From 8c3fdf0a45581669971f7240c965cd59408c2b6b Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Mon, 27 Apr 2026 18:26:44 -0400
Subject: [PATCH 01/10] feat: add MongoDB Atlas Vector Search support to
 MongoDBOnlineStore

- Extend MongoDBOnlineStoreConfig with VectorStoreConfig (vector_enabled,
  similarity, vector_index_wait_timeout)
- Auto-create/drop Atlas vector search indexes in update() for feature
  views with vector_index=True fields
- Implement retrieve_online_documents_v2 using \ aggregation
- Add MongoDBAtlasOnlineStoreCreator using MongoDBAtlasLocalContainer
  from testcontainers-python fork
- Add integration tests for index lifecycle, write+retrieve round-trip,
  top_k limiting, and teardown cleanup

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 .../mongodb_online_store/mongodb.py           | 282 +++++++++++++++++-
 .../test_mongodb_vector_search.py             | 237 +++++++++++++++
 .../universal/online_store/mongodb.py         |  28 +-
 3 files changed, 539 insertions(+), 8 deletions(-)
 create mode 100644 sdk/python/tests/integration/online_store/test_mongodb_vector_search.py

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..a84a4b766b4 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 +53,9 @@ 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."""
 
 
 class MongoDBOnlineStore(OnlineStore):
@@ -213,11 +221,132 @@ 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)
+
+        num_candidates = max(top_k * 10, 100)
+        pipeline: List[Dict[str, Any]] = [
+            {
+                "$vectorSearch": {
+                    "index": idx_name,
+                    "path": path,
+                    "queryVector": embedding,
+                    "numCandidates": num_candidates,
+                    "limit": top_k,
+                }
+            },
+            {
+                "$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 +367,32 @@ 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 +427,118 @@ 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,
+    ) -> None:
+        """Poll until the named Atlas Search index reaches READY status."""
+        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(1)
+        logger.warning(
+            "Atlas search index '%s' did not reach READY within %ds",
+            index_name,
+            timeout,
+        )
+
+    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."""
+        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,
+                )
+
+    # -- Connection helpers ---------------------------------------------
+
     def _get_client(self, config: RepoConfig):
         """Returns a connection to the server."""
         online_store_config = config.online_store
@@ -494,5 +747,20 @@ 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, int):
+        return ValueProto(int64_val=value)
+    elif isinstance(value, str):
+        return ValueProto(string_val=value)
+    elif isinstance(value, bool):
+        return ValueProto(bool_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/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..37affdd76d7
--- /dev/null
+++ b/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py
@@ -0,0 +1,237 @@
+"""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
+
+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
+
+
+# ---------------------------------------------------------------------------
+# 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"])],
+        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(float)),
+                "title": f"Document {i}",
+            }
+        )
+    return rows
+
+
+# ---------------------------------------------------------------------------
+# Tests
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.integration
+class TestMongoDBVectorSearch:
+    """Tests for MongoDB Atlas Vector Search integration."""
+
+    def _make_store(self) -> MongoDBOnlineStore:
+        return MongoDBOnlineStore()
+
+    def test_vector_index_created_on_update(
+        self, repo_config, feature_view, item_entity
+    ):
+        """Verify that update() creates an Atlas vector search index."""
+        store = self._make_store()
+        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 expected in vs_index_names, (
+            f"Expected index '{expected}' not found. Got: {vs_index_names}"
+        )
+
+    def test_write_and_retrieve_round_trip(
+        self, repo_config, feature_view, item_entity, write_data
+    ):
+        """Write embeddings then retrieve via vector search."""
+
+        store = self._make_store()
+        store.update(
+            config=repo_config,
+            tables_to_delete=[],
+            tables_to_keep=[feature_view],
+            entities_to_delete=[],
+            entities_to_keep=[item_entity],
+            partial=False,
+        )
+
+        # Write data using online_write_batch
+        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))
+
+        store.online_write_batch(
+            config=repo_config,
+            table=feature_view,
+            data=batch,
+            progress=None,
+        )
+
+        # Query using the first document's embedding
+        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, repo_config, feature_view, item_entity, write_data):
+        """Verify that top_k correctly limits the number of results."""
+        store = self._make_store()
+        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_index_cleanup_on_teardown(self, repo_config, feature_view, item_entity):
+        """Verify teardown drops the collection (and thus all indexes)."""
+        store = self._make_store()
+        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/universal/feature_repos/universal/online_store/mongodb.py b/sdk/python/tests/universal/feature_repos/universal/online_store/mongodb.py
index 0c0afd4908a..a062bcf3e74 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_string()
+        return {
+            "type": "mongodb",
+            "connection_string": connection_string,
+            "vector_enabled": True,
+        }
+
+    def teardown(self):
+        self.container.stop()

