diff --git a/.github/workflows/pr_ray_integration_tests.yml b/.github/workflows/pr_ray_integration_tests.yml
index 9a63c51a9cc..61e279bb838 100644
--- a/.github/workflows/pr_ray_integration_tests.yml
+++ b/.github/workflows/pr_ray_integration_tests.yml
@@ -8,7 +8,7 @@ on:
       - labeled
 
 jobs:
-  integration-test-ray-offline:
+  integration-test-ray:
     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')))) &&
@@ -27,5 +27,5 @@ jobs:
           pixi-version: v0.63.1
           environments: ray-tests
           cache: true
-      - name: Run Ray offline store integration tests
-        run: make test-python-universal-ray-offline
+      - name: Run Ray integration tests (offline store + compute engine)
+        run: make test-python-ray-integration
diff --git a/.secrets.baseline b/.secrets.baseline
index be160e1d4e2..fea308fd79a 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": 455
+        "line_number": 452
       },
       {
         "type": "Secret Keyword",
         "filename": "sdk/python/tests/integration/feature_repos/repo_configuration.py",
         "hashed_secret": "5baa61e4c9b93f3f0682250b6cf8331b7ee68fd8",
         "is_verified": false,
-        "line_number": 457
+        "line_number": 454
       }
     ],
     "sdk/python/tests/integration/feature_repos/universal/data_sources/file.py": [
@@ -1539,5 +1539,5 @@
       }
     ]
   },
-  "generated_at": "2026-03-02T17:53:50Z"
+  "generated_at": "2026-03-03T05:01:02Z"
 }
diff --git a/Makefile b/Makefile
index e639555f70a..93b4c027608 100644
--- a/Makefile
+++ b/Makefile
@@ -186,6 +186,7 @@ test-python-integration: ## Run Python integration tests (CI)
 		-k "(not snowflake or not test_historical_features_main)" \
 		-m "not rbac_remote_integration_test" \
 		--ignore=sdk/python/tests/integration/registration \
+		--ignore=sdk/python/tests/integration/compute_engines/ray_compute \
 		--log-cli-level=INFO -s \
 		sdk/python/tests
 
@@ -402,14 +403,9 @@ test-python-universal-postgres-offline: ## Run Python Postgres integration tests
  				not test_spark" \
  			sdk/python/tests
 
-test-python-universal-ray-offline: ## Run Python Ray offline store integration tests
+test-python-ray-integration: ## Run all Python Ray integration tests (offline store + compute engine)
 	pixi run -e ray-tests test
 
-test-python-ray-compute-engine: ## Run Python Ray compute engine tests
-	PYTHONPATH='.' \
-		python -m pytest -v --integration \
-			sdk/python/tests/integration/compute_engines/ray_compute/
-
 test-python-universal-postgres-online: ## Run Python Postgres integration tests
 	PYTHONPATH='.' \
 		FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.postgres_online_store.postgres_repo_configuration \
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   version: 2.0.47
@@ -6920,6 +7093,11 @@ packages:
   version: 2.4.0
   sha256: 1f776e7d669ebceb01dee46484485f43a4048746235e683bcdffacdf1fb4785a
   requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/b5/11/87d6d29fb5d237229d67973a6c9e06e048f01cf4994dee194ab0ea841814/tomlkit-0.14.0-py3-none-any.whl
+  name: tomlkit
+  version: 0.14.0
+  sha256: 592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971e51722ccea5feb8569b735184d5fcdbc0/toolz-1.1.0-py3-none-any.whl
   name: toolz
   version: 1.1.0
diff --git a/pyproject.toml b/pyproject.toml
index e0b362bae17..c2f691e3392 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -288,10 +288,12 @@ test = { cmd = "python -m pytest -n 8 --integration -m 'not ray_offline_stores_o
 feast = { path = ".", editable = true, extras = ["ray", "grpcio", "test"] }
 
 [tool.pixi.feature.ray-tests.tasks]
-test = { cmd = "python -m pytest -n 1 --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" } }
+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.integration.feature_repos.ray_repo_configuration", FEAST_IS_LOCAL_TEST = "True" } }
+test-compute = { cmd = "python -m pytest -v --integration sdk/python/tests/integration/compute_engines/ray_compute", env = { PYTHONPATH = ".", FEAST_IS_LOCAL_TEST = "True" } }
+test = { depends-on = ["test-offline", "test-compute"] }
 
 [tool.pixi.feature.registration-tests.pypi-dependencies]
-feast = { path = ".", editable = true, extras = ["aws", "gcp", "grpcio", "postgres", "mysql", "spark", "test"] }
+feast = { path = ".", editable = true, extras = ["aws", "gcp", "grpcio", "postgres", "mysql", "snowflake", "spark", "test"] }
 grpcio-testing = ">=1.56.2,<=1.62.3"
 
 [tool.pixi.feature.registration-tests.tasks]
diff --git a/sdk/python/tests/integration/compute_engines/ray_compute/repo_configuration.py b/sdk/python/tests/integration/compute_engines/ray_compute/repo_configuration.py
index 37d0d020ccd..8b751ea3290 100644
--- a/sdk/python/tests/integration/compute_engines/ray_compute/repo_configuration.py
+++ b/sdk/python/tests/integration/compute_engines/ray_compute/repo_configuration.py
@@ -6,16 +6,13 @@
 from tests.integration.feature_repos.integration_test_repo_config import (
     IntegrationTestRepoConfig,
 )
-from tests.integration.feature_repos.universal.online_store.redis import (
-    RedisOnlineStoreCreator,
-)
 
 
 def get_ray_compute_engine_test_config() -> IntegrationTestRepoConfig:
     """Get test configuration for Ray compute engine."""
     return IntegrationTestRepoConfig(
         provider="local",
-        online_store_creator=RedisOnlineStoreCreator,
+        online_store={"type": "sqlite"},
         offline_store_creator=RayDataSourceCreator,
         batch_engine={
             "type": "ray.engine",
diff --git a/sdk/python/tests/integration/feature_repos/repo_configuration.py b/sdk/python/tests/integration/feature_repos/repo_configuration.py
index 16945a3825e..5f8932d4066 100644
--- a/sdk/python/tests/integration/feature_repos/repo_configuration.py
+++ b/sdk/python/tests/integration/feature_repos/repo_configuration.py
@@ -100,9 +100,6 @@
     ("local", RemoteOfflineTlsStoreDataSourceCreator),
 ]
 
-# Ray offline store tests are run separately via `make test-python-universal-ray`
-# so we don't include them in the default offline store list.
-
 if os.getenv("FEAST_IS_LOCAL_TEST", "False") == "True":
     AVAILABLE_OFFLINE_STORES.extend(
         [