?limit=100",
+    restSelect: (d) => d.dataSources,
+  });
+
+  const { data: allFS } = useResourceQuery<any[]>({
+    resourceType: "all-proj-fs",
+    restPath: "/feature_services/all?limit=100",
+    restSelect: (d) => d.featureServices,
+  });
+
+  const { data: allFeatures } = useResourceQuery<any[]>({
+    resourceType: "all-proj-features",
+    restPath: "/features/all?limit=100",
+    restSelect: (d) => d.features,
+  });
+
+  const loaded = allFVs && allEntities && allDS && allFS && allFeatures;
+
+  if (!loaded) {
     return <EuiSkeletonText lines={10} />;
   }
 
-  // Calculate total counts across all projects
   const totalCounts = {
-    featureViews: registryData.objects.featureViews?.length || 0,
-    entities: registryData.objects.entities?.length || 0,
-    dataSources: registryData.objects.dataSources?.length || 0,
-    featureServices: registryData.objects.featureServices?.length || 0,
-    features: registryData.allFeatures?.length || 0,
+    featureViews: allFVs.length,
+    entities: allEntities.length,
+    dataSources: allDS.length,
+    featureServices: allFS.length,
+    features: allFeatures.length,
   };
 
-  // Get projects from registry and count their objects
   const projects = projectsData?.projects.filter((p) => p.id !== "all") || [];
   const projectStats = projects.map((project) => {
-    const projectFVs =
-      registryData.objects.featureViews?.filter(
-        (fv: any) => fv?.spec?.project === project.id,
-      ) || [];
-    const projectEntities =
-      registryData.objects.entities?.filter(
-        (e: any) => e?.spec?.project === project.id,
-      ) || [];
-    const projectFeatures =
-      registryData.allFeatures?.filter((f: any) => f?.project === project.id) ||
-      [];
+    const matchesProject = (item: any) => getItemProject(item) === project.id;
 
     return {
       ...project,
       counts: {
-        featureViews: projectFVs.length,
-        entities: projectEntities.length,
-        features: projectFeatures.length,
+        featureViews: allFVs.filter((fv) => matchesProject(fv.object || fv))
+          .length,
+        entities: allEntities.filter(matchesProject).length,
+        features: allFeatures.filter(matchesProject).length,
       },
     };
   });
@@ -195,112 +215,59 @@ const AllProjectsDashboard = () => {
 
 const ProjectOverviewPage = () => {
   useDocumentTitle("Feast Home");
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams<{ projectName: string }>();
-  const { isLoading, isSuccess, isError, data } = useLoadRegistry(
-    registryUrl,
-    projectName,
-  );
+  const { data: projectsData } = useLoadProjectsList();
 
   // Show aggregated dashboard for "All Projects" view
   if (projectName === "all") {
     return <AllProjectsDashboard />;
   }
 
-  const categories = [
-    {
-      name: "Data Sources",
-      data: data?.objects.dataSources || [],
-      getLink: (item: any) => `/p/${projectName}/data-source/${item.name}`,
-    },
-    {
-      name: "Entities",
-      data: data?.objects.entities || [],
-      getLink: (item: any) => `/p/${projectName}/entity/${item.name}`,
-    },
-    {
-      name: "Features",
-      data: data?.allFeatures || [],
-      getLink: (item: any) => {
-        const featureView = item?.featureView;
-        return featureView
-          ? `/p/${projectName}/feature-view/${featureView}/feature/${item.name}`
-          : "#";
-      },
-    },
-    {
-      name: "Feature Views",
-      data: data?.mergedFVList || [],
-      getLink: (item: any) => `/p/${projectName}/feature-view/${item.name}`,
-    },
-    {
-      name: "Feature Services",
-      data: data?.objects.featureServices || [],
-      getLink: (item: any) => {
-        const serviceName = item?.name || item?.spec?.name;
-        return serviceName
-          ? `/p/${projectName}/feature-service/${serviceName}`
-          : "#";
-      },
-    },
-  ];
+  const currentProject = projectsData?.projects.find(
+    (p) => p.id === projectName,
+  );
 
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Section>
         <EuiTitle size="l">
           <h1>
-            {isLoading && <EuiSkeletonText lines={1} />}
-            {isSuccess && data?.project && `Project: ${data.project}`}
+            {currentProject
+              ? `Project: ${currentProject.name}`
+              : projectName
+                ? `Project: ${projectName}`
+                : ""}
           </h1>
         </EuiTitle>
         <EuiSpacer />
 
         <EuiFlexGroup>
           <EuiFlexItem grow={2}>
-            {isLoading && <EuiSkeletonText lines={4} />}
-            {isError && (
-              <EuiEmptyPrompt
-                iconType="alert"
-                color="danger"
-                title={<h2>Error Loading Project Configs</h2>}
-                body={
-                  <p>
-                    There was an error loading the Project Configurations.
-                    Please check that <code>feature_store.yaml</code> file is
-                    available and well-formed.
-                  </p>
-                }
-              />
+            {currentProject?.description ? (
+              <EuiText>
+                <pre>{currentProject.description}</pre>
+              </EuiText>
+            ) : (
+              <EuiText>
+                <p>
+                  Welcome to your new Feast project. In this UI, you can see
+                  Data Sources, Entities, Features, Feature Views, and Feature
+                  Services registered in Feast.
+                </p>
+                <p>
+                  It looks like this project already has some objects
+                  registered. If you are new to this project, we suggest
+                  starting by exploring the Feature Services, as they represent
+                  the collection of Feature Views serving a particular model.
+                </p>
+                <p>
+                  <strong>Note</strong>: We encourage you to replace this
+                  welcome message with more suitable content for your team. You
+                  can do so by specifying a <code>project_description</code> in
+                  your <code>feature_store.yaml</code> file.
+                </p>
+              </EuiText>
             )}
-            {isSuccess &&
-              (data?.description ? (
-                <EuiText>
-                  <pre>{data.description}</pre>
-                </EuiText>
-              ) : (
-                <EuiText>
-                  <p>
-                    Welcome to your new Feast project. In this UI, you can see
-                    Data Sources, Entities, Features, Feature Views, and Feature
-                    Services registered in Feast.
-                  </p>
-                  <p>
-                    It looks like this project already has some objects
-                    registered. If you are new to this project, we suggest
-                    starting by exploring the Feature Services, as they
-                    represent the collection of Feature Views serving a
-                    particular model.
-                  </p>
-                  <p>
-                    <strong>Note</strong>: We encourage you to replace this
-                    welcome message with more suitable content for your team.
-                    You can do so by specifying a{" "}
-                    <code>project_description</code> in your{" "}
-                    <code>feature_store.yaml</code> file.
-                  </p>
-                </EuiText>
-              ))}
             <ObjectsCountStats />
           </EuiFlexItem>
           <EuiFlexItem grow={1}>
diff --git a/ui/src/pages/Sidebar.tsx b/ui/src/pages/Sidebar.tsx
index 55c8ec805c9..cf3d64a6816 100644
--- a/ui/src/pages/Sidebar.tsx
+++ b/ui/src/pages/Sidebar.tsx
@@ -1,10 +1,17 @@
-import React, { useContext, useState } from "react";
+import React, { useState } from "react";
 
 import { EuiIcon, EuiSideNav, htmlIdGenerator } from "@elastic/eui";
 import { Link, useParams } from "react-router-dom";
 import { useMatchSubpath } from "../hooks/useMatchSubpath";
-import useLoadRegistry from "../queries/useLoadRegistry";
-import RegistryPathContext from "../contexts/RegistryPathContext";
+import useResourceQuery, {
+  entityListPath,
+  featureViewListPath,
+  featureServiceListPath,
+  dataSourceListPath,
+  savedDatasetListPath,
+  featuresListPath,
+  restFeatureViewsToMergedList,
+} from "../queries/useResourceQuery";
 
 import { DataSourceIcon } from "../graphics/DataSourceIcon";
 import { EntityIcon } from "../graphics/EntityIcon";
@@ -14,11 +21,58 @@ import { DatasetIcon } from "../graphics/DatasetIcon";
 import { FeatureIcon } from "../graphics/FeatureIcon";
 import { HomeIcon } from "../graphics/HomeIcon";
 import { PermissionsIcon } from "../graphics/PermissionsIcon";
+import type { genericFVType } from "../parsers/mergedFVTypes";
 
 const SideNav = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const { isSuccess, data } = useLoadRegistry(registryUrl, projectName);
+
+  const { isSuccess: dsSuccess, data: dataSources } = useResourceQuery<any[]>({
+    resourceType: "sidebar-ds",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources,
+  });
+
+  const { isSuccess: entSuccess, data: entities } = useResourceQuery<any[]>({
+    resourceType: "sidebar-entities",
+    project: projectName,
+    restPath: entityListPath(projectName),
+    restSelect: (d) => d.entities,
+  });
+
+  const { isSuccess: fvSuccess, data: featureViews } = useResourceQuery<
+    genericFVType[]
+  >({
+    resourceType: "sidebar-fvs",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: restFeatureViewsToMergedList,
+  });
+
+  const { isSuccess: featSuccess, data: features } = useResourceQuery<any[]>({
+    resourceType: "sidebar-features",
+    project: projectName,
+    restPath: featuresListPath(projectName),
+    restSelect: (d) => d.features,
+  });
+
+  const { isSuccess: fsSuccess, data: featureServices } = useResourceQuery<
+    any[]
+  >({
+    resourceType: "sidebar-fs",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices,
+  });
+
+  const { isSuccess: sdSuccess, data: savedDatasets } = useResourceQuery<any[]>(
+    {
+      resourceType: "sidebar-sd",
+      project: projectName,
+      restPath: savedDatasetListPath(projectName),
+      restSelect: (d) => d.savedDatasets,
+    },
+  );
 
   const [isSideNavOpenOnMobile, setisSideNavOpenOnMobile] = useState(false);
 