From 8482920287d6728d4e1b6ef46c3e6922f68e2ef1 Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Mon, 27 Apr 2026 18:56:29 -0400
Subject: [PATCH 02/10] fix: ensure collection exists before vector index
 creation, add INDEX_WAIT

- Explicitly create collection in _ensure_vector_indexes before calling
  create_search_index (Atlas requires it to exist)
- Restructure tests to share store instance and setup via module-scoped
  fixture
- Add INDEX_WAIT (default 5s) for Atlas Search eventual consistency
  after writes

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 .../mongodb_online_store/mongodb.py           |   4 +
 .../test_mongodb_vector_search.py             | 131 ++++++++++--------
 2 files changed, 80 insertions(+), 55 deletions(-)

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 a84a4b766b4..f0f034e433b 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
@@ -492,6 +492,10 @@ def _ensure_vector_indexes(
         online_config: MongoDBOnlineStoreConfig,
     ) -> None:
         """Create Atlas vector search indexes for vector-indexed fields if they don't exist."""
+        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:
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
index 37affdd76d7..620df296f12 100644
--- a/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py
+++ b/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py
@@ -10,6 +10,7 @@
 
 from __future__ import annotations
 
+import time
 from datetime import datetime, timedelta
 from typing import Any, Dict, List
 
@@ -32,6 +33,33 @@
 
 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
 
 
 # ---------------------------------------------------------------------------
@@ -72,7 +100,13 @@ def feature_view() -> FeatureView:
     )
     return FeatureView(
         name="item_embeddings",
-        entities=[Entity(name="item_id", join_keys=["item_id"])],
+        entities=[
+            Entity(
+                name="item_id",
+                join_keys=["item_id"],
+                value_type=ValueType.INT64,
+            )
+        ],
         schema=[
             Field(
                 name="embedding",
@@ -106,6 +140,35 @@ def write_data() -> List[Dict[str, Any]]:
     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
 # ---------------------------------------------------------------------------
@@ -115,22 +178,10 @@ def write_data() -> List[Dict[str, Any]]:
 class TestMongoDBVectorSearch:
     """Tests for MongoDB Atlas Vector Search integration."""
 
-    def _make_store(self) -> MongoDBOnlineStore:
-        return MongoDBOnlineStore()
-
     def test_vector_index_created_on_update(
-        self, repo_config, feature_view, item_entity
+        self, store, repo_config, feature_view, item_entity, _setup_index_and_data
     ):
         """Verify that update() creates an Atlas vector search index."""
-        store = self._make_store()
-        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]
@@ -140,44 +191,9 @@ def test_vector_index_created_on_update(
         )
 
     def test_write_and_retrieve_round_trip(
-        self, repo_config, feature_view, item_entity, write_data
+        self, store, repo_config, feature_view, write_data, _setup_index_and_data
     ):
         """Write embeddings then retrieve via vector search."""
-
-        store = self._make_store()
-        store.update(
-            config=repo_config,
-            tables_to_delete=[],
-            tables_to_keep=[feature_view],
-            entities_to_delete=[],
-            entities_to_keep=[item_entity],
-            partial=False,
-        )
-
-        # Write data using online_write_batch
-        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))
-
-        store.online_write_batch(
-            config=repo_config,
-            table=feature_view,
-            data=batch,
-            progress=None,
-        )
-
-        # Query using the first document's embedding
         query_embedding = write_data[0]["embedding"]
         results = store.retrieve_online_documents_v2(
             config=repo_config,
@@ -198,9 +214,10 @@ def test_write_and_retrieve_round_trip(
         _, _, best = results[0]
         assert best["title"].string_val == "Document 1"
 
