From 1475aa9d97300b156f0719379112aee77a9d764a Mon Sep 17 00:00:00 2001
From: tokoko <togurgenidze@gmail.com>
Date: Sun, 1 Mar 2026 17:12:18 +0400
Subject: [PATCH 1/6] chore: run duckdb tests seperately

Signed-off-by: tokoko <togurgenidze@gmail.com>
---
 .../workflows/pr_duckdb_integration_tests.yml |   30 +
 Makefile                                      |    3 +
 pixi.lock                                     | 4641 +++++++++++++++++
 pyproject.toml                                |   50 +-
 .../duckdb_repo_configuration.py              |   11 +
 .../feature_repos/repo_configuration.py       |   74 +-
 .../test_hybrid_offline_store.py              |    0
 .../test_universal_historical_retrieval.py    |    5 +-
 8 files changed, 4760 insertions(+), 54 deletions(-)
 create mode 100644 .github/workflows/pr_duckdb_integration_tests.yml
 create mode 100644 pixi.lock
 create mode 100644 sdk/python/tests/integration/feature_repos/duckdb_repo_configuration.py
 delete mode 100644 sdk/python/tests/integration/offline_store/test_hybrid_offline_store.py

diff --git a/.github/workflows/pr_duckdb_integration_tests.yml b/.github/workflows/pr_duckdb_integration_tests.yml
new file mode 100644
index 00000000000..4653107bf3b
--- /dev/null
+++ b/.github/workflows/pr_duckdb_integration_tests.yml
@@ -0,0 +1,30 @@
+name: pr-duckdb-integration-tests
+
+on:
+  pull_request:
+    types:
+      - opened
+      - synchronize
+      - labeled
+
+jobs:
+  integration-test-duckdb-offline:
+    if:
+      ((github.event.action == 'labeled' && (github.event.label.name == 'approved' || github.event.label.name == 'lgtm' || github.event.label.name == 'ok-to-test')) ||
+      (github.event.action != 'labeled' && (contains(github.event.pull_request.labels.*.name, 'ok-to-test') || contains(github.event.pull_request.labels.*.name, 'approved') || contains(github.event.pull_request.labels.*.name, 'lgtm')))) &&
+      github.event.pull_request.base.repo.full_name == 'feast-dev/feast'
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          repository: ${{ github.event.repository.full_name }}
+          ref: ${{ github.ref }}
+          token: ${{ secrets.GITHUB_TOKEN }}
+          submodules: recursive
+      - name: Setup pixi
+        uses: prefix-dev/setup-pixi@v0.8.1
+        with:
+          pixi-version: v0.46.0
+          cache: true
+      - name: Run DuckDB offline store integration tests
+        run: make test-python-universal-duckdb-offline
diff --git a/Makefile b/Makefile
index 471bd6f7c97..ab98c2e1f73 100644
--- a/Makefile
+++ b/Makefile
@@ -245,6 +245,9 @@ test-python-integration-dbt: ## Run dbt integration tests
 		python -m pytest tests/integration/dbt/test_dbt_integration.py -v --tb=short
 	@echo "✓ dbt integration tests completed successfully!"
 
+test-python-universal-duckdb-offline: ## Run Python DuckDB offline store integration tests
+	pixi run -e duckdb-tests test
+
 test-python-universal-spark: ## Run Python Spark integration tests
 	PYTHONPATH='.' \
 	FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.offline_stores.contrib.spark_repo_configuration \
diff --git a/pixi.lock b/pixi.lock
new file mode 100644
index 00000000000..f5c35efc9d4
--- /dev/null
+++ b/pixi.lock
@@ -0,0 +1,4641 @@
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+  - watchfiles>=0.13 ; extra == 'standard'
+  - websockets>=10.4 ; extra == 'standard'
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+- pypi: https://files.pythonhosted.org/packages/ba/ae/6f6f9af7f590b319c94532b9567409ba11f4fa71af1148cab1bf48a07048/uvloop-0.22.1-cp310-cp310-macosx_10_9_x86_64.whl
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+  - sphinxcontrib-asyncio~=0.3.0 ; extra == 'docs'
+  - sphinx-rtd-theme~=0.5.2 ; extra == 'docs'
+  requires_python: '>=3.8.1'
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+  name: uvloop
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+  requires_dist:
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+  - flake8~=6.1 ; extra == 'test'
+  - psutil ; extra == 'test'
+  - pycodestyle~=2.11.0 ; extra == 'test'
+  - pyopenssl~=25.3.0 ; extra == 'test'
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+  - sphinx~=4.1.2 ; extra == 'docs'
+  - sphinxcontrib-asyncio~=0.3.0 ; extra == 'docs'
+  - sphinx-rtd-theme~=0.5.2 ; extra == 'docs'
+  requires_python: '>=3.8.1'
+- pypi: https://files.pythonhosted.org/packages/7b/22/16d5331eaed1cb107b873f6ae1b69e9ced582fcf0c59a50cd84f403b1c32/watchfiles-1.1.1-cp314-cp314-macosx_11_0_arm64.whl
+  name: watchfiles
+  version: 1.1.1
+  sha256: 39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd
+  requires_dist:
+  - anyio>=3.0.0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/a7/1a/206e8cf2dd86fddf939165a57b4df61607a1e0add2785f170a3f616b7d9f/watchfiles-1.1.1-cp310-cp310-macosx_10_12_x86_64.whl
+  name: watchfiles
+  version: 1.1.1
+  sha256: eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c
+  requires_dist:
+  - anyio>=3.0.0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/b3/0f/abaf5262b9c496b5dad4ed3c0e799cbecb1f8ea512ecb6ddd46646a9fca3/watchfiles-1.1.1-cp310-cp310-macosx_11_0_arm64.whl
+  name: watchfiles
+  version: 1.1.1
+  sha256: 03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43
+  requires_dist:
+  - anyio>=3.0.0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/b4/36/ded8aebea91919485b7bbabbd14f5f359326cb5ec218cd67074d1e426d74/watchfiles-1.1.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: watchfiles
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+  sha256: 5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05
+  requires_dist:
+  - anyio>=3.0.0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/c3/f4/0872229324ef69b2c3edec35e84bd57a1289e7d3fe74588048ed8947a323/watchfiles-1.1.1-cp314-cp314-macosx_10_12_x86_64.whl
+  name: watchfiles
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+  sha256: d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5
+  requires_dist:
+  - anyio>=3.0.0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/d5/dc/1a680b7458ffa3b14bb64878112aefc8f2e4f73c5af763cbf0bd43100658/watchfiles-1.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: watchfiles
+  version: 1.1.1
+  sha256: 544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab
+  requires_dist:
+  - anyio>=3.0.0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/10/40/904a4cb30d9b61c0e278899bf36342e9b0208eb3c470324a9ecbaac2a30f/websockets-16.0-cp310-cp310-macosx_11_0_arm64.whl
+  name: websockets
+  version: '16.0'
+  sha256: 583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/19/0f/22ef6107ee52ab7f0b710d55d36f5a5d3ef19e8a205541a6d7ffa7994e5a/websockets-16.0-cp310-cp310-macosx_10_9_x86_64.whl
+  name: websockets
+  version: '16.0'
+  sha256: 8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/63/bc/d3e208028de777087e6fb2b122051a6ff7bbcca0d6df9d9c2bf1dd869ae9/websockets-16.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
+  name: websockets
+  version: '16.0'
+  sha256: 781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/9d/2f/4b3ca7e106bc608744b1cdae041e005e446124bebb037b18799c2d356864/websockets-16.0-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
+  name: websockets
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+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/bb/f4/d3c9220d818ee955ae390cf319a7c7a467beceb24f05ee7aaaa2414345ba/websockets-16.0-cp314-cp314-macosx_11_0_arm64.whl
+  name: websockets
+  version: '16.0'
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+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/f2/78/e63be1bf0724eeb4616efb1ae1c9044f7c3953b7957799abb5915bffd38e/websockets-16.0-cp314-cp314-macosx_10_15_x86_64.whl
+  name: websockets
+  version: '16.0'
+  sha256: daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/25/e9/96dd77728b54a899d4ce2798d7b1296989ce687ed3c0cb917d6b3154bf5d/wrapt-2.1.1-cp310-cp310-macosx_11_0_arm64.whl
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+  sha256: e1c99544b6a7d40ca22195563b6d8bc3986ee8bb82f272f31f0670fe9440c869
+  requires_dist:
+  - pytest ; extra == 'dev'
+  - setuptools ; extra == 'dev'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/44/79/4c755b45df6ef30c0dd628ecfaa0c808854be147ca438429da70a162833c/wrapt-2.1.1-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
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+  sha256: b2be3fa5f4efaf16ee7c77d0556abca35f5a18ad4ac06f0ef3904c3399010ce9
+  requires_dist:
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+  - setuptools ; extra == 'dev'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/ca/21/293b657a27accfbbbb6007ebd78af0efa2083dac83e8f523272ea09b4638/wrapt-2.1.1-cp310-cp310-macosx_10_9_x86_64.whl
+  name: wrapt
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+  requires_dist:
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+  - setuptools ; extra == 'dev'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl
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+  requires_dist:
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+  - jaraco-itertools ; extra == 'test'
+  - jaraco-functools ; extra == 'test'
+  - more-itertools ; extra == 'test'
+  - big-o ; extra == 'test'
+  - pytest-ignore-flaky ; extra == 'test'
+  - jaraco-test ; extra == 'test'
+  - sphinx>=3.5 ; extra == 'doc'
+  - jaraco-packaging>=9.3 ; extra == 'doc'
+  - rst-linker>=1.9 ; extra == 'doc'
+  - furo ; extra == 'doc'
+  - sphinx-lint ; extra == 'doc'
+  - jaraco-tidelift>=1.4 ; extra == 'doc'
+  - pytest-checkdocs>=2.4 ; 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'
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
+  sha256: 68f0206ca6e98fea941e5717cec780ed2873ffabc0e1ed34428c061e2c6268c7
+  md5: 4a13eeac0b5c8e5b8ab496e6c4ddd829
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libzlib >=1.3.1,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 601375
+  timestamp: 1764777111296
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h3eecb57_6.conda
+  sha256: 47101a4055a70a4876ffc87b750ab2287b67eca793f21c8224be5e1ee6394d3f
+  md5: 727109b184d680772e3122f40136d5ca
+  depends:
+  - __osx >=10.13
+  - libzlib >=1.3.1,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 528148
+  timestamp: 1764777156963
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hbf9d68e_6.conda
+  sha256: 9485ba49e8f47d2b597dd399e88f4802e100851b27c21d7525625b0b4025a5d9
+  md5: ab136e4c34e97f34fb621d2592a393d8
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.3.1,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 433413
+  timestamp: 1764777166076
diff --git a/pyproject.toml b/pyproject.toml
index 7c280c9d323..f1be86b3716 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -130,10 +130,27 @@ mcp = ["fastapi_mcp"]
 