@@ -26,41 +80,12 @@ const SideNav = () => {
     setisSideNavOpenOnMobile(!isSideNavOpenOnMobile);
   };
 
-  const dataSourcesLabel = `Data Sources ${
-    isSuccess && data?.objects.dataSources
-      ? `(${data?.objects.dataSources?.length})`
-      : ""
-  }`;
-
-  const entitiesLabel = `Entities ${
-    isSuccess && data?.objects.entities
-      ? `(${data?.objects.entities?.length})`
-      : ""
-  }`;
-
-  const featureViewsLabel = `Feature Views ${
-    isSuccess && data?.mergedFVList && data?.mergedFVList.length > 0
-      ? `(${data?.mergedFVList.length})`
-      : ""
-  }`;
-
-  const featureListLabel = `Features ${
-    isSuccess && data?.allFeatures && data?.allFeatures.length > 0
-      ? `(${data?.allFeatures.length})`
-      : ""
-  }`;
-
-  const featureServicesLabel = `Feature Services ${
-    isSuccess && data?.objects.featureServices
-      ? `(${data?.objects.featureServices?.length})`
-      : ""
-  }`;
-
-  const savedDatasetsLabel = `Datasets ${
-    isSuccess && data?.objects.savedDatasets
-      ? `(${data?.objects.savedDatasets?.length})`
-      : ""
-  }`;
+  const dataSourcesLabel = `Data Sources ${dsSuccess && dataSources ? `(${dataSources.length})` : ""}`;
+  const entitiesLabel = `Entities ${entSuccess && entities ? `(${entities.length})` : ""}`;
+  const featureViewsLabel = `Feature Views ${fvSuccess && featureViews && featureViews.length > 0 ? `(${featureViews.length})` : ""}`;
+  const featureListLabel = `Features ${featSuccess && features && features.length > 0 ? `(${features.length})` : ""}`;
+  const featureServicesLabel = `Feature Services ${fsSuccess && featureServices ? `(${featureServices.length})` : ""}`;
+  const savedDatasetsLabel = `Datasets ${sdSuccess && savedDatasets ? `(${savedDatasets.length})` : ""}`;
 
   const baseUrl = `/p/${projectName}`;
 
diff --git a/ui/src/pages/data-sources/DataSourceOverviewTab.tsx b/ui/src/pages/data-sources/DataSourceOverviewTab.tsx
index d702034a558..8d570f3f26d 100644
--- a/ui/src/pages/data-sources/DataSourceOverviewTab.tsx
+++ b/ui/src/pages/data-sources/DataSourceOverviewTab.tsx
@@ -86,7 +86,7 @@ const DataSourceOverviewTab = () => {
                       <EuiHorizontalRule margin="xs"></EuiHorizontalRule>
                       <RequestDataSourceSchemaTable
                         fields={
-                          data?.requestDataOptions?.schema!.map((obj) => {
+                          data?.requestDataOptions?.schema!.map((obj: any) => {
                             return {
                               fieldName: obj.name!,
                               valueType: obj.valueType!,
@@ -109,7 +109,7 @@ const DataSourceOverviewTab = () => {
                 <EuiHorizontalRule margin="xs"></EuiHorizontalRule>
                 {consumingFeatureViews && consumingFeatureViews.length > 0 ? (
                   <FeatureViewEdgesList
-                    fvNames={consumingFeatureViews.map((f) => {
+                    fvNames={consumingFeatureViews.map((f: any) => {
                       return f.target.name;
                     })}
                   />
diff --git a/ui/src/pages/data-sources/Index.tsx b/ui/src/pages/data-sources/Index.tsx
index 96aef712aec..84309775e0b 100644
--- a/ui/src/pages/data-sources/Index.tsx
+++ b/ui/src/pages/data-sources/Index.tsx
@@ -1,4 +1,4 @@
-import React, { useContext } from "react";
+import React from "react";
 import { useParams } from "react-router-dom";
 
 import {
@@ -11,30 +11,25 @@ import {
   EuiSpacer,
 } from "@elastic/eui";
 
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import DatasourcesListingTable from "./DataSourcesListingTable";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
 import DataSourceIndexEmptyState from "./DataSourceIndexEmptyState";
 import { DataSourceIcon } from "../../graphics/DataSourceIcon";
 import { useSearchQuery } from "../../hooks/useSearchInputWithTags";
 import { feast } from "../../protos";
 import ExportButton from "../../components/ExportButton";
+import useResourceQuery, {
+  dataSourceListPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadDatasources = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.dataSources;
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any[]>({
+    resourceType: "data-sources-list",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources,
+  });
 };
 
 const filterFn = (data: feast.core.IDataSource[], searchTokens: string[]) => {
diff --git a/ui/src/pages/data-sources/useLoadDataSource.ts b/ui/src/pages/data-sources/useLoadDataSource.ts
index 43f697fca03..bc0a409b9c8 100644
--- a/ui/src/pages/data-sources/useLoadDataSource.ts
+++ b/ui/src/pages/data-sources/useLoadDataSource.ts
@@ -1,35 +1,33 @@
-import { useContext } from "react";
 import { useParams } from "react-router-dom";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import { FEAST_FCO_TYPES } from "../../parsers/types";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import useResourceQuery, {
+  dataSourceDetailPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadDataSource = (dataSourceName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.dataSources?.find(
-          (ds) => ds.name === dataSourceName,
-        );
+  const dsQuery = useResourceQuery<any>({
+    resourceType: `data-source:${dataSourceName}`,
+    project: projectName,
+    restPath: dataSourceDetailPath(dataSourceName, projectName || ""),
+    restSelect: (d) => ({
+      dataSource: d,
+      relationships: d?.relationships || [],
+    }),
+    enabled: !!dataSourceName,
+  });
 
-  const consumingFeatureViews =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.relationships.filter((relationship) => {
-          return (
-            relationship.source.type === FEAST_FCO_TYPES.dataSource &&
-            relationship.source.name === data?.name &&
-            relationship.target.type === FEAST_FCO_TYPES.featureView
-          );
-        });
+  const dataSource = dsQuery.data?.dataSource;
+  const relationships = dsQuery.data?.relationships || [];
+
+  const consumingFeatureViews = relationships.filter(
+    (rel: any) =>
+      rel?.source?.type === "dataSource" && rel?.target?.type === "featureView",
+  );
 
   return {
-    ...registryQuery,
-    data,
+    ...dsQuery,
+    data: dataSource,
     consumingFeatureViews,
   };
 };
diff --git a/ui/src/pages/entities/EntitiesListingTable.tsx b/ui/src/pages/entities/EntitiesListingTable.tsx
index 51ffb7c8609..d5c28b0ea33 100644
--- a/ui/src/pages/entities/EntitiesListingTable.tsx
+++ b/ui/src/pages/entities/EntitiesListingTable.tsx
@@ -20,7 +20,8 @@ const EntitiesListingTable = ({ entities }: EntitiesListingTableProps) => {
       sortable: true,
       render: (name: string, item: feast.core.IEntity) => {
         // For "All Projects" view, link to the specific project
-        const itemProject = item?.spec?.project || projectName;
+        const itemProject =
+          item?.spec?.project || (item as any)?.project || projectName;
         return (
           <EuiCustomLink to={`/p/${itemProject}/entity/${name}`}>
             {name}
@@ -52,7 +53,7 @@ const EntitiesListingTable = ({ entities }: EntitiesListingTableProps) => {
   if (projectName === "all") {
     columns.splice(1, 0, {
       name: "Project",
-      field: "spec.project",
+      field: "project",
       sortable: true,
       render: (project: string) => {
         return <span>{project || "Unknown"}</span>;
diff --git a/ui/src/pages/entities/Index.tsx b/ui/src/pages/entities/Index.tsx
index 070c53d38fa..216e713f382 100644
--- a/ui/src/pages/entities/Index.tsx
+++ b/ui/src/pages/entities/Index.tsx
@@ -1,31 +1,26 @@
-import React, { useContext } from "react";
+import React from "react";
 import { useParams } from "react-router-dom";
 
 import { EuiPageTemplate, EuiLoadingSpinner } from "@elastic/eui";
 
 import { EntityIcon } from "../../graphics/EntityIcon";
 