-    def test_top_k_limiting(self, repo_config, feature_view, item_entity, write_data):
+    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."""
-        store = self._make_store()
         query_embedding = write_data[0]["embedding"]
 
         results_2 = store.retrieve_online_documents_v2(
@@ -221,9 +238,13 @@ def test_top_k_limiting(self, repo_config, feature_view, item_entity, write_data
         )
         assert len(results_all) == NUM_ROWS
 
-    def test_index_cleanup_on_teardown(self, repo_config, feature_view, item_entity):
-        """Verify teardown drops the collection (and thus all indexes)."""
-        store = self._make_store()
+    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],

From e69cdb41b48b887a8ddca15266a3b40ee895814b Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Tue, 28 Apr 2026 07:17:53 -0400
Subject: [PATCH 03/10] fix: use float32 in test data and coerce query vector
 to native floats

- Test write_data now uses np.float32 to match Array(Float32) schema
- retrieve_online_documents_v2 coerces embedding to native Python floats
  before passing to \, avoiding BSON encoding errors with
  numpy float types

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 .../infra/online_stores/mongodb_online_store/mongodb.py      | 5 ++++-
 .../integration/online_store/test_mongodb_vector_search.py   | 2 +-
 2 files changed, 5 insertions(+), 2 deletions(-)

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 f0f034e433b..37e8994e3b2 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
@@ -271,13 +271,16 @@ def retrieve_online_documents_v2(
         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": embedding,
+                    "queryVector": query_vector,
                     "numCandidates": num_candidates,
                     "limit": top_k,
                 }
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
index 620df296f12..151eeefcef1 100644
--- a/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py
+++ b/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py
@@ -133,7 +133,7 @@ def write_data() -> List[Dict[str, Any]]:
         rows.append(
             {
                 "item_id": i,
-                "embedding": list(np.random.rand(VECTOR_DIM).astype(float)),
+                "embedding": list(np.random.rand(VECTOR_DIM).astype(np.float32)),
                 "title": f"Document {i}",
             }
         )

From 88f682745a68fe013a3eb7e467ab5e9392d05f55 Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Tue, 28 Apr 2026 12:44:59 -0400
Subject: [PATCH 04/10] test: add vector search validation unit tests and
 idempotency integration test

- Add unit tests for retrieve_online_documents_v2 error paths:
  vector_enabled=False, embedding=None, no vector_index fields,
  missing vector_length
- Add idempotency integration test: calling update() twice does not
  duplicate indexes
- Add vector_index_wait_poll_interval config option
- Change _wait_for_index_ready to raise TimeoutError instead of
  silently continuing on timeout

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 .../mongodb_online_store/mongodb.py           |  20 ++-
 .../test_mongodb_vector_search.py             |  22 ++++
 .../test_mongodb_online_retrieval.py          | 119 +++++++++++++++++-
 3 files changed, 153 insertions(+), 8 deletions(-)

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 37e8994e3b2..2ba70bc7f25 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
@@ -56,6 +56,8 @@ class MongoDBOnlineStoreConfig(FeastConfigBaseModel, VectorStoreConfig):
     # 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):
@@ -460,18 +462,23 @@ 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."""
+        """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(1)
-        logger.warning(
-            "Atlas search index '%s' did not reach READY within %ds",
-            index_name,
-            timeout,
+            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(
@@ -542,6 +549,7 @@ def _ensure_vector_indexes(
                     collection,
                     idx_name,
                     online_config.vector_index_wait_timeout,
+                    online_config.vector_index_wait_poll_interval,
                 )
 
     # -- Connection helpers ---------------------------------------------
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
index 151eeefcef1..1a0892aed99 100644
--- a/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py
+++ b/sdk/python/tests/integration/online_store/test_mongodb_vector_search.py
@@ -238,6 +238,28 @@ def test_top_k_limiting(
         )
         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
     ):
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)

From 5ddb3e2857783228da56fb2b08db2d51be90d189 Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Thu, 30 Apr 2026 11:50:24 -0400
Subject: [PATCH 05/10] feat: upgrade testcontainers to 4.15.0rc2 and use
 MongoDBAtlasLocalContainer

Replace MongoDbContainer with MongoDBAtlasLocalContainer in MongoDB
offline store unit tests. This uses the mongodb/mongodb-atlas-local
image which includes Atlas Search services, enabling future vector
search testing.