 dbt = ["dbt-artifacts-parser"]
 
+test = [
+    "pytest>=6.0.0,<8",
+    "pytest-xdist>=3.8.0",
+    "pytest-timeout==1.4.2",
+    "pytest-lazy-fixture==0.6.3",
+    "pytest-ordering~=0.6.0",
+    "pytest-mock==1.10.4",
+    "pytest-env",
+    "pytest-benchmark>=3.4.1,<4",
+    "pytest-asyncio<=0.24.0",
+    "py>=1.11.0",
+    "testcontainers==4.9.0",
+    "minio==7.2.11",
+    "python-keycloak==4.2.2",
+    "cryptography>=43.0,<44",
+]
+
 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, spark, trino, postgres, pytorch, qdrant, rag, ray, redis, singlestore, snowflake, sqlite_vec]",
     "build",
     "virtualenv==20.23.0",
-    "cryptography>=43.0,<44",
     "dbt-artifacts-parser",
     "ruff>=0.8.0",
     "mypy-protobuf>=3.1",
@@ -141,27 +158,14 @@ ci = [
     "grpcio-testing>=1.56.2,<=1.62.3",
     # FastAPI does not correctly pull starlette dependency on httpx see thread(https://github.com/tiangolo/fastapi/issues/5656).
     "httpx==0.27.2",
-    "minio==7.2.11",
     "mock==2.0.0",
     "moto<5",
     "mypy>=1.4.1,<1.11.3",
     "urllib3>=2.6.3,<3",
     "psutil==5.9.0",
-    "py>=1.11.0",  # https://github.com/pytest-dev/pytest/issues/10420
-    "pytest>=6.0.0,<8",
-    "pytest-asyncio<=0.24.0",
     "pytest-cov",
-    "pytest-xdist",
-    "pytest-benchmark>=3.4.1,<4",
-    "pytest-lazy-fixture==0.6.3",
-    "pytest-timeout==1.4.2",
-    "pytest-ordering~=0.6.0",
-    "pytest-mock==1.10.4",
-    "pytest-env",
     "Sphinx>4.0.0,<7",
     "sqlglot[rs]>=23.4",
-    "testcontainers==4.9.0",
-    "python-keycloak==4.2.2",
     "pre-commit<3.3.2",
     "assertpy==1.1",
     "pip-tools",
@@ -176,7 +180,6 @@ ci = [
     "types-setuptools",
     "types-tabulate",
     "virtualenv<20.24.2",
-    "feast[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, spark, trino, postgres, pytorch, qdrant, rag, ray, redis, singlestore, snowflake, sqlite_vec]"
 ]
 nlp = ["feast[docling, image, milvus, pytorch, rag]"]
 dev = ["feast[ci]"]
@@ -267,3 +270,20 @@ exclude = [
 dev = [
     "pytest-xdist>=3.8.0",
 ]
+
+# Pixi configuration
+[tool.pixi.workspace]
+channels = ["conda-forge"]
+platforms = ["linux-64", "osx-arm64", "osx-64"]
+
+[tool.pixi.feature.duckdb-tests.dependencies]
+python = "~=3.10.0"
+
+[tool.pixi.feature.duckdb-tests.pypi-dependencies]
+feast = { path = ".", editable = true, extras = ["duckdb", "delta", "grpcio", "test"] }
+
+[tool.pixi.feature.duckdb-tests.tasks]
+test = { cmd = "python -m pytest -n 8 --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.integration.feature_repos.duckdb_repo_configuration", FEAST_IS_LOCAL_TEST = "True" } }
+
+[tool.pixi.environments]
+duckdb-tests = ["duckdb-tests"]
diff --git a/sdk/python/tests/integration/feature_repos/duckdb_repo_configuration.py b/sdk/python/tests/integration/feature_repos/duckdb_repo_configuration.py
new file mode 100644
index 00000000000..dfa80fc9d1a
--- /dev/null
+++ b/sdk/python/tests/integration/feature_repos/duckdb_repo_configuration.py
@@ -0,0 +1,11 @@
+from tests.integration.feature_repos.universal.data_sources.file import (
+    DuckDBDataSourceCreator,
+    DuckDBDeltaDataSourceCreator,
+)
+
+AVAILABLE_OFFLINE_STORES = [
+    ("local", DuckDBDataSourceCreator),
+    ("local", DuckDBDeltaDataSourceCreator),
+]
+
+AVAILABLE_ONLINE_STORES = {"sqlite": ({"type": "sqlite"}, None)}
diff --git a/sdk/python/tests/integration/feature_repos/repo_configuration.py b/sdk/python/tests/integration/feature_repos/repo_configuration.py
index b56972a5c53..533f5858451 100644
--- a/sdk/python/tests/integration/feature_repos/repo_configuration.py
+++ b/sdk/python/tests/integration/feature_repos/repo_configuration.py
@@ -27,9 +27,6 @@
     FeatureLoggingConfig,
 )
 from feast.infra.feature_servers.local_process.config import LocalFeatureServerConfig
-from feast.infra.offline_stores.contrib.ray_repo_configuration import (
-    RayDataSourceCreator,
-)
 from feast.permissions.action import AuthzedAction
 from feast.permissions.auth_model import OidcClientAuthConfig
 from feast.permissions.permission import Permission
@@ -43,23 +40,12 @@
 from tests.integration.feature_repos.universal.data_source_creator import (
     DataSourceCreator,
 )
-from tests.integration.feature_repos.universal.data_sources.bigquery import (
-    BigQueryDataSourceCreator,
-)
 from tests.integration.feature_repos.universal.data_sources.file import (
-    DuckDBDataSourceCreator,
-    DuckDBDeltaDataSourceCreator,
     FileDataSourceCreator,
     RemoteOfflineOidcAuthStoreDataSourceCreator,
     RemoteOfflineStoreDataSourceCreator,
     RemoteOfflineTlsStoreDataSourceCreator,
 )
-from tests.integration.feature_repos.universal.data_sources.redshift import (
-    RedshiftDataSourceCreator,
-)
-from tests.integration.feature_repos.universal.data_sources.snowflake import (
-    SnowflakeDataSourceCreator,
-)
 from tests.integration.feature_repos.universal.feature_views import (
     conv_rate_plus_100_feature_view,
     create_conv_rate_request_source,
@@ -72,21 +58,6 @@
     create_order_feature_view,
     create_pushable_feature_view,
 )
-from tests.integration.feature_repos.universal.online_store.bigtable import (
-    BigtableOnlineStoreCreator,
-)
-from tests.integration.feature_repos.universal.online_store.datastore import (
-    DatastoreOnlineStoreCreator,
-)
-from tests.integration.feature_repos.universal.online_store.dynamodb import (
-    DynamoDBOnlineStoreCreator,
-)
-from tests.integration.feature_repos.universal.online_store.milvus import (
-    MilvusOnlineStoreCreator,
-)
-from tests.integration.feature_repos.universal.online_store.redis import (
-    RedisOnlineStoreCreator,
-)
 from tests.integration.feature_repos.universal.online_store_creator import (
     OnlineStoreCreator,
 )
@@ -120,21 +91,24 @@
 