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import EntitiesListingTable from "./EntitiesListingTable";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
 import EntityIndexEmptyState from "./EntityIndexEmptyState";
 import ExportButton from "../../components/ExportButton";
+import useResourceQuery, {
+  entityListPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadEntities = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.entities;
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any[]>({
+    resourceType: "entities-list",
+    project: projectName,
+    restPath: entityListPath(projectName),
+    restSelect: (d) => d.entities,
+  });
 };
 
 const Index = () => {
diff --git a/ui/src/pages/entities/useLoadEntity.ts b/ui/src/pages/entities/useLoadEntity.ts
index fdb4a7968f1..cf20c33bd8f 100644
--- a/ui/src/pages/entities/useLoadEntity.ts
+++ b/ui/src/pages/entities/useLoadEntity.ts
@@ -1,24 +1,18 @@
-import { useContext } from "react";
 import { useParams } from "react-router-dom";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import useResourceQuery, {
+  entityDetailPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadEntity = (entityName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.entities?.find(
-          (fv) => fv?.spec?.name === entityName,
-        );
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any>({
+    resourceType: `entity:${entityName}`,
+    project: projectName,
+    restPath: entityDetailPath(entityName, projectName || ""),
+    restSelect: (d) => d,
+    enabled: !!entityName,
+  });
 };
 
 export default useLoadEntity;
diff --git a/ui/src/pages/feature-services/FeatureServiceListingTable.tsx b/ui/src/pages/feature-services/FeatureServiceListingTable.tsx
index acc68b6e619..8dd8b299d74 100644
--- a/ui/src/pages/feature-services/FeatureServiceListingTable.tsx
+++ b/ui/src/pages/feature-services/FeatureServiceListingTable.tsx
@@ -30,7 +30,8 @@ const FeatureServiceListingTable = ({
       field: "spec.name",
       render: (name: string, item: feast.core.IFeatureService) => {
         // For "All Projects" view, link to the specific project
-        const itemProject = item?.spec?.project || projectName;
+        const itemProject =
+          item?.spec?.project || (item as any)?.project || projectName;
         return (
           <EuiCustomLink to={`/p/${itemProject}/feature-service/${name}`}>
             {name}
@@ -62,7 +63,7 @@ const FeatureServiceListingTable = ({
   if (projectName === "all") {
     columns.splice(1, 0, {
       name: "Project",
-      field: "spec.project",
+      field: "project",
       sortable: true,
       render: (project: string) => {
         return project || "Unknown";
diff --git a/ui/src/pages/feature-services/FeatureServiceOverviewTab.tsx b/ui/src/pages/feature-services/FeatureServiceOverviewTab.tsx
index be922e41261..c439d48fc96 100644
--- a/ui/src/pages/feature-services/FeatureServiceOverviewTab.tsx
+++ b/ui/src/pages/feature-services/FeatureServiceOverviewTab.tsx
@@ -36,7 +36,7 @@ const FeatureServiceOverviewTab = () => {
   let numFeatures = 0;
   let numFeatureViews = 0;
   if (data) {
-    data?.spec?.features?.forEach((featureView) => {
+    data?.spec?.features?.forEach((featureView: any) => {
       numFeatureViews += 1;
       numFeatures += featureView?.featureColumns!.length;
     });
@@ -159,7 +159,7 @@ const FeatureServiceOverviewTab = () => {
                 {data?.spec?.features?.length! > 0 ? (
                   <FeatureViewEdgesList
                     fvNames={
-                      data?.spec?.features?.map((f) => {
+                      data?.spec?.features?.map((f: any) => {
                         return f.featureViewName!;
                       })!
                     }
diff --git a/ui/src/pages/feature-services/Index.tsx b/ui/src/pages/feature-services/Index.tsx
index 260a9b821dc..b68bb9697e3 100644
--- a/ui/src/pages/feature-services/Index.tsx
+++ b/ui/src/pages/feature-services/Index.tsx
@@ -1,4 +1,4 @@
-import React, { useContext } from "react";
+import React from "react";
 import { useParams } from "react-router-dom";
 
 import {
@@ -13,7 +13,6 @@ import {
 
 import { FeatureServiceIcon } from "../../graphics/FeatureServiceIcon";
 
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import FeatureServiceListingTable from "./FeatureServiceListingTable";
 import {
   useSearchQuery,
@@ -22,27 +21,23 @@ import {
   tagTokenGroupsType,
 } from "../../hooks/useSearchInputWithTags";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
 import FeatureServiceIndexEmptyState from "./FeatureServiceIndexEmptyState";
 import TagSearch from "../../components/TagSearch";
 import ExportButton from "../../components/ExportButton";
 import { useFeatureServiceTagsAggregation } from "../../hooks/useTagsAggregation";
 import { feast } from "../../protos";
+import useResourceQuery, {
+  featureServiceListPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadFeatureServices = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.featureServices;
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any[]>({
+    resourceType: "feature-services-list",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices,
+  });
 };
 
 const shouldIncludeFSsGivenTokenGroups = (
diff --git a/ui/src/pages/feature-services/useLoadFeatureService.ts b/ui/src/pages/feature-services/useLoadFeatureService.ts
index 004ab35b927..81fff2e931d 100644
--- a/ui/src/pages/feature-services/useLoadFeatureService.ts
+++ b/ui/src/pages/feature-services/useLoadFeatureService.ts
@@ -1,53 +1,50 @@
-import { FEAST_FCO_TYPES } from "../../parsers/types";
-import { useContext } from "react";
 import { useParams } from "react-router-dom";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import { EntityReference } from "../../parsers/parseEntityRelationships";
+import useResourceQuery, {
+  featureServiceDetailPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadFeatureService = (featureServiceName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.featureServices?.find(
-          (fs) => fs?.spec?.name === featureServiceName,
-        );
+  const fsQuery = useResourceQuery<any>({
+    resourceType: `feature-service:${featureServiceName}`,
+    project: projectName,
+    restPath: featureServiceDetailPath(featureServiceName, projectName || ""),
+    restSelect: (d) => ({
+      featureService: d,
+      indirectRelationships: d?.relationships || [],
+      permissions: d?.permissions || [],
+    }),
+    enabled: !!featureServiceName,
+  });
+
+  const featureService = fsQuery.data?.featureService;
+  const indirectRelationships = fsQuery.data?.indirectRelationships || [];
+  const permissions = fsQuery.data?.permissions || [];
 
-  let entities =
-    data === undefined
+  let entities: EntityReference[] | undefined =
+    featureService === undefined
       ? undefined
-      : registryQuery.data?.indirectRelationships
-          .filter((relationship) => {
-            return (
-              relationship.target.type === FEAST_FCO_TYPES.featureService &&
-              relationship.target.name === data?.spec?.name &&
-              relationship.source.type === FEAST_FCO_TYPES.entity
-            );
-          })
-          .map((relationship) => {
-            return relationship.source;
-          });
-  // Deduplicate on name of entity
+      : indirectRelationships
+          .filter(
+            (rel: any) =>
+              rel?.target?.type === "featureService" &&
+              rel?.source?.type === "entity",
+          )
+          .map((rel: any) => rel.source);
+
   if (entities) {
-    let entityToName: { [key: string]: EntityReference } = {};
-    for (let entity of entities) {
+    const entityToName: { [key: string]: EntityReference } = {};
+    for (const entity of entities) {
       entityToName[entity.name] = entity;
     }
     entities = Object.values(entityToName);
   }
+
   return {
-    ...registryQuery,
-    data: data
-      ? {
-          ...data,
-          permissions: registryQuery.data?.permissions,
-        }
-      : undefined,
+    ...fsQuery,
+    data: featureService ? { ...featureService, permissions } : undefined,
     entities,
   };
 };
diff --git a/ui/src/pages/feature-views/FeatureViewListingTable.tsx b/ui/src/pages/feature-views/FeatureViewListingTable.tsx
index 7537f8122c9..9fd6f8f8fd7 100644
--- a/ui/src/pages/feature-views/FeatureViewListingTable.tsx
+++ b/ui/src/pages/feature-views/FeatureViewListingTable.tsx
@@ -31,7 +31,10 @@ const FeatureViewListingTable = ({
       sortable: true,
       render: (name: string, item: genericFVType) => {
         // For "All Projects" view, link to the specific project
-        const itemProject = item.object?.spec?.project || projectName;
+        const itemProject =
+          item.object?.spec?.project ||
+          (item.object as any)?.project ||
+          projectName;
         return (
           <EuiCustomLink to={`/p/${itemProject}/feature-view/${name}`}>
             {name}{" "}
@@ -63,7 +66,13 @@ const FeatureViewListingTable = ({
     columns.splice(1, 0, {
       name: "Project",
       render: (item: genericFVType) => {
-        return <span>{item.object?.spec?.project || "Unknown"}</span>;
+        return (
+          <span>
+            {item.object?.spec?.project ||
+              (item.object as any)?.project ||
+              "Unknown"}
+          </span>
+        );
       },
     });
   }
diff --git a/ui/src/pages/feature-views/FeatureViewUsagePanel.tsx b/ui/src/pages/feature-views/FeatureViewUsagePanel.tsx
new file mode 100644
index 00000000000..71eaebedd02
--- /dev/null
+++ b/ui/src/pages/feature-views/FeatureViewUsagePanel.tsx
@@ -0,0 +1,130 @@
+import React from "react";
+import {
+  EuiBadge,
+  EuiBasicTable,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiHorizontalRule,
+  EuiLoadingSpinner,
+  EuiPanel,
+  EuiText,
+  EuiTitle,
+  EuiToolTip,
+} from "@elastic/eui";
+import useLoadFeatureUsage, {
+  FeatureUsageEntry,
+} from "../../queries/useLoadFeatureUsage";
+
+interface FeatureViewUsagePanelProps {
+  featureViewName: string;
+}
+
+const formatTimestamp = (ts: number | null): string => {
+  if (ts == null) return "Never";
+  const date = new Date(ts);
+  return date.toLocaleString();
+};
+
+const formatRelativeTime = (ts: number | null): string => {
+  if (ts == null) return "";
+  const now = Date.now();
+  const diffMs = now - ts;
+  const diffMin = Math.floor(diffMs / 60000);
+  if (diffMin < 1) return "just now";
+  if (diffMin < 60) return `${diffMin}m ago`;
+  const diffHr = Math.floor(diffMin / 60);
+  if (diffHr < 24) return `${diffHr}h ago`;
+  const diffDays = Math.floor(diffHr / 24);
+  return `${diffDays}d ago`;
+};
+
+const FeatureViewUsagePanel = ({
+  featureViewName,
+}: FeatureViewUsagePanelProps) => {
+  const { data, isLoading, isError } = useLoadFeatureUsage();
+
+  if (isLoading) {
+    return (
+      <EuiPanel hasBorder={true}>
+        <EuiTitle size="xs">
+          <h3>MLflow Usage</h3>
+        </EuiTitle>
+        <EuiHorizontalRule margin="xs" />
+        <EuiFlexGroup justifyContent="center">
+          <EuiFlexItem grow={false}>
+            <EuiLoadingSpinner size="m" />
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      </EuiPanel>
+    );
+  }
+
+  if (isError || !data || !data.mlflow_enabled) {
+    return null;
+  }
+
+  const usage: FeatureUsageEntry | undefined =
+    data.feature_usage?.[featureViewName];
+
+  if (!usage || usage.run_count === 0) {
+    return (
+      <EuiPanel hasBorder={true}>
+        <EuiTitle size="xs">
+          <h3>MLflow Usage</h3>
+        </EuiTitle>
+        <EuiHorizontalRule margin="xs" />
+        <EuiText size="s" color="subdued">
+          No MLflow training runs have used this feature view.
+        </EuiText>
+      </EuiPanel>
+    );
+  }
+
+  const modelItems = usage.models.map((name) => ({ name }));
+
+  const modelColumns = [
+    {
+      name: "Registered Model",
+      field: "name",
+      render: (name: string) => <EuiBadge color="hollow">{name}</EuiBadge>,
+    },
+  ];
+
+  return (
+    <EuiPanel hasBorder={true}>
+      <EuiTitle size="xs">
+        <h3>MLflow Usage</h3>
+      </EuiTitle>
+      <EuiHorizontalRule margin="xs" />
+      <EuiFlexGroup gutterSize="l">
+        <EuiFlexItem grow={false}>
+          <EuiText size="s">
+            <strong>Training runs:</strong> {usage.run_count}
+          </EuiText>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiToolTip position="top" content={formatTimestamp(usage.last_used)}>
+            <EuiText size="s">
+              <strong>Last used:</strong> {formatRelativeTime(usage.last_used)}
+            </EuiText>
+          </EuiToolTip>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+      {modelItems.length > 0 && (
+        <>
+          <EuiHorizontalRule margin="s" />
+          <EuiText size="xs" color="subdued">
+            <strong>Registered models using this feature view:</strong>
+          </EuiText>
+          <EuiBasicTable
+            columns={modelColumns}
+            items={modelItems}
+            compressed={true}
+          />
+        </>
+      )}
+    </EuiPanel>
+  );
+};
+
+export default FeatureViewUsagePanel;
diff --git a/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx b/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx
index 1e5e44d6804..08ee8880f92 100644
--- a/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx
+++ b/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx
@@ -160,7 +160,7 @@ const FeatureViewVersionsTab = ({
         r.featureViewName === featureViewName,
     ) || [];
 