- Bump testcontainers from 4.9.0 to 4.15.0rc2
- Switch test fixture to MongoDBAtlasLocalContainer
- Simplify connection string fixture to use get_connection_url()

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 pyproject.toml                                                  | 2 +-
 .../universal/feature_repos/universal/online_store/mongodb.py   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index ea1d419b70b..a3f8abc50e2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -146,7 +146,7 @@ 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",
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 a062bcf3e74..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
@@ -46,7 +46,7 @@ def __init__(self, project_name: str, **kwargs):
 
     def create_online_store(self) -> Dict[str, Any]:
         self.container.start()
-        connection_string = self.container.get_connection_string()
+        connection_string = self.container.get_connection_url()
         return {
             "type": "mongodb",
             "connection_string": connection_string,

From c0ab443272f7f40b9fa9f9a5ef4092366f7f3278 Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Thu, 30 Apr 2026 12:44:54 -0400
Subject: [PATCH 06/10] fix: check bool before int in _python_value_to_proto

bool is a subclass of int in Python, so isinstance(True, int) returns
True. Move the bool check before int so boolean values are correctly
converted to ValueProto(bool_val=...) instead of ValueProto(int64_val=...).

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 .../feast/infra/online_stores/mongodb_online_store/mongodb.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

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 2ba70bc7f25..21a28c9d292 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
@@ -766,12 +766,12 @@ 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, bool):
-        return ValueProto(bool_val=value)
     elif isinstance(value, bytes):
         return ValueProto(bytes_val=value)
     elif isinstance(value, list) and all(isinstance(v, float) for v in value):

From 4becf7e6c2918c2e253826e030e565a5f451ff0e Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Thu, 30 Apr 2026 17:20:54 -0400
Subject: [PATCH 07/10] docs: note composite vector index as future
 optimization

Add docstring to _ensure_vector_indexes explaining the current
one-index-per-field design and noting that a single composite index
with multiple field definitions would reduce cluster-wide index count
and memory overhead.

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 .../online_stores/mongodb_online_store/mongodb.py      | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

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 21a28c9d292..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
@@ -501,7 +501,15 @@ def _ensure_vector_indexes(
         tables: Sequence[Union[BatchFeatureView, StreamFeatureView, FeatureView]],
         online_config: MongoDBOnlineStoreConfig,
     ) -> None:
-        """Create Atlas vector search indexes for vector-indexed fields if they don't exist."""
+        """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)

From 81aea6e3779de13e47ee6e47cb777f7f096db8ed Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Thu, 30 Apr 2026 18:16:01 -0400
Subject: [PATCH 08/10] chore: regenerate requirement lockfiles

Run 'make lock-python-dependencies-all' to update all lockfiles
to reflect testcontainers>=4.15.0rc2 and mongodb in ci extras.

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 .../requirements/py3.10-ci-requirements.txt   | 389 +++++++++--------
 .../py3.10-minimal-requirements.txt           |  30 +-
 ...y3.10-minimal-sdist-requirements-build.txt |  19 +-
 .../py3.10-minimal-sdist-requirements.txt     | 156 +++----
 .../requirements/py3.10-requirements.txt      |  12 +-
 .../requirements/py3.11-ci-requirements.txt   | 407 ++++++++++--------
 .../py3.11-minimal-requirements.txt           |  30 +-
 ...y3.11-minimal-sdist-requirements-build.txt |  18 +-
 .../py3.11-minimal-sdist-requirements.txt     | 156 +++----
 .../requirements/py3.11-requirements.txt      |  12 +-
 .../requirements/py3.12-ci-requirements.txt   | 407 ++++++++++--------
 .../py3.12-minimal-requirements.txt           |  30 +-
 ...y3.12-minimal-sdist-requirements-build.txt |  18 +-
 .../py3.12-minimal-sdist-requirements.txt     | 156 +++----
 .../requirements/py3.12-requirements.txt      |  12 +-
 15 files changed, 997 insertions(+), 855 deletions(-)