 OFFLINE_STORE_TO_PROVIDER_CONFIG: Dict[str, Tuple[str, Type[DataSourceCreator]]] = {
     "file": ("local", FileDataSourceCreator),
-    "bigquery": ("gcp", BigQueryDataSourceCreator),
-    "redshift": ("aws", RedshiftDataSourceCreator),
-    "snowflake": ("aws", SnowflakeDataSourceCreator),
 }
 
 AVAILABLE_OFFLINE_STORES: List[Tuple[str, Type[DataSourceCreator]]] = [
     ("local", FileDataSourceCreator),
-    ("local", DuckDBDataSourceCreator),
-    ("local", DuckDBDeltaDataSourceCreator),
     ("local", RemoteOfflineStoreDataSourceCreator),
     ("local", RemoteOfflineOidcAuthStoreDataSourceCreator),
     ("local", RemoteOfflineTlsStoreDataSourceCreator),
-    ("local", RayDataSourceCreator),
 ]
 
+try:
+    from feast.infra.offline_stores.contrib.ray_repo_configuration import (
+        RayDataSourceCreator,
+    )
+
+    AVAILABLE_OFFLINE_STORES.append(("local", RayDataSourceCreator))
+except ImportError:
+    pass
+
 if os.getenv("FEAST_IS_LOCAL_TEST", "False") == "True":
     AVAILABLE_OFFLINE_STORES.extend(
         [
@@ -149,6 +123,16 @@
 
 # Only configure Cloud DWH if running full integration tests
 if os.getenv("FEAST_IS_LOCAL_TEST", "False") != "True":
+    from tests.integration.feature_repos.universal.data_sources.bigquery import (
+        BigQueryDataSourceCreator,
+    )
+    from tests.integration.feature_repos.universal.data_sources.redshift import (
+        RedshiftDataSourceCreator,
+    )
+    from tests.integration.feature_repos.universal.data_sources.snowflake import (
+        SnowflakeDataSourceCreator,
+    )
+
     AVAILABLE_OFFLINE_STORES.extend(
         [
             ("gcp", BigQueryDataSourceCreator),
@@ -157,6 +141,10 @@
         ]
     )
 
+    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)
@@ -202,6 +190,22 @@
 
 # Replace online stores with emulated online stores if we're running local integration tests
 if os.getenv("FEAST_LOCAL_ONLINE_CONTAINER", "False").lower() == "true":
+    from tests.integration.feature_repos.universal.online_store.bigtable import (
+        BigtableOnlineStoreCreator,
+    )
+    from tests.integration.feature_repos.universal.online_store.datastore import (
+        DatastoreOnlineStoreCreator,
+    )
+    from tests.integration.feature_repos.universal.online_store.dynamodb import (
+        DynamoDBOnlineStoreCreator,
+    )
+    from tests.integration.feature_repos.universal.online_store.milvus import (
+        MilvusOnlineStoreCreator,
+    )
+    from tests.integration.feature_repos.universal.online_store.redis import (
+        RedisOnlineStoreCreator,
+    )
+
     replacements: Dict[
         str, Tuple[Union[str, Dict[str, Any]], Optional[Type[OnlineStoreCreator]]]
     ] = {
diff --git a/sdk/python/tests/integration/offline_store/test_hybrid_offline_store.py b/sdk/python/tests/integration/offline_store/test_hybrid_offline_store.py
deleted file mode 100644
index e69de29bb2d..00000000000
diff --git a/sdk/python/tests/integration/offline_store/test_universal_historical_retrieval.py b/sdk/python/tests/integration/offline_store/test_universal_historical_retrieval.py
index a56609e53ce..fedf3763966 100644
--- a/sdk/python/tests/integration/offline_store/test_universal_historical_retrieval.py
+++ b/sdk/python/tests/integration/offline_store/test_universal_historical_retrieval.py
@@ -25,9 +25,6 @@
     RemoteOfflineStoreDataSourceCreator,
     RemoteOfflineTlsStoreDataSourceCreator,
 )
-from tests.integration.feature_repos.universal.data_sources.snowflake import (
-    SnowflakeDataSourceCreator,
-)
 from tests.integration.feature_repos.universal.entities import (
     customer,
     driver,
@@ -279,7 +276,7 @@ def test_historical_features_with_entities_from_query(
         raise pytest.skip("Offline source is not sql-based")
 
     data_source_creator = environment.data_source_creator
-    if isinstance(data_source_creator, SnowflakeDataSourceCreator):
+    if type(data_source_creator).__name__ == "SnowflakeDataSourceCreator":
         entity_df_query = f"""
         SELECT "customer_id", "driver_id", "order_id", "origin_id", "destination_id", "event_timestamp"
         FROM "{orders_table}"

From 6be8950dd61bde821c81c6c82824814c897d954b Mon Sep 17 00:00:00 2001
From: tokoko <togurgenidze@gmail.com>
Date: Sun, 1 Mar 2026 17:24:57 +0400
Subject: [PATCH 2/6] fix: pre-commit

Signed-off-by: tokoko <togurgenidze@gmail.com>
---
 .secrets.baseline | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.secrets.baseline b/.secrets.baseline
index 21aa29e8a3a..58308bf8d5f 100644
--- a/.secrets.baseline
+++ b/.secrets.baseline
@@ -1317,14 +1317,14 @@
         "filename": "sdk/python/tests/integration/feature_repos/repo_configuration.py",
         "hashed_secret": "d90e76ef629fb00c95f4e84fec29fbda111e2392",
         "is_verified": false,
-        "line_number": 457
+        "line_number": 461
       },
       {
         "type": "Secret Keyword",
         "filename": "sdk/python/tests/integration/feature_repos/repo_configuration.py",
         "hashed_secret": "5baa61e4c9b93f3f0682250b6cf8331b7ee68fd8",
         "is_verified": false,
-        "line_number": 459
+        "line_number": 463
       }
     ],
     "sdk/python/tests/integration/feature_repos/universal/data_sources/file.py": [
@@ -1539,5 +1539,5 @@
       }
     ]
   },
-  "generated_at": "2026-03-01T00:58:44Z"
+  "generated_at": "2026-03-01T13:20:18Z"
 }

From 9776f02178c02fdcb0a8ae5fe8c2682adc975b06 Mon Sep 17 00:00:00 2001
From: tokoko <togurgenidze@gmail.com>
Date: Sun, 1 Mar 2026 17:48:26 +0400
Subject: [PATCH 3/6] fix: pixi env setup

Signed-off-by: tokoko <togurgenidze@gmail.com>
---
 .github/workflows/pr_duckdb_integration_tests.yml | 1 +
 pyproject.toml                                    | 1 -
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pr_duckdb_integration_tests.yml b/.github/workflows/pr_duckdb_integration_tests.yml
index 4653107bf3b..8a709407f05 100644
--- a/.github/workflows/pr_duckdb_integration_tests.yml
+++ b/.github/workflows/pr_duckdb_integration_tests.yml
@@ -25,6 +25,7 @@ jobs:
         uses: prefix-dev/setup-pixi@v0.8.1
         with:
           pixi-version: v0.46.0
+          environments: duckdb-tests
           cache: true
       - name: Run DuckDB offline store integration tests
         run: make test-python-universal-duckdb-offline
diff --git a/pyproject.toml b/pyproject.toml
index f1be86b3716..18ec495a15e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -179,7 +179,6 @@ ci = [
     "types-requests<2.31.0",
     "types-setuptools",
     "types-tabulate",
-    "virtualenv<20.24.2",
 ]
 nlp = ["feast[docling, image, milvus, pytorch, rag]"]
 dev = ["feast[ci]"]

From 59778c82e3b2075927c91f2b386fca30b04a2173 Mon Sep 17 00:00:00 2001
From: tokoko <togurgenidze@gmail.com>
Date: Sun, 1 Mar 2026 17:51:04 +0400
Subject: [PATCH 4/6] fix: lock pixi