-  const decodedVersions = useMemo(
+  const decodedVersions: DecodedVersion[] = useMemo(
     () => records.map(decodeVersionProto),
     [records],
   );
diff --git a/ui/src/pages/feature-views/Index.tsx b/ui/src/pages/feature-views/Index.tsx
index b1c28895370..849d1899a3e 100644
--- a/ui/src/pages/feature-views/Index.tsx
+++ b/ui/src/pages/feature-views/Index.tsx
@@ -1,4 +1,4 @@
-import React, { useContext } from "react";
+import React from "react";
 import { useParams } from "react-router-dom";
 
 import {
@@ -13,7 +13,6 @@ import {
 
 import { FeatureViewIcon } from "../../graphics/FeatureViewIcon";
 
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import FeatureViewListingTable from "./FeatureViewListingTable";
 import {
   filterInputInterface,
@@ -22,26 +21,23 @@ import {
 } from "../../hooks/useSearchInputWithTags";
 import { genericFVType, regularFVInterface } from "../../parsers/mergedFVTypes";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
 import FeatureViewIndexEmptyState from "./FeatureViewIndexEmptyState";
 import { useFeatureViewTagsAggregation } from "../../hooks/useTagsAggregation";
 import TagSearch from "../../components/TagSearch";
 import ExportButton from "../../components/ExportButton";
+import useResourceQuery, {
+  featureViewListPath,
+  restFeatureViewsToMergedList,
+} from "../../queries/useResourceQuery";
 
 const useLoadFeatureViews = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.mergedFVList;
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<genericFVType[]>({
+    resourceType: "feature-views-list",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: restFeatureViewsToMergedList,
+  });
 };
 
 const shouldIncludeFVsGivenTokenGroups = (
diff --git a/ui/src/pages/feature-views/RegularFeatureViewOverviewTab.tsx b/ui/src/pages/feature-views/RegularFeatureViewOverviewTab.tsx
index e766e4fd0ab..e58e690c04e 100644
--- a/ui/src/pages/feature-views/RegularFeatureViewOverviewTab.tsx
+++ b/ui/src/pages/feature-views/RegularFeatureViewOverviewTab.tsx
@@ -8,6 +8,7 @@ import {
   EuiStat,
   EuiText,
   EuiTitle,
+  EuiToolTip,
 } from "@elastic/eui";
 import React from "react";
 
@@ -19,9 +20,11 @@ import { encodeSearchQueryString } from "../../hooks/encodeSearchQueryString";
 import { EntityRelation } from "../../parsers/parseEntityRelationships";
 import { FEAST_FCO_TYPES } from "../../parsers/types";
 import useLoadRelationshipData from "../../queries/useLoadRelationshipsData";
+import useLoadFeatureUsage from "../../queries/useLoadFeatureUsage";
 import { getEntityPermissions } from "../../utils/permissionUtils";
 import BatchSourcePropertiesView from "../data-sources/BatchSourcePropertiesView";
 import ConsumingFeatureServicesList from "./ConsumingFeatureServicesList";
+import FeatureViewUsagePanel from "./FeatureViewUsagePanel";
 import { feast } from "../../protos";
 import { toDate } from "../../utils/timestamp";
 
@@ -51,6 +54,7 @@ const RegularFeatureViewOverviewTab = ({
   const fvName = featureViewName === undefined ? "" : featureViewName;
 
   const relationshipQuery = useLoadRelationshipData();
+  const { data: usageData } = useLoadFeatureUsage();
 
   const fsNames = relationshipQuery.data
     ? relationshipQuery.data.filter(whereFSconsumesThisFv(fvName)).map((fs) => {
@@ -59,12 +63,43 @@ const RegularFeatureViewOverviewTab = ({
     : [];
   const numOfFs = fsNames.length;
 
+  const fvUsage = usageData?.feature_usage?.[fvName];
+  const runCount = fvUsage?.run_count ?? 0;
+  const lastUsed = fvUsage?.last_used ?? null;
+  const lastUsedLabel =
+    lastUsed != null ? new Date(lastUsed).toLocaleDateString() : "N/A";
+
   return (
     <React.Fragment>
       <EuiFlexGroup>
         <EuiFlexItem>
           <EuiStat title={`${numOfFs}`} description="Consuming Services" />
         </EuiFlexItem>
+        {usageData?.mlflow_enabled && (
+          <>
+            <EuiFlexItem>
+              <EuiStat
+                title={`${runCount}`}
+                description="MLflow Training Runs"
+              />
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiToolTip
+                position="top"
+                content={
+                  lastUsed != null
+                    ? new Date(lastUsed).toLocaleString()
+                    : "No usage recorded"
+                }
+              >
+                <EuiStat
+                  title={lastUsedLabel}
+                  description="Last Used in MLflow"
+                />
+              </EuiToolTip>
+            </EuiFlexItem>
+          </>
+        )}
       </EuiFlexGroup>
       <EuiSpacer size="l" />
       <EuiFlexGroup>
@@ -128,6 +163,10 @@ const RegularFeatureViewOverviewTab = ({
             )}
           </EuiPanel>
           <EuiSpacer size="m" />
+          {usageData?.mlflow_enabled && (
+            <FeatureViewUsagePanel featureViewName={fvName} />
+          )}
+          <EuiSpacer size="m" />
           <EuiPanel hasBorder={true} grow={false}>
             <EuiTitle size="xs">
               <h3>Tags</h3>
diff --git a/ui/src/pages/feature-views/useLoadFeatureView.ts b/ui/src/pages/feature-views/useLoadFeatureView.ts
index 08e8646f60f..5f88aab0a7d 100644
--- a/ui/src/pages/feature-views/useLoadFeatureView.ts
+++ b/ui/src/pages/feature-views/useLoadFeatureView.ts
@@ -1,71 +1,56 @@
-import { useContext } from "react";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import { useParams } from "react-router-dom";
+import useResourceQuery, {
+  featureViewDetailPath,
+  restFeatureViewDetailToGeneric,
+} from "../../queries/useResourceQuery";
+import type { genericFVType } from "../../parsers/mergedFVTypes";
 