diff --git a/sdk/python/requirements/py3.10-ci-requirements.txt b/sdk/python/requirements/py3.10-ci-requirements.txt
index e26ccdc4a83..72ae672640f 100644
--- a/sdk/python/requirements/py3.10-ci-requirements.txt
+++ b/sdk/python/requirements/py3.10-ci-requirements.txt
@@ -301,9 +301,9 @@ botocore==1.38.46 \
     #   moto
     #   s3transfer
     #   snowflake-connector-python
-build==1.4.4 \
-    --hash=sha256:8c3f48a6090b39edec1a273d2d57949aaf13723b01e02f9d518396887519f64d \
-    --hash=sha256:f832ae053061f3fb524af812dc94b8b84bac6880cd587630e3b5d91a6a9c1703
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f \
+    --hash=sha256:302c22c3ba2a0fd5f3911918651341ebb3896176cbdec15bd421f80b1afc7647
     # via
     #   feast (pyproject.toml)
     #   pip-tools
@@ -915,9 +915,9 @@ 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
+datasets==4.8.5 \
+    --hash=sha256:0f0c1c3d56ffff2c93b2f4c63c95bac94f3d7e8621aea2a2a576275233bba772 \
+    --hash=sha256:5079900781719c0e063a8efdd2cd95a31ad0c63209178669cd23cf1b926149ff
     # via feast (pyproject.toml)
 db-dtypes==1.5.1 \
     --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
@@ -1351,9 +1351,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
+google-auth==2.50.0 \
+    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
+    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -1999,9 +1999,9 @@ 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 \
@@ -2841,9 +2841,9 @@ 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 \
@@ -3321,9 +3321,9 @@ pillow==11.3.0 \
     #   python-pptx
     #   scikit-image
     #   torchvision
-pip==26.0.1 \
-    --hash=sha256:bdb1b08f4274833d62c1aa29e20907365a2ceb950410df15fc9521bad440122b \
-    --hash=sha256:c4037d8a277c89b320abe636d59f91e6d0922d08a05b60e85e53b296613346d8
+pip==26.1 \
+    --hash=sha256:4e8486d821d814b77319acb7b9e8bf5a4ee7590a643e7cb21029f209be8573c1 \
+    --hash=sha256:81e13ebcca3ffa8cc85e4deff5c27e1ee26dea0aa7fc2f294a073ac208806ff3
     # via pip-tools
 pip-tools==7.5.3 \
     --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
@@ -4434,9 +4434,9 @@ python-keycloak==4.2.2 \
     --hash=sha256:1d43a1accd4a038ed39317fcb3eb78211df6c75bbcbc4c482c99ee76327136f2 \
     --hash=sha256:5137fd87c69031a372a578df96bae96b9aead2c9dad976613bc978e9e0246a1e
     # via feast (pyproject.toml)
-python-multipart==0.0.26 \
-    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
-    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+python-multipart==0.0.27 \
+    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
+    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
     # via mcp
 python-pptx==1.0.2 \
     --hash=sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba \
@@ -5457,9 +5457,9 @@ sqlparams==6.2.0 \
     --hash=sha256:3744a2ad16f71293db6505b21fd5229b4757489a9b09f3553656a1ae97ba7ca5 \
     --hash=sha256:63b32ed9051bdc52e7e8b38bc4f78aed51796cdd9135e730f4c6a7db1048dedf
     # via singlestoredb
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.1 \
+    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
+    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
@@ -5493,9 +5493,9 @@ 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 \
@@ -5905,9 +5905,9 @@ typer==0.12.5 \
     #   docling
     #   docling-core
     #   fastapi-mcp
-types-cffi==2.0.0.20260408 \
-    --hash=sha256:68bd296742b4ff7c0afe3547f50bd0acc55416ecf322ffefd2b7344ef6388a42 \