Signed-off-by: tokoko <togurgenidze@gmail.com>
---
 pixi.lock | 21 +++------------------
 1 file changed, 3 insertions(+), 18 deletions(-)

diff --git a/pixi.lock b/pixi.lock
index f5c35efc9d4..3e691249814 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1176,8 +1176,8 @@ packages:
   requires_python: '>=3.10'
 - pypi: ./
   name: feast
-  version: 0.1.dev4352+g916587042.d20260301
-  sha256: 90603970d6675ae41e62121ded991a8e4427c972f76f096f089d7cf175c5a12f
+  version: 0.1.dev4355+gbef92406d
+  sha256: 81344cfbfaeed4422c9d9be34b59d741f9c4a72af93849368e1379724e482da4
   requires_dist:
   - click>=7.0.0,<9.0.0
   - colorama>=0.3.9,<1
@@ -1289,36 +1289,23 @@ packages:
   - minio==7.2.11 ; extra == 'test'
   - python-keycloak==4.2.2 ; extra == 'test'
   - cryptography>=43.0,<44 ; extra == 'test'
+  - feast[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,postgres,pytorch,qdrant,rag,ray,redis,singlestore,snowflake,spark,sqlite-vec,test,trino] ; extra == 'ci'
   - build ; extra == 'ci'
   - virtualenv==20.23.0 ; extra == 'ci'
-  - cryptography>=43.0,<44 ; extra == 'ci'
   - dbt-artifacts-parser ; extra == 'ci'
   - ruff>=0.8.0 ; extra == 'ci'
   - mypy-protobuf>=3.1 ; extra == 'ci'
   - grpcio-tools>=1.56.2,<=1.62.3 ; extra == 'ci'
   - grpcio-testing>=1.56.2,<=1.62.3 ; extra == 'ci'
   - httpx==0.27.2 ; extra == 'ci'
-  - minio==7.2.11 ; extra == 'ci'
   - mock==2.0.0 ; extra == 'ci'
   - moto<5 ; extra == 'ci'
   - mypy>=1.4.1,<1.11.3 ; extra == 'ci'
   - urllib3>=2.6.3,<3 ; extra == 'ci'
   - psutil==5.9.0 ; extra == 'ci'
-  - py>=1.11.0 ; extra == 'ci'
-  - pytest>=6.0.0,<8 ; extra == 'ci'
-  - pytest-asyncio<=0.24.0 ; extra == 'ci'
   - pytest-cov ; extra == 'ci'
-  - pytest-xdist ; extra == 'ci'
-  - pytest-benchmark>=3.4.1,<4 ; extra == 'ci'
-  - pytest-lazy-fixture==0.6.3 ; extra == 'ci'
-  - pytest-timeout==1.4.2 ; extra == 'ci'
-  - pytest-ordering~=0.6.0 ; extra == 'ci'
-  - pytest-mock==1.10.4 ; extra == 'ci'
-  - pytest-env ; extra == 'ci'
   - sphinx>4.0.0,<7 ; extra == 'ci'
   - sqlglot[rs]>=23.4 ; extra == 'ci'
-  - testcontainers==4.9.0 ; extra == 'ci'
-  - python-keycloak==4.2.2 ; extra == 'ci'
   - pre-commit<3.3.2 ; extra == 'ci'
   - assertpy==1.1 ; extra == 'ci'
   - pip-tools ; extra == 'ci'
@@ -1332,8 +1319,6 @@ packages:
   - types-requests<2.31.0 ; extra == 'ci'
   - types-setuptools ; extra == 'ci'
   - types-tabulate ; extra == 'ci'
-  - virtualenv<20.24.2 ; extra == 'ci'
-  - feast[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,postgres,pytorch,qdrant,rag,ray,redis,singlestore,snowflake,spark,sqlite-vec,trino] ; extra == 'ci'
   - feast[docling,image,milvus,pytorch,rag] ; extra == 'nlp'
   - feast[ci] ; extra == 'dev'
   - feast[ci] ; extra == 'docs'

From d482727d0aae3633ae102fd0a78990a45d0cf4ba Mon Sep 17 00:00:00 2001
From: tokoko <togurgenidze@gmail.com>
Date: Sun, 1 Mar 2026 18:06:30 +0400
Subject: [PATCH 5/6] fix: bump pixi version in workflow

Signed-off-by: tokoko <togurgenidze@gmail.com>
---
 .github/workflows/pr_duckdb_integration_tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pr_duckdb_integration_tests.yml b/.github/workflows/pr_duckdb_integration_tests.yml
index 8a709407f05..fa1dc44e860 100644
--- a/.github/workflows/pr_duckdb_integration_tests.yml
+++ b/.github/workflows/pr_duckdb_integration_tests.yml
@@ -24,7 +24,7 @@ jobs:
       - name: Setup pixi
         uses: prefix-dev/setup-pixi@v0.8.1
         with:
-          pixi-version: v0.46.0
+          pixi-version: v0.63.1
           environments: duckdb-tests
           cache: true
       - name: Run DuckDB offline store integration tests

From b251fe2a3dc5c33ddeceb45c8f25dad9e06e727b Mon Sep 17 00:00:00 2001
From: tokoko <togurgenidze@gmail.com>
Date: Sun, 1 Mar 2026 23:12:49 +0400
Subject: [PATCH 6/6] chore: add workflow for ray offline tests

Signed-off-by: tokoko <togurgenidze@gmail.com>
---
 .../workflows/pr_ray_integration_tests.yml    |   31 +
 .secrets.baseline                             |    6 +-
 Makefile                                      |   17 +-
 pixi.lock                                     | 1228 ++++++++++++++++-
 pyproject.toml                                |   12 +-
 .../ray_offline_store/tests/__init__.py       |    0
 sdk/python/tests/conftest.py                  |    4 +
 .../duckdb_repo_configuration.py              |   28 +-
 .../feature_repos/ray_repo_configuration.py   |    6 +
 .../universal/data_sources/file.py            |   23 -
 .../offline_store/test_non_entity_mode.py}    |  147 +-
 11 files changed, 1315 insertions(+), 187 deletions(-)
 create mode 100644 .github/workflows/pr_ray_integration_tests.yml
 delete mode 100644 sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/tests/__init__.py
 create mode 100644 sdk/python/tests/integration/feature_repos/ray_repo_configuration.py
 rename sdk/python/{feast/infra/offline_stores/contrib/ray_offline_store/tests/test_ray_integration.py => tests/integration/offline_store/test_non_entity_mode.py} (50%)

diff --git a/.github/workflows/pr_ray_integration_tests.yml b/.github/workflows/pr_ray_integration_tests.yml
new file mode 100644
index 00000000000..9a63c51a9cc
--- /dev/null
+++ b/.github/workflows/pr_ray_integration_tests.yml
@@ -0,0 +1,31 @@
+name: pr-ray-integration-tests
+
+on:
+  pull_request:
+    types:
+      - opened
+      - synchronize
+      - labeled
+
+jobs:
+  integration-test-ray-offline:
+    if:
+      ((github.event.action == 'labeled' && (github.event.label.name == 'approved' || github.event.label.name == 'lgtm' || github.event.label.name == 'ok-to-test')) ||
+      (github.event.action != 'labeled' && (contains(github.event.pull_request.labels.*.name, 'ok-to-test') || contains(github.event.pull_request.labels.*.name, 'approved') || contains(github.event.pull_request.labels.*.name, 'lgtm')))) &&
+      github.event.pull_request.base.repo.full_name == 'feast-dev/feast'
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          repository: ${{ github.event.repository.full_name }}
+          ref: ${{ github.ref }}
+          token: ${{ secrets.GITHUB_TOKEN }}
+          submodules: recursive
+      - name: Setup pixi
+        uses: prefix-dev/setup-pixi@v0.8.1
+        with:
+          pixi-version: v0.63.1
+          environments: ray-tests
+          cache: true
+      - name: Run Ray offline store integration tests
+        run: make test-python-universal-ray-offline
diff --git a/.secrets.baseline b/.secrets.baseline
index 58308bf8d5f..bbde4aff48c 100644
--- a/.secrets.baseline
+++ b/.secrets.baseline
@@ -1333,14 +1333,14 @@
         "filename": "sdk/python/tests/integration/feature_repos/universal/data_sources/file.py",
         "hashed_secret": "d70eab08607a4d05faa2d0d6647206599e9abc65",
         "is_verified": false,
-        "line_number": 258
+        "line_number": 257
       },
       {
         "type": "Secret Keyword",
         "filename": "sdk/python/tests/integration/feature_repos/universal/data_sources/file.py",
         "hashed_secret": "d70eab08607a4d05faa2d0d6647206599e9abc65",
         "is_verified": false,
-        "line_number": 258
+        "line_number": 257
       }
     ],
     "sdk/python/tests/integration/feature_repos/universal/online_store/couchbase.py": [
@@ -1539,5 +1539,5 @@
       }
     ]
   },
-  "generated_at": "2026-03-01T13:20:18Z"
+  "generated_at": "2026-03-01T19:07:31Z"
 }
diff --git a/Makefile b/Makefile
index ab98c2e1f73..920610a9c40 100644
--- a/Makefile
+++ b/Makefile
@@ -395,22 +395,7 @@ test-python-universal-postgres-offline: ## Run Python Postgres integration tests
  			sdk/python/tests
 