 const useLoadFeatureView = (featureViewName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.mergedFVMap[featureViewName];
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  const { projectName } = useParams();
+
+  return useResourceQuery<genericFVType>({
+    resourceType: `feature-view:${featureViewName}`,
+    project: projectName,
+    restPath: featureViewDetailPath(featureViewName, projectName || ""),
+    restSelect: restFeatureViewDetailToGeneric,
+    enabled: !!featureViewName,
+  });
 };
 
 const useLoadRegularFeatureView = (featureViewName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.featureViews?.find((fv) => {
-          return fv?.spec?.name === featureViewName;
-        });
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  const { projectName } = useParams();
+
+  return useResourceQuery<any>({
+    resourceType: `regular-fv:${featureViewName}`,
+    project: projectName,
+    restPath: featureViewDetailPath(featureViewName, projectName || ""),
+    restSelect: (d) => (d?.type === "featureView" ? d : undefined),
+    enabled: !!featureViewName,
+  });
 };
 
 const useLoadOnDemandFeatureView = (featureViewName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.onDemandFeatureViews?.find((fv) => {
-          return fv?.spec?.name === featureViewName;
-        });
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  const { projectName } = useParams();
+
+  return useResourceQuery<any>({
+    resourceType: `odfv:${featureViewName}`,
+    project: projectName,
+    restPath: featureViewDetailPath(featureViewName, projectName || ""),
+    restSelect: (d) => (d?.type === "onDemandFeatureView" ? d : undefined),
+    enabled: !!featureViewName,
+  });
 };
 
 const useLoadStreamFeatureView = (featureViewName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.streamFeatureViews?.find((fv) => {
-          return fv.spec?.name === featureViewName;
-        });
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  const { projectName } = useParams();
+
+  return useResourceQuery<any>({
+    resourceType: `sfv:${featureViewName}`,
+    project: projectName,
+    restPath: featureViewDetailPath(featureViewName, projectName || ""),
+    restSelect: (d) => (d?.type === "streamFeatureView" ? d : undefined),
+    enabled: !!featureViewName,
+  });
 };
 
 export default useLoadFeatureView;
diff --git a/ui/src/pages/features/FeatureListPage.tsx b/ui/src/pages/features/FeatureListPage.tsx
index 36087f98bc0..05d946d9fe5 100644
--- a/ui/src/pages/features/FeatureListPage.tsx
+++ b/ui/src/pages/features/FeatureListPage.tsx
@@ -1,4 +1,4 @@
-import React, { useState, useContext } from "react";
+import React, { useState } from "react";
 import {
   EuiBasicTable,
   EuiTableFieldDataColumnType,
@@ -15,13 +15,18 @@ import {
   EuiFlexGroup,
   EuiFlexItem,
   EuiFormRow,
+  EuiBadge,
 } from "@elastic/eui";
 import EuiCustomLink from "../../components/EuiCustomLink";
 import ExportButton from "../../components/ExportButton";
 import { useParams } from "react-router-dom";
-import useLoadRegistry from "../../queries/useLoadRegistry";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadFeatureModels, {
+  FeatureModelInfo,
+} from "../../queries/useLoadFeatureModels";
 import { FeatureIcon } from "../../graphics/FeatureIcon";
+import useResourceQuery, {
+  featuresListPath,
+} from "../../queries/useResourceQuery";
 import { FEAST_FCO_TYPES } from "../../parsers/types";
 import {
   getEntityPermissions,
@@ -35,6 +40,7 @@ interface Feature {
   type: string;
   project?: string;
   permissions?: any[];
+  models?: FeatureModelInfo[];
 }
 
 type FeatureColumn =
@@ -43,11 +49,23 @@ type FeatureColumn =
 
 const FeatureListPage = () => {
   const { projectName } = useParams();
-  const registryUrl = useContext(RegistryPathContext);
-  const { data, isLoading, isError } = useLoadRegistry(
-    registryUrl,
-    projectName,
-  );
+  const {
+    data: features,
+    isLoading,
+    isError,
+  } = useResourceQuery<any[]>({
+    resourceType: "features-list",
+    project: projectName,
+    restPath: featuresListPath(projectName),
+    restSelect: (d) => d.features,
+  });
+  const { data: permissions } = useResourceQuery<any[]>({
+    resourceType: "permissions",
+    project: projectName,
+    restPath: `/permissions?project=${encodeURIComponent(projectName || "")}`,
+    restSelect: (d) => d.permissions,
+  });
+  const { data: featureModelsData } = useLoadFeatureModels();
   const [searchText, setSearchText] = useState("");
   const [selectedPermissionAction, setSelectedPermissionAction] = useState("");
 
@@ -57,27 +75,24 @@ const FeatureListPage = () => {
   const [pageIndex, setPageIndex] = useState(0);
   const [pageSize, setPageSize] = useState(100);
 
-  const featuresWithPermissions: Feature[] = (data?.allFeatures || []).map(
-    (feature) => {
-      return {
-        ...feature,
-        permissions: getEntityPermissions(
-          selectedPermissionAction
-            ? filterPermissionsByAction(
-                data?.permissions,
-                selectedPermissionAction,
-              )
-            : data?.permissions,
-          FEAST_FCO_TYPES.featureView,
-          feature.featureView,
-        ),
-      };
-    },
-  );
+  const featuresWithPermissions: Feature[] = (features || []).map((feature) => {
+    const featureRef = `${feature.featureView}:${feature.name}`;
+    return {
+      ...feature,
+      models: featureModelsData?.feature_models?.[featureRef] || [],
+      permissions: getEntityPermissions(
+        selectedPermissionAction
+          ? filterPermissionsByAction(permissions, selectedPermissionAction)
+          : permissions,
+        FEAST_FCO_TYPES.featureView,
+        feature.featureView,
+      ),
+    };
+  });
 
-  const features: Feature[] = featuresWithPermissions;
+  const enrichedFeatures: Feature[] = featuresWithPermissions;
 
-  const filteredFeatures = features.filter((feature) =>
+  const filteredFeatures = enrichedFeatures.filter((feature) =>
     feature.name.toLowerCase().includes(searchText.toLowerCase()),
   );
 
@@ -126,6 +141,47 @@ const FeatureListPage = () => {
       },
     },
     { name: "Type", field: "type", sortable: true },
+    {
+      name: "Models",
+      field: "models",
+      sortable: false,
+      render: (models: FeatureModelInfo[]) => {
+        if (!models || models.length === 0) {
+          return (
+            <EuiText size="xs" color="subdued">
+              --
+            </EuiText>
+          );
+        }
+        if (models.length === 1) {
+          return (
+            <EuiBadge
+              color="hollow"
+              href={models[0].mlflow_url}
+              target="_blank"
+            >
+              {models[0].model_name} v{models[0].version}
+            </EuiBadge>
+          );
+        }
+        return (
+          <EuiToolTip
+            position="top"
+            content={
+              <div>
+                {models.map((m) => (
+                  <div key={`${m.model_name}_v${m.version}`}>
+                    {m.model_name} v{m.version}
+                  </div>
+                ))}
+              </div>
+            }
+          >
+            <EuiBadge color="hollow">{models.length} models</EuiBadge>
+          </EuiToolTip>
+        );
+      },
+    },
     {
       name: "Permissions",
       field: "permissions",
diff --git a/ui/src/pages/features/useLoadFeature.ts b/ui/src/pages/features/useLoadFeature.ts
index 54bf31e996f..be322a9c8aa 100644
--- a/ui/src/pages/features/useLoadFeature.ts
+++ b/ui/src/pages/features/useLoadFeature.ts
@@ -1,27 +1,32 @@
-import { useContext } from "react";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import { useParams } from "react-router-dom";
+import useResourceQuery, {
+  featureDetailPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadFeature = (featureViewName: string, featureName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
+  const { projectName } = useParams();
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.featureViews?.find((fv) => {
-          return fv?.spec?.name === featureViewName;
-        });
+  const fvQuery = useResourceQuery<any>({
+    resourceType: `feature:${featureViewName}:${featureName}`,
+    project: projectName,
+    restPath: featureDetailPath(
+      featureViewName,
+      featureName,
+      projectName || "",
+    ),
+    restSelect: (d) => d,
+    enabled: !!featureViewName && !!featureName,
+  });
 
   const featureData =
-    data === undefined
+    fvQuery.data === undefined
       ? undefined
-      : data?.spec?.features?.find((f) => {
-          return f.name === featureName;
-        });
+      : fvQuery.data?.spec?.features?.find(
+          (f: any) => f.name === featureName,
+        ) || fvQuery.data;
 
   return {
-    ...registryQuery,
+    ...fvQuery,
     featureData,
   };
 };
diff --git a/ui/src/pages/saved-data-sets/DatasetOverviewTab.tsx b/ui/src/pages/saved-data-sets/DatasetOverviewTab.tsx
index 9ee7dd1aa42..d9a0ab43af9 100644
--- a/ui/src/pages/saved-data-sets/DatasetOverviewTab.tsx
+++ b/ui/src/pages/saved-data-sets/DatasetOverviewTab.tsx
@@ -69,7 +69,7 @@ const EntityOverviewTab = () => {
                 <EuiHorizontalRule margin="xs" />
                 <DatasetJoinKeysTable
                   joinKeys={
-                    data?.spec?.joinKeys!.map((joinKey) => {
+                    data?.spec?.joinKeys!.map((joinKey: any) => {
                       return { name: joinKey };
                     })!
                   }
diff --git a/ui/src/pages/saved-data-sets/Index.tsx b/ui/src/pages/saved-data-sets/Index.tsx
index c6cc81f4146..f78ee572ae6 100644
--- a/ui/src/pages/saved-data-sets/Index.tsx
+++ b/ui/src/pages/saved-data-sets/Index.tsx
@@ -1,28 +1,25 @@
-import React, { useContext } from "react";
+import React from "react";
+import { useParams } from "react-router-dom";
 
 import { EuiPageTemplate, EuiLoadingSpinner } from "@elastic/eui";
 
 import { DatasetIcon } from "../../graphics/DatasetIcon";
 