-    --hash=sha256:aa8b9c456ab715c079fc655929811f21f331bfb940f4a821987c581bf4e36230
+types-cffi==2.0.0.20260429 \
+    --hash=sha256:6a4237bfdbd50e4d0726929070d8b9983bde541726a5a6fe0e8e24e78c1b3826 \
+    --hash=sha256:afe7d9777a2921139623af0b94647637a5bd0b938b77ec125e5e5e068a1727bd
     # via types-pyopenssl
 types-protobuf==3.19.22 \
     --hash=sha256:d291388678af91bb045fafa864f142dc4ac22f5d4cdca097c7d8d8a32fa9b3ab \
@@ -6496,147 +6496,194 @@ 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 \
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+    --hash=sha256:646b8aa66cf0cec9295dfc4e3ac823ee52e338bada9547f5cf2d674212d04b58 \
+    --hash=sha256:6741564a923f082f3c2941c8bb920462ed5b25eaebdd1e161f162233c9a10bc5 \
+    --hash=sha256:693d02c6dc7d1aa0a45921d54cd8c1ff629e09dfdc2238471507af1f7a1c6f04 \
+    --hash=sha256:6be4d70d9ab76c9f324ead9c01af6ff52c324745ea0c3731682a0cf99720f1fe \
+    --hash=sha256:6cc4eefbb542a5d6ffd6d70ea9c502957c925e800f998c5630ecc809d6702bae \
+    --hash=sha256:6e83179bbb208fb72774c06ba227d6e410fa3797de33d0d4c00e3935f81da7d2 \
+    --hash=sha256:6e934bbae1e0ec74e27d5f0d7f37ef547ce5ff9f0a7e63fb39e559fc99526734 \
+    --hash=sha256:6f31143e18e6db136455b16f0e4e6eba943e1889127dd7c649b46a50d54dd836 \
+    --hash=sha256:7426ff0dfa76eb47efc2cc59d4a717bfa9dc9938bff5e49e748bca749f6aa616 \
+    --hash=sha256:74bbd92f8c7fcc397ba0a11bfdc106bc72ad7f11e3a60277753f87e7532b4d81 \
+    --hash=sha256:7553816512c0abb75329c163a1eee77b0802c3757054b910d6e547bd0dbd16b7 \
+    --hash=sha256:79f9efdbc828b02c681a7cefc6d4108d63811b20a8fb8518a40cb2c13ed15452 \
+    --hash=sha256:7ab9a49c410d8c6c786ab99e79c529938d894c01433130353dd0fe999111077a \
+    --hash=sha256:7bd7bc82dd4f185f28f35193c2e968ef46131628e3cac62f639dadf321cba4d1 \
+    --hash=sha256:7c4d596b7676f811172687ec567cbafb9e4dea2f9be1bbb4f622410cb7f40f40 \
+    --hash=sha256:7c76f18d1268d3dc1c8b8facef5b48a9c6172d4a49113afa2d91745f555c75ff \
+    --hash=sha256:7d7148180ec99ba36585b42c8c5de25e9b40191613bc4be68909b4d25a77a852 \
+    --hash=sha256:7fbec49f5341bbdea0c471f7d1e2fb41ae8925af9b6f28025c28defd8eb94274 \
+    --hash=sha256:84415265192072d8638a3afc3c1bc5995e310570cd9acb54dc46d3939e364fe0 \
+    --hash=sha256:845d347df254d6c619f616afa921331bada8614b8d373d58725c663ba97c3605 \
+    --hash=sha256:84710b4e449596a6565ab67293858d2d93a54eeec55722d55c8f0a08b6e6de24 \
+    --hash=sha256:85f5c0e26d945b5bb475e0a3d95193117498130baa7619357bdc7869c2391b5a \
+    --hash=sha256:8653dd7c2eda020545bb2c71c7f7039b53fe7434d0fc1a0a9deb79ab3f1a4fc1 \
+    --hash=sha256:875811ba23c543b1a1c3143c926e43996eb27ebb8f52d3500744aa608c275aed \
+    --hash=sha256:8c5fcfd806c335bfa2adf1cd0b3110a44fc7b6995c3a648c27489bae85801465 \
+    --hash=sha256:8d09dfd2ab135b985daf868b594315ebe11ad86cd9fea46e6c69f19b28f7d25a \
+    --hash=sha256:8d4dea659b57443989ef32f4295104fd6912c73d0bf26d1d148bb88a9f159b02 \
+    --hash=sha256:8e7edb98dd4721a2694542a35a0bdb989b42892086fd0216f7c48762dfe20844 \
+    --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 \
diff --git a/sdk/python/requirements/py3.10-minimal-requirements.txt b/sdk/python/requirements/py3.10-minimal-requirements.txt
index 35b7cce797a..7df6ac813cb 100644
--- a/sdk/python/requirements/py3.10-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-requirements.txt
@@ -722,9 +722,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
+google-auth==2.50.0 \