 test-python-universal-ray-offline: ## Run Python Ray offline store integration tests
-	PYTHONPATH='.' \
-		FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.offline_stores.contrib.ray_repo_configuration \
-		PYTEST_PLUGINS=sdk.python.feast.infra.offline_stores.contrib.ray_offline_store.tests \
-		python -m pytest -n 8 --integration \
-			-m "not universal_online_stores and not benchmark" \
-			-k "not test_historical_retrieval_with_validation and \
-				not test_universal_cli and \
-				not test_go_feature_server and \
-				not test_feature_logging and \
-				not test_logged_features_validation and \
-				not test_lambda_materialization_consistency and \
-				not gcs_registry and \
-				not s3_registry and \
-				not test_snowflake and \
-				not test_spark" \
-			sdk/python/tests
+	pixi run -e ray-tests test
 
 test-python-ray-compute-engine: ## Run Python Ray compute engine tests
 	PYTHONPATH='.' \
diff --git a/pixi.lock b/pixi.lock
index 3e691249814..0b7bf7328e9 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -676,6 +676,394 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/25/e9/96dd77728b54a899d4ce2798d7b1296989ce687ed3c0cb917d6b3154bf5d/wrapt-2.1.1-cp310-cp310-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl
       - pypi: ./
+  ray-tests:
+    channels:
+    - url: https://conda.anaconda.org/conda-forge/
+    indexes:
+    - https://pypi.org/simple
+    options:
+      pypi-prerelease-mode: if-necessary-or-explicit
+    packages:
+      linux-64:
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_9.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.2.25-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.2-h33c6efd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_101.conda
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+  name: msgpack
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+  sha256: 365c0bbe981a27d8932da71af63ef86acc59ed5c01ad929e09a0b88c6294e28a
+  requires_python: '>=3.9'
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+  name: msgpack
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+  sha256: 0051fffef5a37ca2cd16978ae4f0aef92f164df86823871b5162812bebecd8e2
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   name: mypy
   version: 1.19.1
@@ -3785,6 +4230,13 @@ packages:
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   - click>=5.0 ; extra == 'cli'
   requires_python: '>=3.9'
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+  name: python-dotenv
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+  sha256: 1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a
+  requires_dist:
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+  - pyopenssl ; extra == 'serve-grpc'
+  - fastapi ; extra == 'serve-async-inference'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-async-inference'
+  - opencensus ; extra == 'serve-async-inference'
+  - opentelemetry-proto ; extra == 'serve-async-inference'
+  - watchfiles ; extra == 'serve-async-inference'
+  - starlette ; extra == 'serve-async-inference'
+  - opentelemetry-sdk>=1.30.0 ; 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'
+  - celery ; extra == 'serve-async-inference'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
+  - aiohttp-cors ; extra == 'serve-async-inference'
+  - aiohttp>=3.13.3 ; extra == 'serve-async-inference'
+  - colorful ; extra == 'serve-async-inference'
+  - prometheus-client>=0.7.1 ; extra == 'serve-async-inference'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-async-inference'
+  - opentelemetry-exporter-prometheus ; extra == 'serve-async-inference'
+  - uvicorn[standard] ; extra == 'serve-async-inference'
+  - smart-open ; extra == 'serve-async-inference'
+  - requests ; extra == 'serve-async-inference'
+  - grpcio>=1.42.0 ; extra == 'serve-async-inference'
+  - ray-cpp==2.54.0 ; 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'
+  - requests ; extra == 'rllib'
+  - pyarrow>=9.0.0 ; extra == 'rllib'
+  - fsspec ; extra == 'rllib'
+  - dm-tree ; extra == 'rllib'
+  - gymnasium==1.2.2 ; extra == 'rllib'
+  - lz4 ; extra == 'rllib'
+  - ormsgpack>=1.7.0 ; extra == 'rllib'
+  - pyyaml ; extra == 'rllib'
+  - scipy ; extra == 'rllib'
+  - pandas ; 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'
+  - tensorboardx>=1.9 ; extra == 'train'
+  - requests ; extra == 'train'
+  - 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'
+  - tensorboardx>=1.9 ; extra == 'air'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'air'
+  - numpy>=1.20 ; extra == 'air'
+  - pyarrow>=9.0.0 ; extra == 'air'
+  - opencensus ; extra == 'air'
+  - opentelemetry-proto ; extra == 'air'
+  - watchfiles ; extra == 'air'
+  - starlette ; extra == 'air'
+  - opentelemetry-sdk>=1.30.0 ; 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'
+  - pandas ; extra == 'air'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'air'
+  - fsspec ; extra == 'air'
+  - aiohttp-cors ; extra == 'air'
+  - aiohttp>=3.13.3 ; extra == 'air'
+  - colorful ; extra == 'air'
+  - prometheus-client>=0.7.1 ; extra == 'air'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'air'
+  - opentelemetry-exporter-prometheus ; extra == 'air'
+  - uvicorn[standard] ; extra == 'air'
+  - smart-open ; extra == 'air'
+  - requests ; extra == 'air'
+  - grpcio>=1.42.0 ; extra == 'air'
+  - pandas>=1.3 ; extra == 'air'
+  - fastapi ; extra == 'all'
+  - scipy ; extra == 'all'
+  - dm-tree ; extra == 'all'
+  - tensorboardx>=1.9 ; extra == 'all'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all'
+  - numpy>=1.20 ; extra == 'all'
+  - pyarrow>=9.0.0 ; extra == 'all'
+  - pyyaml ; extra == 'all'
+  - ormsgpack>=1.7.0 ; extra == 'all'
+  - opencensus ; extra == 'all'
+  - opentelemetry-proto ; extra == 'all'
+  - watchfiles ; extra == 'all'
+  - starlette ; extra == 'all'
+  - opentelemetry-sdk>=1.30.0 ; 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'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all'
+  - celery ; extra == 'all'
+  - grpcio ; extra == 'all'
+  - pandas ; extra == 'all'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all'
+  - fsspec ; extra == 'all'
+  - aiohttp>=3.13.3 ; extra == 'all'
+  - aiohttp-cors ; extra == 'all'
+  - colorful ; extra == 'all'
+  - prometheus-client>=0.7.1 ; extra == 'all'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all'
+  - gymnasium==1.2.2 ; extra == 'all'
+  - lz4 ; extra == 'all'
+  - opentelemetry-exporter-prometheus ; extra == 'all'
+  - uvicorn[standard] ; extra == 'all'
+  - smart-open ; extra == 'all'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all'
+  - requests ; extra == 'all'
+  - memray ; sys_platform != 'win32' and extra == 'all'
+  - grpcio>=1.42.0 ; extra == 'all'
+  - pandas>=1.3 ; extra == 'all'
+  - pyopenssl ; extra == 'all'
+  - fastapi ; extra == 'all-cpp'
+  - scipy ; extra == 'all-cpp'
+  - dm-tree ; extra == 'all-cpp'
+  - tensorboardx>=1.9 ; extra == 'all-cpp'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all-cpp'
+  - numpy>=1.20 ; extra == 'all-cpp'
+  - pyarrow>=9.0.0 ; extra == 'all-cpp'
+  - pyyaml ; extra == 'all-cpp'
+  - ormsgpack>=1.7.0 ; extra == 'all-cpp'
+  - opencensus ; extra == 'all-cpp'
+  - opentelemetry-proto ; extra == 'all-cpp'
+  - watchfiles ; extra == 'all-cpp'
+  - starlette ; extra == 'all-cpp'
+  - opentelemetry-sdk>=1.30.0 ; 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'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all-cpp'
+  - celery ; extra == 'all-cpp'
+  - grpcio ; extra == 'all-cpp'
+  - pandas ; extra == 'all-cpp'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all-cpp'
+  - fsspec ; extra == 'all-cpp'
+  - aiohttp>=3.13.3 ; extra == 'all-cpp'
+  - aiohttp-cors ; extra == 'all-cpp'
+  - colorful ; extra == 'all-cpp'
+  - prometheus-client>=0.7.1 ; extra == 'all-cpp'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all-cpp'
+  - gymnasium==1.2.2 ; extra == 'all-cpp'
+  - lz4 ; extra == 'all-cpp'
+  - ray-cpp==2.54.0 ; extra == 'all-cpp'
+  - opentelemetry-exporter-prometheus ; extra == 'all-cpp'
+  - uvicorn[standard] ; extra == 'all-cpp'
+  - smart-open ; extra == 'all-cpp'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all-cpp'
+  - requests ; extra == 'all-cpp'
+  - memray ; sys_platform != 'win32' and extra == 'all-cpp'
+  - grpcio>=1.42.0 ; extra == 'all-cpp'
+  - pandas>=1.3 ; extra == 'all-cpp'
+  - pyopenssl ; extra == 'all-cpp'
+  - fastapi ; extra == 'llm'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'llm'
+  - numpy>=1.20 ; extra == 'llm'
+  - pyarrow>=9.0.0 ; extra == 'llm'
+  - typer ; extra == 'llm'
+  - opencensus ; extra == 'llm'
+  - opentelemetry-proto ; extra == 'llm'
+  - jsonschema ; extra == 'llm'
+  - watchfiles ; extra == 'llm'
+  - meson ; extra == 'llm'
+  - vllm[audio]>=0.15.0 ; extra == 'llm'
+  - transformers>=4.57.3 ; extra == 'llm'
+  - starlette ; extra == 'llm'
+  - opentelemetry-sdk>=1.30.0 ; 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'
+  - hf-transfer ; extra == 'llm'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'llm'
+  - fsspec ; extra == 'llm'
+  - aiohttp-cors ; extra == 'llm'
+  - aiohttp>=3.13.3 ; extra == 'llm'
+  - colorful ; extra == 'llm'
+  - jsonref>=1.1.0 ; extra == 'llm'
+  - prometheus-client>=0.7.1 ; extra == 'llm'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'llm'
+  - nixl>=0.6.1 ; extra == 'llm'
+  - async-timeout ; python_full_version < '3.11' and extra == 'llm'
+  - pybind11 ; extra == 'llm'
+  - opentelemetry-exporter-prometheus ; extra == 'llm'
+  - uvicorn[standard] ; extra == 'llm'
+  - smart-open ; extra == 'llm'
+  - requests ; extra == 'llm'
+  - ninja ; extra == 'llm'
+  - grpcio>=1.42.0 ; extra == 'llm'
+  - pandas>=1.3 ; extra == 'llm'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/b0/b1/8cc4e45a3ce87aabcb70696b448b20840bcbaa5c98bdb4807a2749541fda/ray-2.54.0-cp310-cp310-manylinux2014_x86_64.whl
+  name: ray
+  version: 2.54.0
+  sha256: 2d140409e4ca06d8d6a06f71d441b53f6edcd930ebe67a6988f652915db81070
+  requires_dist:
+  - click>=7.0
+  - filelock
+  - jsonschema
+  - msgpack>=1.0.0,<2.0.0
+  - packaging>=24.2
+  - protobuf>=3.20.3
+  - pyyaml
+  - requests