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
 import DatasetsListingTable from "./DatasetsListingTable";
 import DatasetsIndexEmptyState from "./DatasetsIndexEmptyState";
+import useResourceQuery, {
+  savedDatasetListPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadSavedDataSets = () => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.savedDatasets;
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  const { projectName } = useParams();
+  return useResourceQuery<any[]>({
+    resourceType: "saved-datasets-list",
+    project: projectName,
+    restPath: savedDatasetListPath(projectName),
+    restSelect: (d) => d.savedDatasets,
+  });
 };
 
 const Index = () => {
diff --git a/ui/src/pages/saved-data-sets/useLoadDataset.ts b/ui/src/pages/saved-data-sets/useLoadDataset.ts
index 40f8a8ebd48..c560f7f9eb6 100644
--- a/ui/src/pages/saved-data-sets/useLoadDataset.ts
+++ b/ui/src/pages/saved-data-sets/useLoadDataset.ts
@@ -1,22 +1,18 @@
-import { useContext } from "react";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import { useParams } from "react-router-dom";
+import useResourceQuery, {
+  savedDatasetDetailPath,
+} from "../../queries/useResourceQuery";
 
-const useLoadEntity = (entityName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
+const useLoadDataset = (datasetName: string) => {
+  const { projectName } = useParams();
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.savedDatasets?.find(
-          (fv) => fv.spec?.name === entityName,
-        );
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any>({
+    resourceType: `saved-dataset:${datasetName}`,
+    project: projectName,
+    restPath: savedDatasetDetailPath(datasetName, projectName || ""),
+    restSelect: (d) => d,
+    enabled: !!datasetName,
+  });
 };
 
-export default useLoadEntity;
+export default useLoadDataset;
diff --git a/ui/src/parsers/types.ts b/ui/src/parsers/types.ts
index 1e515f23f34..9f88660aad2 100644
--- a/ui/src/parsers/types.ts
+++ b/ui/src/parsers/types.ts
@@ -3,6 +3,8 @@ enum FEAST_FCO_TYPES {
   entity = "entity",
   featureView = "featureView",
   featureService = "featureService",
+  mlflowRun = "mlflowRun",
+  mlflowModel = "mlflowModel",
 }
 
 export { FEAST_FCO_TYPES };
diff --git a/ui/src/queries/restApiClient.ts b/ui/src/queries/restApiClient.ts
new file mode 100644
index 00000000000..4cf2cb64bdd
--- /dev/null
+++ b/ui/src/queries/restApiClient.ts
@@ -0,0 +1,40 @@
+import type { FetchOptions } from "../contexts/DataModeContext";
+
+class RestApiError extends Error {
+  status: number;
+  constructor(message: string, status: number) {
+    super(message);
+    this.name = "RestApiError";
+    this.status = status;
+  }
+}
+
+const restFetch = async <T>(
+  baseUrl: string,
+  path: string,
+  fetchOptions?: FetchOptions,
+): Promise<T> => {
+  const url = `${baseUrl}${path}`;
+  const headers: Record<string, string> = {
+    Accept: "application/json",
+    ...fetchOptions?.headers,
+  };
+
+  const res = await fetch(url, {
+    method: "GET",
+    headers,
+    credentials: fetchOptions?.credentials,
+  });
+
+  if (!res.ok) {
+    throw new RestApiError(
+      `REST API error: ${res.status} ${res.statusText}`,
+      res.status,
+    );
+  }
+
+  return res.json();
+};
+
+export default restFetch;
+export { RestApiError };
diff --git a/ui/src/queries/useLoadFeatureModels.ts b/ui/src/queries/useLoadFeatureModels.ts
new file mode 100644
index 00000000000..dc6f97843d0
--- /dev/null
+++ b/ui/src/queries/useLoadFeatureModels.ts
@@ -0,0 +1,37 @@
+import { useQuery } from "react-query";
+
+export interface FeatureModelInfo {
+  model_name: string;
+  version: string;
+  stage: string;
+  mlflow_url: string;
+}
+
+interface FeatureModelsResponse {
+  feature_models: Record<string, FeatureModelInfo[]>;
+  error?: string;
+}
+
+const useLoadFeatureModels = () => {
+  return useQuery<FeatureModelsResponse>(
+    "feature-models",
+    () => {
+      return fetch("/api/mlflow-feature-models")
+        .then((res) => {
+          if (!res.ok) {
+            return { feature_models: {} };
+          }
+          return res.json();
+        })
+        .catch(() => {
+          return { feature_models: {} };
+        });
+    },
+    {
+      staleTime: 60000,
+      retry: false,
+    },
+  );
+};
+
+export default useLoadFeatureModels;
diff --git a/ui/src/queries/useLoadFeatureUsage.ts b/ui/src/queries/useLoadFeatureUsage.ts
new file mode 100644
index 00000000000..c797abe88ce
--- /dev/null
+++ b/ui/src/queries/useLoadFeatureUsage.ts
@@ -0,0 +1,35 @@
+import { useQuery } from "react-query";
+
+interface FeatureUsageEntry {
+  run_count: number;
+  last_used: number | null;
+  models: string[];
+}
+
+interface FeatureUsageResponse {
+  feature_usage: Record<string, FeatureUsageEntry>;
+  mlflow_enabled?: boolean;
+  error?: string;
+}
+
+const fetchFeatureUsage = async (): Promise<FeatureUsageResponse> => {
+  const response = await fetch("/api/mlflow-feature-usage");
+  if (!response.ok) {
+    throw new Error(`Failed to fetch feature usage: ${response.statusText}`);
+  }
+  return response.json();
+};
+
+const useLoadFeatureUsage = () => {
+  return useQuery<FeatureUsageResponse>(
+    "mlflowFeatureUsage",
+    fetchFeatureUsage,
+    {
+      staleTime: 5 * 60 * 1000,
+      refetchOnWindowFocus: false,
+    },
+  );
+};
+
+export default useLoadFeatureUsage;
+export type { FeatureUsageEntry, FeatureUsageResponse };
diff --git a/ui/src/queries/useLoadMlflowRuns.ts b/ui/src/queries/useLoadMlflowRuns.ts
new file mode 100644
index 00000000000..041fd41137d
--- /dev/null
+++ b/ui/src/queries/useLoadMlflowRuns.ts
@@ -0,0 +1,52 @@
+import { useQuery } from "react-query";
+
+export interface RegisteredModelInfo {
+  model_name: string;
+  version: string;
+  stage: string;
+  mlflow_url: string;
+}
+
+export interface MlflowRunData {
+  run_id: string;
+  run_name: string;
+  status: string;
+  start_time: number;
+  feature_service: string | null;
+  feature_views: string[];
+  feature_refs: string[];
+  retrieval_type: string | null;
+  entity_count: string | null;
+  mlflow_url: string;
+  registered_models: RegisteredModelInfo[];
+}
+
+interface MlflowRunsResponse {
+  runs: MlflowRunData[];
+  mlflow_uri: string | null;
+  error?: string;
+}
+
+const useLoadMlflowRuns = () => {
+  return useQuery<MlflowRunsResponse>(
+    "mlflow-runs",
+    () => {
+      return fetch("/api/mlflow-runs")
+        .then((res) => {
+          if (!res.ok) {
+            return { runs: [], mlflow_uri: null };
+          }
+          return res.json();
+        })
+        .catch(() => {
+          return { runs: [], mlflow_uri: null };
+        });
+    },
+    {
+      staleTime: 30000,
+      retry: false,
+    },
+  );
+};
+
+export default useLoadMlflowRuns;
diff --git a/ui/src/queries/useLoadRegistry.ts b/ui/src/queries/useLoadRegistry.ts
index e3f5ac87a1d..abd490dab38 100644
--- a/ui/src/queries/useLoadRegistry.ts
+++ b/ui/src/queries/useLoadRegistry.ts
@@ -4,18 +4,20 @@ import parseEntityRelationships, {
   EntityRelation,
 } from "../parsers/parseEntityRelationships";
 import parseIndirectRelationships from "../parsers/parseIndirectRelationships";
-import { feast } from "../protos";
+import { useDataMode } from "../contexts/DataModeContext";
+import restFetch from "./restApiClient";
+import type { FetchOptions } from "../contexts/DataModeContext";
 
 interface FeatureStoreAllData {
   project: string;
   description?: string;
-  objects: feast.core.Registry;
+  objects: any;
   relationships: EntityRelation[];
   mergedFVMap: Record<string, genericFVType>;
   mergedFVList: genericFVType[];
   indirectRelationships: EntityRelation[];
   allFeatures: Feature[];
-  permissions?: any[]; // Add permissions field
+  permissions?: any[];
 }
 
 interface Feature {
@@ -25,251 +27,185 @@ interface Feature {
   project?: string;
 }
 