+    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
+    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -1788,9 +1788,9 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
 platformdirs==4.9.6 \
     --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
@@ -2252,9 +2252,9 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.26 \
-    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
-    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+python-multipart==0.0.27 \
+    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
+    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
     # via mcp
 pytz==2026.1.post1 \
     --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
@@ -2617,9 +2617,9 @@ sqlglot==30.6.0 \
     --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
     --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.1 \
+    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
+    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2712,9 +2712,9 @@ typeguard==4.5.1 \
     --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
     --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
     # via feast (pyproject.toml)
-typer==0.24.2 \
-    --hash=sha256:b618bc3d721f9a8d30f3e05565be26416d06e9bcc29d49bc491dc26aba674fa8 \
-    --hash=sha256:ec070dcfca1408e85ee203c6365001e818c3b7fffe686fd07ff2d68095ca0480
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
 types-pymysql==1.1.0.20260408 \
     --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
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 4f20701dc65..1bd8b878694 100644
--- a/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
@@ -265,9 +265,9 @@ gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
     # via gitpython
-gitpython==3.1.47 \
-    --hash=sha256:489f590edfd6d20571b2c0e72c6a6ac6915ee8b8cd04572330e3842207a78905 \
-    --hash=sha256:dba27f922bd2b42cb54c87a8ab3cb6beb6bf07f3d564e21ac848913a05a8a3cd
+gitpython==3.1.49 \
+    --hash=sha256:024b0422d7f84d15cd794844e029ffebd4c5d42a7eb9b936b458697ef550a02c \
+    --hash=sha256:42f9399c9eb33fc581014bedd76049dfbaf6375aa2a5754575966387280315e1
     # via pymilvus
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
@@ -690,9 +690,9 @@ packaging==26.2 \
     #   setuptools-scm
     #   vcs-versioning
     #   wheel
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
@@ -939,15 +939,16 @@ tomli==2.4.1 \
     #   scikit-build-core
     #   setuptools-git-versioning
     #   setuptools-scm
+    #   vcs-versioning
     #   versioneer
     #   yarl
 tomlkit==0.14.0 \
     --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
     --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
     # via uv-dynamic-versioning
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.4.28.13 \
+    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
+    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
     # via hatchling
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
diff --git a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
index 46546d99171..eade3ec52ff 100644
--- a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
@@ -810,9 +810,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
+google-auth==2.50.0 \
+    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
+    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -912,66 +912,66 @@ googleapis-common-protos[grpc]==1.74.0 \
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.4.0 \