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'cgraph'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'client'
+  - grpcio ; extra == 'client'
+  - numpy>=1.20 ; extra == 'data'
+  - pandas>=1.3 ; extra == 'data'
+  - pyarrow>=9.0.0 ; extra == 'data'
+  - fsspec ; extra == 'data'
+  - aiohttp>=3.13.3 ; extra == 'default'
+  - aiohttp-cors ; extra == 'default'
+  - colorful ; extra == 'default'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'default'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'default'
+  - requests ; extra == 'default'
+  - grpcio>=1.42.0 ; extra == 'default'
+  - opencensus ; extra == 'default'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'default'
+  - opentelemetry-exporter-prometheus ; extra == 'default'
+  - opentelemetry-proto ; extra == 'default'
+  - 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 == 'default'
+  - prometheus-client>=0.7.1 ; extra == 'default'
+  - smart-open ; extra == 'default'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'default'
+  - memray ; sys_platform != 'win32' and extra == 'observability'
+  - fastapi ; extra == 'serve'
+  - uvicorn[standard] ; extra == 'serve'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'serve'
+  - opentelemetry-proto ; extra == 'serve'
+  - aiohttp>=3.13.3 ; extra == 'serve'
+  - starlette ; extra == 'serve'
+  - smart-open ; extra == 'serve'
+  - aiohttp-cors ; 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'
+  - opencensus ; extra == 'serve'
+  - requests ; extra == 'serve'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve'
+  - colorful ; extra == 'serve'
+  - prometheus-client>=0.7.1 ; extra == 'serve'
+  - watchfiles ; extra == 'serve'
+  - opentelemetry-exporter-prometheus ; extra == 'serve'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve'
+  - grpcio>=1.42.0 ; 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'
+  - requests ; extra == 'tune'
+  - pyarrow>=9.0.0 ; extra == 'tune'
+  - fsspec ; extra == 'tune'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'adag'
+  - fastapi ; extra == 'serve-grpc'
+  - uvicorn[standard] ; extra == 'serve-grpc'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-grpc'
+  - pyopenssl ; extra == 'serve-grpc'
+  - opentelemetry-proto ; extra == 'serve-grpc'
+  - aiohttp>=3.13.3 ; extra == 'serve-grpc'
+  - starlette ; 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'
+  - requests ; extra == 'serve-grpc'
+  - opencensus ; extra == 'serve-grpc'
+  - aiohttp-cors ; extra == 'serve-grpc'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-grpc'
+  - colorful ; extra == 'serve-grpc'
+  - prometheus-client>=0.7.1 ; extra == 'serve-grpc'
+  - watchfiles ; extra == 'serve-grpc'
+  - opentelemetry-exporter-prometheus ; extra == 'serve-grpc'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-grpc'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-grpc'
+  - grpcio>=1.42.0 ; extra == 'serve-grpc'
+  - fastapi ; extra == 'serve-async-inference'
+  - uvicorn[standard] ; extra == 'serve-async-inference'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-async-inference'
+  - opentelemetry-proto ; extra == 'serve-async-inference'
+  - aiohttp>=3.13.3 ; extra == 'serve-async-inference'
+  - starlette ; extra == 'serve-async-inference'
+  - celery ; extra == 'serve-async-inference'
+  - smart-open ; 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'
+  - requests ; extra == 'serve-async-inference'
+  - opencensus ; extra == 'serve-async-inference'
+  - aiohttp-cors ; extra == 'serve-async-inference'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-async-inference'
+  - colorful ; extra == 'serve-async-inference'
+  - prometheus-client>=0.7.1 ; extra == 'serve-async-inference'
+  - watchfiles ; extra == 'serve-async-inference'
+  - opentelemetry-exporter-prometheus ; extra == 'serve-async-inference'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-async-inference'
+  - grpcio>=1.42.0 ; extra == 'serve-async-inference'
+  - ray-cpp==2.54.0 ; 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'
+  - requests ; extra == 'rllib'
+  - pyarrow>=9.0.0 ; extra == 'rllib'
+  - fsspec ; extra == 'rllib'
+  - dm-tree ; extra == 'rllib'
+  - gymnasium==1.2.2 ; extra == 'rllib'
+  - lz4 ; extra == 'rllib'
+  - ormsgpack>=1.7.0 ; extra == 'rllib'
+  - pyyaml ; extra == 'rllib'
+  - scipy ; extra == 'rllib'
+  - pandas ; 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'
+  - tensorboardx>=1.9 ; extra == 'train'
+  - requests ; extra == 'train'
+  - 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'
+  - uvicorn[standard] ; extra == 'air'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'air'
+  - numpy>=1.20 ; extra == 'air'
+  - opentelemetry-proto ; extra == 'air'
+  - aiohttp>=3.13.3 ; extra == 'air'
+  - starlette ; extra == 'air'
+  - pyarrow>=9.0.0 ; extra == 'air'
+  - tensorboardx>=1.9 ; extra == 'air'
+  - pandas>=1.3 ; extra == 'air'
+  - smart-open ; extra == 'air'
+  - aiohttp-cors ; 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'
+  - opencensus ; extra == 'air'
+  - requests ; extra == 'air'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'air'
+  - pandas ; extra == 'air'
+  - colorful ; extra == 'air'
+  - prometheus-client>=0.7.1 ; extra == 'air'
+  - watchfiles ; extra == 'air'
+  - opentelemetry-exporter-prometheus ; extra == 'air'
+  - fsspec ; extra == 'air'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'air'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'air'
+  - grpcio>=1.42.0 ; extra == 'air'
+  - fastapi ; extra == 'all'
+  - grpcio ; extra == 'all'
+  - uvicorn[standard] ; extra == 'all'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'all'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all'
+  - ormsgpack>=1.7.0 ; extra == 'all'
+  - dm-tree ; extra == 'all'
+  - pyopenssl ; extra == 'all'
+  - numpy>=1.20 ; extra == 'all'
+  - opentelemetry-proto ; extra == 'all'
+  - aiohttp>=3.13.3 ; extra == 'all'
+  - pyyaml ; extra == 'all'
+  - starlette ; extra == 'all'
+  - pyarrow>=9.0.0 ; extra == 'all'
+  - tensorboardx>=1.9 ; extra == 'all'
+  - memray ; sys_platform != 'win32' and extra == 'all'
+  - scipy ; extra == 'all'
+  - pandas>=1.3 ; extra == 'all'
+  - celery ; extra == 'all'
+  - smart-open ; 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'
+  - opencensus ; extra == 'all'
+  - aiohttp-cors ; extra == 'all'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all'
+  - lz4 ; extra == 'all'
+  - pandas ; extra == 'all'
+  - colorful ; extra == 'all'
+  - prometheus-client>=0.7.1 ; extra == 'all'
+  - gymnasium==1.2.2 ; extra == 'all'
+  - watchfiles ; extra == 'all'
+  - opentelemetry-exporter-prometheus ; extra == 'all'
+  - fsspec ; extra == 'all'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all'
+  - grpcio>=1.42.0 ; extra == 'all'
+  - fastapi ; extra == 'all-cpp'
+  - grpcio ; extra == 'all-cpp'
+  - uvicorn[standard] ; extra == 'all-cpp'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'all-cpp'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all-cpp'
+  - ormsgpack>=1.7.0 ; extra == 'all-cpp'
+  - dm-tree ; extra == 'all-cpp'
+  - pyopenssl ; extra == 'all-cpp'
+  - pyyaml ; extra == 'all-cpp'
+  - numpy>=1.20 ; extra == 'all-cpp'
+  - opentelemetry-proto ; extra == 'all-cpp'
+  - aiohttp>=3.13.3 ; extra == 'all-cpp'
+  - starlette ; extra == 'all-cpp'
+  - pyarrow>=9.0.0 ; extra == 'all-cpp'
+  - tensorboardx>=1.9 ; extra == 'all-cpp'
+  - memray ; sys_platform != 'win32' and extra == 'all-cpp'
+  - scipy ; extra == 'all-cpp'
+  - pandas>=1.3 ; extra == 'all-cpp'
+  - celery ; extra == 'all-cpp'
+  - smart-open ; 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'
+  - opencensus ; extra == 'all-cpp'
+  - aiohttp-cors ; extra == 'all-cpp'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all-cpp'
+  - ray-cpp==2.54.0 ; extra == 'all-cpp'
+  - lz4 ; extra == 'all-cpp'
+  - pandas ; extra == 'all-cpp'
+  - colorful ; extra == 'all-cpp'
+  - prometheus-client>=0.7.1 ; extra == 'all-cpp'
+  - gymnasium==1.2.2 ; extra == 'all-cpp'
+  - watchfiles ; extra == 'all-cpp'
+  - opentelemetry-exporter-prometheus ; extra == 'all-cpp'
+  - fsspec ; extra == 'all-cpp'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all-cpp'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all-cpp'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all-cpp'
+  - grpcio>=1.42.0 ; extra == 'all-cpp'
+  - fastapi ; extra == 'llm'
+  - meson ; extra == 'llm'
+  - hf-transfer ; extra == 'llm'
+  - uvicorn[standard] ; extra == 'llm'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'llm'
+  - numpy>=1.20 ; extra == 'llm'
+  - opentelemetry-proto ; extra == 'llm'
+  - aiohttp>=3.13.3 ; extra == 'llm'
+  - starlette ; extra == 'llm'
+  - pyarrow>=9.0.0 ; extra == 'llm'
+  - typer ; extra == 'llm'
+  - pandas>=1.3 ; extra == 'llm'
+  - smart-open ; extra == 'llm'
+  - aiohttp-cors ; 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'
+  - opencensus ; extra == 'llm'
+  - requests ; extra == 'llm'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'llm'
+  - jsonref>=1.1.0 ; extra == 'llm'
+  - vllm[audio]>=0.15.0 ; extra == 'llm'
+  - ninja ; extra == 'llm'
+  - pybind11 ; extra == 'llm'
+  - transformers>=4.57.3 ; extra == 'llm'
+  - nixl>=0.6.1 ; extra == 'llm'
+  - colorful ; extra == 'llm'
+  - prometheus-client>=0.7.1 ; extra == 'llm'
+  - async-timeout ; python_full_version < '3.11' and extra == 'llm'
+  - watchfiles ; extra == 'llm'
+  - opentelemetry-exporter-prometheus ; extra == 'llm'
+  - fsspec ; extra == 'llm'
+  - jsonschema ; extra == 'llm'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'llm'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'llm'
+  - grpcio>=1.42.0 ; extra == 'llm'
+  requires_python: '>=3.10'
 - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
   sha256: 12ffde5a6f958e285aa22c191ca01bbd3d6e710aa852e00618fa6ddc59149002
   md5: d7d95fc8287ea7bf33e0e7116d2b95ec
diff --git a/pyproject.toml b/pyproject.toml
index 18ec495a15e..823fe357f8e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -282,7 +282,17 @@ python = "~=3.10.0"
 feast = { path = ".", editable = true, extras = ["duckdb", "delta", "grpcio", "test"] }
 