-const useLoadRegistry = (url: string, projectName?: string) => {
-  return useQuery(
-    `registry:${url}:${projectName || "all"}`,
-    () => {
-      return fetch(url, {
-        headers: {
-          "Content-Type": "application/json",
-        },
-      })
-        .then((res) => {
-          const contentType = res.headers.get("content-type");
-          if (contentType && contentType.includes("application/json")) {
-            return res.json();
-          } else {
-            return res.arrayBuffer();
-          }
-        })
-        .then<FeatureStoreAllData>((data) => {
-          let objects;
-
-          if (data instanceof ArrayBuffer) {
-            objects = feast.core.Registry.decode(new Uint8Array(data));
-          } else {
-            objects = data;
-          }
-          // const objects = FeastRegistrySchema.parse(json);
-
-          if (!objects.featureViews) {
-            objects.featureViews = [];
-          }
-
-          // Filter objects by project if projectName is provided
-          // Skip filtering if projectName is "all" (All Projects view)
-          // Only filter if we detect that the registry contains multiple projects
-          if (projectName && projectName !== "all") {
-            // Check if the registry actually has multiple projects
-            const projectsInRegistry = new Set();
-            objects.featureViews?.forEach((fv: any) => {
-              if (fv?.spec?.project) projectsInRegistry.add(fv.spec.project);
-            });
-            objects.entities?.forEach((entity: any) => {
-              if (entity?.spec?.project)
-                projectsInRegistry.add(entity.spec.project);
-            });
-
-            // Only apply filtering if there are actually multiple projects in the registry
-            // OR if the projectName matches one of the projects in the registry
-            const shouldFilter =
-              projectsInRegistry.size > 1 ||
-              projectsInRegistry.has(projectName);
-
-            if (shouldFilter && projectsInRegistry.has(projectName)) {
-              if (objects.featureViews) {
-                objects.featureViews = objects.featureViews.filter(
-                  (fv: any) => fv?.spec?.project === projectName,
-                );
-              }
-              if (objects.entities) {
-                objects.entities = objects.entities.filter(
-                  (entity: any) => entity?.spec?.project === projectName,
-                );
-              }
-              if (objects.dataSources) {
-                objects.dataSources = objects.dataSources.filter(
-                  (ds: any) => ds?.project === projectName,
-                );
-              }
-              if (objects.featureServices) {
-                objects.featureServices = objects.featureServices.filter(
-                  (fs: any) => fs?.spec?.project === projectName,
-                );
-              }
-              if (objects.onDemandFeatureViews) {
-                objects.onDemandFeatureViews =
-                  objects.onDemandFeatureViews.filter(
-                    (odfv: any) => odfv?.spec?.project === projectName,
-                  );
-              }
-              if (objects.streamFeatureViews) {
-                objects.streamFeatureViews = objects.streamFeatureViews.filter(
-                  (sfv: any) => sfv?.spec?.project === projectName,
-                );
-              }
-              if (objects.savedDatasets) {
-                objects.savedDatasets = objects.savedDatasets.filter(
-                  (sd: any) => sd?.spec?.project === projectName,
-                );
-              }
-              if (objects.validationReferences) {
-                objects.validationReferences =
-                  objects.validationReferences.filter(
-                    (vr: any) => vr?.project === projectName,
-                  );
-              }
-              if (objects.permissions) {
-                objects.permissions = objects.permissions.filter(
-                  (perm: any) =>
-                    perm?.spec?.project === projectName || !perm?.spec?.project,
-                );
-              }
-            }
-          }
-
-          if (
-            process.env.NODE_ENV === "test" &&
-            objects.featureViews.length === 0
-          ) {
-            try {
-              const fs = require("fs");
-              const path = require("path");
-              const { feast } = require("../protos");
-
-              const registry = fs.readFileSync(
-                path.resolve(__dirname, "../../public/registry.db"),
-              );
-              const parsedRegistry = feast.core.Registry.decode(registry);
-
-              if (
-                parsedRegistry.featureViews &&
-                parsedRegistry.featureViews.length > 0
-              ) {
-                objects.featureViews = parsedRegistry.featureViews;
-              }
-            } catch (e) {
-              console.error("Error loading test registry:", e);
-            }
-          }
-
-          const { mergedFVMap, mergedFVList } = mergedFVTypes(objects);
-
-          const relationships = parseEntityRelationships(objects);
-
-          // Only contains Entity -> FS or DS -> FS relationships
-          const indirectRelationships = parseIndirectRelationships(
-            relationships,
-            objects,
-          );
+// ---------------------------------------------------------------------------
+// Shared post-processing (used by the bulk REST fetch)
+// ---------------------------------------------------------------------------
+
+const assembleFeatureStoreData = (
+  objects: any,
+  projectName?: string,
+): FeatureStoreAllData => {
+  const { mergedFVMap, mergedFVList } = mergedFVTypes(objects);
+  const relationships = parseEntityRelationships(objects);
+  const indirectRelationships = parseIndirectRelationships(
+    relationships,
+    objects,
+  );
 
-          // console.log({
-          //   objects,
-          //   mergedFVMap,
-          //   mergedFVList,
-          //   relationships,
-          //   indirectRelationships,
-          // });
-          const allFeatures: Feature[] =
-            objects.featureViews?.flatMap(
-              (fv: any) =>
-                fv?.spec?.features?.map((feature: any) => ({
-                  name: feature.name ?? "Unknown",
-                  featureView: fv?.spec?.name || "Unknown FeatureView",
-                  type:
-                    feature.valueType != null
-                      ? feast.types.ValueType.Enum[feature.valueType]
-                      : "Unknown Type",
-                  project: fv?.spec?.project, // Include project from parent feature view
-                })) || [],
-            ) || [];
+  const allFeatures: Feature[] =
+    objects.featureViews?.flatMap(
+      (fv: any) =>
+        fv?.spec?.features?.map((feature: any) => ({
+          name: feature.name ?? "Unknown",
+          featureView: fv?.spec?.name || "Unknown FeatureView",
+          type:
+            feature.valueType != null
+              ? typeof feature.valueType === "number"
+                ? String(feature.valueType)
+                : feature.valueType
+              : "Unknown Type",
+          project: fv?.spec?.project || fv?.project,
+        })) || [],
+    ) || [];
+
+  let resolvedProjectName: string =
+    projectName === "all"
+      ? "All Projects"
+      : projectName ||
+        (objects.projects &&
+        objects.projects.length > 0 &&
+        objects.projects[0].spec &&
+        objects.projects[0].spec.name
+          ? objects.projects[0].spec.name
+          : objects.project
+            ? objects.project
+            : "default");
+
+  let projectDescription: string | undefined;
+  if (projectName === "all") {
+    projectDescription = "View data across all projects";
+  } else if (objects.projects && objects.projects.length > 0) {
+    const currentProject = objects.projects.find(
+      (p: any) => p?.spec?.name === resolvedProjectName,
+    );
+    if (currentProject?.spec) {
+      projectDescription = currentProject.spec.description;
+    }
+  }
+
+  return {
+    project: resolvedProjectName,
+    description: projectDescription,
+    objects,
+    mergedFVMap,
+    mergedFVList,
+    relationships,
+    indirectRelationships,
+    allFeatures,
+    permissions: objects.permissions || [],
+  };
+};
 
-          // Use the provided projectName parameter if available, otherwise try to determine from registry
-          let resolvedProjectName: string =
-            projectName === "all"
-              ? "All Projects"
-              : projectName ||
-                (process.env.NODE_ENV === "test"
-                  ? "credit_scoring_aws"
-                  : objects.projects &&
-                      objects.projects.length > 0 &&
-                      objects.projects[0].spec &&
-                      objects.projects[0].spec.name
-                    ? objects.projects[0].spec.name
-                    : objects.project
-                      ? objects.project
-                      : "credit_scoring_aws");
+// ---------------------------------------------------------------------------
+// REST fetch strategy
+// ---------------------------------------------------------------------------
+
+const fetchREST = async (
+  apiBaseUrl: string,
+  projectName?: string,
+  fetchOptions?: FetchOptions,
+): Promise<FeatureStoreAllData> => {
+  const projectParam =
+    projectName && projectName !== "all"
+      ? `?project=${encodeURIComponent(projectName)}`
+      : "";
+  const useAllEndpoint = !projectParam;
+
+  const [
+    entitiesResp,
+    featureViewsResp,
+    featureServicesResp,
+    dataSourcesResp,
+    savedDatasetsResp,
+    projectsResp,
+  ] = await Promise.all([
+    restFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/entities/all?include_relationships=true"
+        : `/entities${projectParam}&include_relationships=true`,
+      fetchOptions,
+    ),
+    restFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/feature_views/all?include_relationships=true"
+        : `/feature_views${projectParam}&include_relationships=true`,
+      fetchOptions,
+    ),
+    restFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/feature_services/all?include_relationships=true"
+        : `/feature_services${projectParam}&include_relationships=true`,
+      fetchOptions,
+    ),
+    restFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/data_sources/all?include_relationships=true"
+        : `/data_sources${projectParam}&include_relationships=true`,
+      fetchOptions,
+    ),
+    restFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/saved_datasets/all?include_relationships=true"
+        : `/saved_datasets${projectParam}&include_relationships=true`,
+      fetchOptions,
+    ),
+    restFetch<any>(apiBaseUrl, "/projects", fetchOptions),
+  ]);
+
+  const entities = entitiesResp.entities || [];
+  const allFeatureViews = featureViewsResp.featureViews || [];
+  const featureServices = featureServicesResp.featureServices || [];
+  const dataSources = dataSourcesResp.dataSources || [];
+  const savedDatasets = savedDatasetsResp.savedDatasets || [];
+  const projects = projectsResp.projects || [];
+
+  const featureViews: any[] = [];
+  const onDemandFeatureViews: any[] = [];
+  const streamFeatureViews: any[] = [];
+
+  for (const fv of allFeatureViews) {
+    const fvType = fv.type;
+    if (fvType === "onDemandFeatureView") {
+      onDemandFeatureViews.push(fv);
+    } else if (fvType === "streamFeatureView") {
+      streamFeatureViews.push(fv);
+    } else {
+      featureViews.push(fv);
+    }
+  }
+
+  const objects: any = {
+    entities,
+    featureViews,
+    onDemandFeatureViews,
+    streamFeatureViews,
+    featureServices,
+    dataSources,
+    savedDatasets,
+    projects,
+  };
+
+  return assembleFeatureStoreData(objects, projectName);
+};
 