 [tool.pixi.feature.duckdb-tests.tasks]
-test = { cmd = "python -m pytest -n 8 --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.integration.feature_repos.duckdb_repo_configuration", FEAST_IS_LOCAL_TEST = "True" } }
+test = { cmd = "python -m pytest -n 8 --integration -m 'not ray_offline_stores_only' --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.integration.feature_repos.duckdb_repo_configuration", FEAST_IS_LOCAL_TEST = "True" } }
+
+[tool.pixi.feature.ray-tests.dependencies]
+python = "~=3.10.0"
+
+[tool.pixi.feature.ray-tests.pypi-dependencies]
+feast = { path = ".", editable = true, extras = ["ray", "grpcio", "test"] }
+
+[tool.pixi.feature.ray-tests.tasks]
+test = { cmd = "python -m pytest -n 8 --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.integration.feature_repos.ray_repo_configuration", FEAST_IS_LOCAL_TEST = "True" } }
 
 [tool.pixi.environments]
 duckdb-tests = ["duckdb-tests"]
+ray-tests = ["ray-tests"]
diff --git a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/tests/__init__.py b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/tests/__init__.py
deleted file mode 100644
index e69de29bb2d..00000000000
diff --git a/sdk/python/tests/conftest.py b/sdk/python/tests/conftest.py
index a57846c7e2e..2200cf1dcd1 100644
--- a/sdk/python/tests/conftest.py
+++ b/sdk/python/tests/conftest.py
@@ -101,6 +101,10 @@ def pytest_configure(config):
         "markers",
         "universal_offline_stores: mark tests that can be run against different offline stores",
     )
+    config.addinivalue_line(
+        "markers",
+        "ray_offline_stores_only: mark tests that currently only work with Ray offline store",
+    )
 
 
 def pytest_addoption(parser):
diff --git a/sdk/python/tests/integration/feature_repos/duckdb_repo_configuration.py b/sdk/python/tests/integration/feature_repos/duckdb_repo_configuration.py
index dfa80fc9d1a..865a059cc10 100644
--- a/sdk/python/tests/integration/feature_repos/duckdb_repo_configuration.py
+++ b/sdk/python/tests/integration/feature_repos/duckdb_repo_configuration.py
@@ -1,8 +1,32 @@
+from feast.infra.offline_stores.duckdb import DuckDBOfflineStoreConfig
 from tests.integration.feature_repos.universal.data_sources.file import (
-    DuckDBDataSourceCreator,
-    DuckDBDeltaDataSourceCreator,
+    DeltaFileSourceCreator,
+    DeltaS3FileSourceCreator,
+    FileDataSourceCreator,
 )
 
+
+class DuckDBDataSourceCreator(FileDataSourceCreator):
+    def create_offline_store_config(self):
+        self.duckdb_offline_store_config = DuckDBOfflineStoreConfig()
+        return self.duckdb_offline_store_config
+
+
+class DuckDBDeltaDataSourceCreator(DeltaFileSourceCreator):
+    def create_offline_store_config(self):
+        self.duckdb_offline_store_config = DuckDBOfflineStoreConfig()
+        return self.duckdb_offline_store_config
+
+
+class DuckDBDeltaS3DataSourceCreator(DeltaS3FileSourceCreator):
+    def create_offline_store_config(self):
+        self.duckdb_offline_store_config = DuckDBOfflineStoreConfig(
+            staging_location="s3://test/staging",
+            staging_location_endpoint_override=self.endpoint_url,
+        )
+        return self.duckdb_offline_store_config
+
+
 AVAILABLE_OFFLINE_STORES = [
     ("local", DuckDBDataSourceCreator),
     ("local", DuckDBDeltaDataSourceCreator),
diff --git a/sdk/python/tests/integration/feature_repos/ray_repo_configuration.py b/sdk/python/tests/integration/feature_repos/ray_repo_configuration.py
new file mode 100644
index 00000000000..39e43ae7b12
--- /dev/null
+++ b/sdk/python/tests/integration/feature_repos/ray_repo_configuration.py
@@ -0,0 +1,6 @@
+from feast.infra.offline_stores.contrib.ray_repo_configuration import (
+    RayDataSourceCreator,
+)
+
+AVAILABLE_OFFLINE_STORES = [("local", RayDataSourceCreator)]
+AVAILABLE_ONLINE_STORES = {"sqlite": ({"type": "sqlite"}, None)}
diff --git a/sdk/python/tests/integration/feature_repos/universal/data_sources/file.py b/sdk/python/tests/integration/feature_repos/universal/data_sources/file.py
index a592dfc54a5..a3b84c034ff 100644
--- a/sdk/python/tests/integration/feature_repos/universal/data_sources/file.py
+++ b/sdk/python/tests/integration/feature_repos/universal/data_sources/file.py
@@ -24,7 +24,6 @@
 from feast.data_source import DataSource
 from feast.feature_logging import LoggingDestination
 from feast.infra.offline_stores.dask import DaskOfflineStoreConfig
-from feast.infra.offline_stores.duckdb import DuckDBOfflineStoreConfig
 from feast.infra.offline_stores.file_source import (
     FileLoggingDestination,
     SavedDatasetFileStorage,
@@ -346,28 +345,6 @@ def teardown(self):
         self.f.close()
 
 
-# TODO split up DataSourceCreator and OfflineStoreCreator
-class DuckDBDataSourceCreator(FileDataSourceCreator):
-    def create_offline_store_config(self):
-        self.duckdb_offline_store_config = DuckDBOfflineStoreConfig()
-        return self.duckdb_offline_store_config
-
-
-class DuckDBDeltaDataSourceCreator(DeltaFileSourceCreator):
-    def create_offline_store_config(self):
-        self.duckdb_offline_store_config = DuckDBOfflineStoreConfig()
-        return self.duckdb_offline_store_config
-
-
-class DuckDBDeltaS3DataSourceCreator(DeltaS3FileSourceCreator):
-    def create_offline_store_config(self):
-        self.duckdb_offline_store_config = DuckDBOfflineStoreConfig(
-            staging_location="s3://test/staging",
-            staging_location_endpoint_override=self.endpoint_url,
-        )
-        return self.duckdb_offline_store_config
-
-
 class RemoteOfflineStoreDataSourceCreator(FileDataSourceCreator):
     def __init__(self, project_name: str, *args, **kwargs):
         super().__init__(project_name)
diff --git a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/tests/test_ray_integration.py b/sdk/python/tests/integration/offline_store/test_non_entity_mode.py
similarity index 50%
rename from sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/tests/test_ray_integration.py
rename to sdk/python/tests/integration/offline_store/test_non_entity_mode.py
index 0420054b8fb..07e908cbfec 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/tests/test_ray_integration.py
+++ b/sdk/python/tests/integration/offline_store/test_non_entity_mode.py
@@ -12,145 +12,8 @@
 
 @pytest.mark.integration
 @pytest.mark.universal_offline_stores
-def test_ray_offline_store_basic_write_and_read(environment, universal_data_sources):
-    """Test basic write and read functionality with Ray offline store."""
-    store = environment.feature_store
-    _, _, data_sources = universal_data_sources
-    feature_views = construct_universal_feature_views(data_sources)
-    driver_fv = feature_views.driver
-    store.apply([driver(), driver_fv])
-
-    now = _utc_now()
-    ts = pd.Timestamp(now).round("ms")
-
-    # Write data to offline store
-    df_to_write = pd.DataFrame.from_dict(
-        {
-            "event_timestamp": [ts, ts],
-            "driver_id": [1001, 1002],
-            "conv_rate": [0.1, 0.2],
-            "acc_rate": [0.9, 0.8],
-            "avg_daily_trips": [10, 20],
-            "created": [ts, ts],
-        },
-    )
-
-    store.write_to_offline_store(
-        driver_fv.name, df_to_write, allow_registry_cache=False
-    )
-
-    # Read data back
-    entity_df = pd.DataFrame({"driver_id": [1001, 1002], "event_timestamp": [ts, ts]})
-
-    result_df = store.get_historical_features(
-        entity_df=entity_df,
-        features=[
-            "driver_stats:conv_rate",
-            "driver_stats:acc_rate",
-            "driver_stats:avg_daily_trips",
-        ],
-        full_feature_names=False,
-    ).to_df()
-
-    assert len(result_df) == 2
-    assert "conv_rate" in result_df.columns
-    assert "acc_rate" in result_df.columns
-    assert "avg_daily_trips" in result_df.columns
-
-
-@pytest.mark.integration
-@pytest.mark.universal_offline_stores
-@pytest.mark.parametrize("full_feature_names", [True, False], ids=lambda v: f"full:{v}")
-def test_ray_offline_store_historical_features(
-    environment, universal_data_sources, full_feature_names
-):
-    """Test historical features retrieval with Ray offline store."""
-    store = environment.feature_store
-
-    (entities, datasets, data_sources) = universal_data_sources
-    feature_views = construct_universal_feature_views(data_sources)
-
-    entity_df_with_request_data = datasets.entity_df.copy(deep=True)
-    entity_df_with_request_data["val_to_add"] = [
-        i for i in range(len(entity_df_with_request_data))
-    ]
-
-    store.apply(
-        [
-            driver(),
-            *feature_views.values(),
-        ]
-    )
-
-    job = store.get_historical_features(
-        entity_df=entity_df_with_request_data,
-        features=[
-            "driver_stats:conv_rate",
-            "driver_stats:avg_daily_trips",
-            "customer_profile:current_balance",
-            "conv_rate_plus_100:conv_rate_plus_100",
-        ],
-        full_feature_names=full_feature_names,
-    )
-
-    # Test DataFrame conversion
-    result_df = job.to_df()
-    assert len(result_df) > 0
-    assert "event_timestamp" in result_df.columns
-
-    # Test Arrow conversion
-    result_table = job.to_arrow().to_pandas()
-    assert len(result_table) > 0
-    assert "event_timestamp" in result_table.columns
-
-
-@pytest.mark.integration
-@pytest.mark.universal_offline_stores
-def test_ray_offline_store_persist(environment, universal_data_sources):
-    """Test dataset persistence with Ray offline store."""
-    store = environment.feature_store
-
-    (entities, datasets, data_sources) = universal_data_sources
-    feature_views = construct_universal_feature_views(data_sources)
-
-    entity_df_with_request_data = datasets.entity_df.copy(deep=True)
-    entity_df_with_request_data["val_to_add"] = [
-        i for i in range(len(entity_df_with_request_data))
-    ]
-
-    store.apply(
-        [
-            driver(),
-            *feature_views.values(),
-        ]
-    )
-
-    job = store.get_historical_features(
-        entity_df=entity_df_with_request_data,
-        features=[
-            "driver_stats:conv_rate",
-            "customer_profile:current_balance",
-        ],
-        full_feature_names=False,
-    )
-
-    # Test persisting the dataset
-    from feast.saved_dataset import SavedDatasetFileStorage
-
-    storage = SavedDatasetFileStorage(path="data/test_saved_dataset.parquet")
-    saved_path = job.persist(storage, allow_overwrite=True)
-
-    assert saved_path == "data/test_saved_dataset.parquet"
-
-    # Verify the saved dataset exists
-    import os
-
-    assert os.path.exists(saved_path)
-
-
-@pytest.mark.integration
-@pytest.mark.universal_offline_stores
-def test_ray_offline_store_non_entity_mode_basic(environment, universal_data_sources):
+@pytest.mark.ray_offline_stores_only
+def test_non_entity_mode_basic(environment, universal_data_sources):
     """Test historical features retrieval without entity_df (non-entity mode).
 
     This tests the basic functionality where entity_df=None and start_date/end_date
@@ -203,7 +66,8 @@ def test_ray_offline_store_non_entity_mode_basic(environment, universal_data_sou
 
 @pytest.mark.integration
 @pytest.mark.universal_offline_stores
-def test_ray_offline_store_non_entity_mode_preserves_multiple_timestamps(
+@pytest.mark.ray_offline_stores_only
+def test_non_entity_mode_preserves_multiple_timestamps(
     environment, universal_data_sources
 ):
     """Test that non-entity mode preserves multiple transactions per entity ID.
@@ -237,6 +101,9 @@ def test_ray_offline_store_non_entity_mode_preserves_multiple_timestamps(
             "conv_rate": [0.1, 0.2, 0.3],
             "acc_rate": [0.9, 0.8, 0.7],
             "avg_daily_trips": [10, 20, 30],
+            "driver_metadata": [None, None, None],
+            "driver_config": [None, None, None],
+            "driver_profile": [None, None, None],
             "created": [ts1, ts2, ts3],
         },
     )