-          let projectDescription = undefined;
+// ---------------------------------------------------------------------------
+// Public hook
+// ---------------------------------------------------------------------------
 
-          // Find project description from the projects array
-          if (projectName === "all") {
-            projectDescription = "View data across all projects";
-          } else if (objects.projects && objects.projects.length > 0) {
-            const currentProject = objects.projects.find(
-              (p: any) => p?.spec?.name === resolvedProjectName,
-            );
-            if (currentProject?.spec) {
-              projectDescription = currentProject.spec.description;
-            }
-          }
+const useLoadRegistry = (url: string, projectName?: string) => {
+  const { fetchOptions } = useDataMode();
 
-          return {
-            project: resolvedProjectName,
-            description: projectDescription,
-            objects,
-            mergedFVMap,
-            mergedFVList,
-            relationships,
-            indirectRelationships,
-            allFeatures,
-            permissions:
-              objects.permissions && objects.permissions.length > 0
-                ? objects.permissions
-                : [
-                    {
-                      spec: {
-                        name: "zipcode-features-reader",
-                        types: [2], // FeatureView
-                        name_patterns: ["zipcode_features"],
-                        policy: { roles: ["analyst", "data_scientist"] },
-                        actions: [1, 4, 5], // DESCRIBE, READ_ONLINE, READ_OFFLINE
-                      },
-                    },
-                    {
-                      spec: {
-                        name: "zipcode-source-writer",
-                        types: [7], // FileSource
-                        name_patterns: ["zipcode"],
-                        policy: { roles: ["admin", "data_engineer"] },
-                        actions: [0, 2, 7], // CREATE, UPDATE, WRITE_OFFLINE
-                      },
-                    },
-                    {
-                      spec: {
-                        name: "credit-score-v1-reader",
-                        types: [6], // FeatureService
-                        name_patterns: ["credit_score_v1"],
-                        policy: { roles: ["model_user", "data_scientist"] },
-                        actions: [1, 4], // DESCRIBE, READ_ONLINE
-                      },
-                    },
-                    {
-                      spec: {
-                        name: "risky-features-reader",
-                        types: [2, 6], // FeatureView, FeatureService
-                        name_patterns: [],
-                        required_tags: { stage: "prod" },
-                        policy: { roles: ["trusted_analyst"] },
-                        actions: [5], // READ_OFFLINE
-                      },
-                    },
-                  ],
-          };
-        });
-    },
+  return useQuery(
+    ["registry-rest-bulk", url, projectName || "all"],
+    () => fetchREST(url, projectName, fetchOptions),
     {
-      staleTime: Infinity, // Given that we are reading from a registry dump, this seems reasonable for now.
+      staleTime: 30_000,
+      enabled: !!url,
     },
   );
 };
diff --git a/ui/src/queries/useResourceQuery.ts b/ui/src/queries/useResourceQuery.ts
new file mode 100644
index 00000000000..3047f50af46
--- /dev/null
+++ b/ui/src/queries/useResourceQuery.ts
@@ -0,0 +1,193 @@
+import { useContext } from "react";
+import { useQuery, UseQueryResult } from "react-query";
+import RegistryPathContext from "../contexts/RegistryPathContext";
+import { useDataMode } from "../contexts/DataModeContext";
+import restFetch from "./restApiClient";
+import { FEAST_FV_TYPES, genericFVType } from "../parsers/mergedFVTypes";
+
+interface ResourceQueryOptions<T> {
+  resourceType: string;
+  project?: string;
+  restPath: string;
+  restSelect?: (data: any) => T | undefined;
+  enabled?: boolean;
+}
+
+/**
+ * Generic hook for fetching a specific resource slice via REST API.
+ *
+ * Each caller fires its own lightweight endpoint request, and react-query
+ * deduplicates identical keys automatically.
+ */
+function useResourceQuery<T>({
+  resourceType,
+  project,
+  restPath,
+  restSelect,
+  enabled = true,
+}: ResourceQueryOptions<T>): UseQueryResult<T | undefined> {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  return useQuery<any, Error, T | undefined>(
+    ["rest", resourceType, registryUrl, project || "all"],
+    () => restFetch<any>(registryUrl, restPath, fetchOptions),
+    {
+      enabled: !!registryUrl && enabled,
+      staleTime: 30_000,
+      select: restSelect,
+    },
+  );
+}
+
+// ---------------------------------------------------------------------------
+// REST endpoint path builders
+// ---------------------------------------------------------------------------
+
+function entityListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/entities?project=${encodeURIComponent(project)}&include_relationships=true`;
+  }
+  return "/entities/all?limit=100&include_relationships=true";
+}
+
+function entityDetailPath(name: string, project: string): string {
+  return `/entities/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}&include_relationships=true`;
+}
+
+function featureViewListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/feature_views?project=${encodeURIComponent(project)}&include_relationships=true`;
+  }
+  return "/feature_views/all?limit=100&include_relationships=true";
+}
+
+function featureViewDetailPath(name: string, project: string): string {
+  return `/feature_views/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}&include_relationships=true`;
+}
+
+function featureServiceListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/feature_services?project=${encodeURIComponent(project)}&include_relationships=true`;
+  }
+  return "/feature_services/all?limit=100&include_relationships=true";
+}
+
+function featureServiceDetailPath(name: string, project: string): string {
+  return `/feature_services/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}&include_relationships=true`;
+}
+
+function dataSourceListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/data_sources?project=${encodeURIComponent(project)}&include_relationships=true`;
+  }
+  return "/data_sources/all?limit=100&include_relationships=true";
+}
+
+function dataSourceDetailPath(name: string, project: string): string {
+  return `/data_sources/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}&include_relationships=true`;
+}
+
+function savedDatasetListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/saved_datasets?project=${encodeURIComponent(project)}`;
+  }
+  return "/saved_datasets/all?limit=100";
+}
+
+function savedDatasetDetailPath(name: string, project: string): string {
+  return `/saved_datasets/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}`;
+}
+
+function featuresListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/features?project=${encodeURIComponent(project)}`;
+  }
+  return "/features/all?limit=100";
+}
+
+function featureDetailPath(
+  featureViewName: string,
+  featureName: string,
+  project: string,
+): string {
+  return `/features/${encodeURIComponent(featureViewName)}/${encodeURIComponent(featureName)}?project=${encodeURIComponent(project)}`;
+}
+
+// ---------------------------------------------------------------------------
+// REST response → mergedFVList converter
+// ---------------------------------------------------------------------------
+
+function restFeatureViewsToMergedList(resp: any): genericFVType[] {
+  const featureViews = resp?.featureViews || [];
+  return featureViews.map((fv: any) => {
+    const fvType = fv.type;
+    if (fvType === "onDemandFeatureView") {
+      return {
+        name: fv.spec?.name,
+        type: FEAST_FV_TYPES.ondemand,
+        features: fv.spec?.features || [],
+        object: fv,
+      };
+    }
+    if (fvType === "streamFeatureView") {
+      return {
+        name: fv.spec?.name,
+        type: FEAST_FV_TYPES.stream,
+        features: fv.spec?.features || [],
+        object: fv,
+      };
+    }
+    return {
+      name: fv.spec?.name,
+      type: FEAST_FV_TYPES.regular,
+      features: fv.spec?.features || [],
+      object: fv,
+    };
+  });
+}
+
+function restFeatureViewDetailToGeneric(resp: any): genericFVType | undefined {
+  if (!resp || !resp.spec) return undefined;
+  const fvType = resp.type;
+  if (fvType === "onDemandFeatureView") {
+    return {
+      name: resp.spec.name,
+      type: FEAST_FV_TYPES.ondemand,
+      features: resp.spec.features || [],
+      object: resp,
+    };
+  }
+  if (fvType === "streamFeatureView") {
+    return {
+      name: resp.spec.name,
+      type: FEAST_FV_TYPES.stream,
+      features: resp.spec.features || [],
+      object: resp,
+    };
+  }
+  return {
+    name: resp.spec.name,
+    type: FEAST_FV_TYPES.regular,
+    features: resp.spec.features || [],
+    object: resp,
+  };
+}
+
+export default useResourceQuery;
+export {
+  entityListPath,
+  entityDetailPath,
+  featureViewListPath,
+  featureViewDetailPath,
+  featureServiceListPath,
+  featureServiceDetailPath,
+  dataSourceListPath,
+  dataSourceDetailPath,
+  savedDatasetListPath,
+  savedDatasetDetailPath,
+  featuresListPath,
+  featureDetailPath,
+  restFeatureViewsToMergedList,
+  restFeatureViewDetailToGeneric,
+};