-    --hash=sha256:04403ac74fe295a361f650818de93be11b5038a78f49ccfb64d3b1be8fbf1267 \
-    --hash=sha256:05fa0803561028f4b2e3b490ee41216a842eaee11aed004cc343a996d9523aa2 \
-    --hash=sha256:06c2d3b89e0c62ba50bd7adf491b14f39da9e7e701647cb7b9ff4c99bee04b19 \
-    --hash=sha256:070b8bac2ff3b4d9e0ff36a0d19e42103331d9737e8504747cd1e659f76297bd \
-    --hash=sha256:076e21040b3a917d3ce4ad68fb5c3c6b32f1405616c4a57aa83120979649bd3d \
-    --hash=sha256:0e1254cf0cbaa17b04320c3a78575f29f3c161ef38f59c977108f19ffddaf077 \
-    --hash=sha256:1054c5a3c78e2ab599d452f23f7adafef55062a783a8e241d24f3b633ba6ff82 \
-    --hash=sha256:10a07aca6babdd18c16a3f4f8880acfffc2b88dfe431ad6aa5f5740759d7d75e \
-    --hash=sha256:16dec271460a9a2b154e3b1c2fa1050ce6280878430320e85e08c166772e3f97 \
-    --hash=sha256:1a4a48f24681300c640f143ba7c404270e1ebbbcf34331d7104a4ff40f8ea705 \
-    --hash=sha256:1a54a921561dd9518d31d2d3db4d7f80e589083063ab4d3e2e950756ef809e1a \
-    --hash=sha256:1f85f204c4d54134ae850d401fa435c89cd667d5ce9dc567571776b45941af72 \
-    --hash=sha256:207ba5b97ea8b0b60eb43ffcacf26969dd83726095161d676aac03ff913ee50d \
-    --hash=sha256:227a46251ecba4ff46ae742bc5ce95c91d5aceb4b02f885487aff269c127a729 \
-    --hash=sha256:234582c20af9742583c3b2ddfbdbb58a756cfff803763ffaae1ac7990a9fac31 \
-    --hash=sha256:2d4f0635dc4aa638cda4b2f5a07ae9a2cff9280327b581a3fcb6f317b4fbc38a \
-    --hash=sha256:43748988b097f9c6f09364f260741aa73c80747f63389824435c7a50bfdfd5c1 \
-    --hash=sha256:439fc2f12b9b512d9dfa681c5afe5f6b3232c708d13e6f02c845e0d9f4c2d8c6 \
-    --hash=sha256:4df3b0b2289ec686d3c821a5fee44259c05cfe824dd5e6e12c8e5f5df23085cf \
-    --hash=sha256:523677e69cd4711b5a014e37bc1fb3a29947c3e3a5bb6a527e1cc50312e5a398 \
-    --hash=sha256:5434271357be07f3ad0936c312645853b7e689e679e29310e2de09a9ea6c3adf \
-    --hash=sha256:5566e4e2cd7a880e8c27618e3eab20f3494452d12fd5129edef7b2f7aa9a36d1 \
-    --hash=sha256:5b99e87be7eba788dd5b75ba1cde5639edffdec5f91fe0d734a249535ec3408c \
-    --hash=sha256:5cb614ace7c27571270354e9c9f696554d073f8aa9319079dcba466bbdead711 \
-    --hash=sha256:636d2f95c309e35f650e421c23297d5011716be15d966e6328b367c9fc513a82 \
-    --hash=sha256:6f0def07ec9a71d72315cf26c061aceee53b306c36ed38c35caba952ea1b319d \
-    --hash=sha256:7f50c804733b43eded05ae694691c9aa68bca7d0a867d67d4a3f514742a2d53f \
-    --hash=sha256:805bebb4945094acbab757d34d6e1098be6de8966009ab9ca54f06ff492def58 \
-    --hash=sha256:8424683caf46eb0eb6f626cb95e008e8cc30d0cb675bdfa48200925c79b38a08 \
-    --hash=sha256:849f8bc17acd6295fcb5de8e46d55cc0e52381c56eaf50a2afd258e97bc65940 \
-    --hash=sha256:89995ce5ddcd2896d89615116dd39b9703bfa0c07b583b85b89bf1b5d6eddf81 \
-    --hash=sha256:8a569c2fb840c53c13a2b8967c63621fafbd1a0e015b9c82f408c33d626a2fda \
-    --hash=sha256:8bff29d586ea415688f4cec96a591fcc3bf762d046a796cdadc1fdb6e7f2d5bf \
-    --hash=sha256:8c5696c42e6bb5cfb7c6ff4453789081c66b9b91f061e5e9367fa15792644e76 \
-    --hash=sha256:90036ce224ed6fe75508c1907a77e4540176dcf0744473627785dd519c6f9996 \
-    --hash=sha256:9390ad88b652b1903814eaabd629ca184db15e0eeb6fe8a390bbf8b9106ae15a \
-    --hash=sha256:956215d5e355fffa7c021d168728321fd4d31fd730ac609b1653b450f6a4bc71 \
-    --hash=sha256:98eedd1803353daf1cd9ef23eef23eda5a4d22f99b1f998d273a8b78b70dd47f \
-    --hash=sha256:9b2d9a138ffa0e306d0e2b72976d2fb10b97e690d40ab36a472acaab0838e2de \
-    --hash=sha256:a0a53fb071531d003b075c444014ff8f8b1a9898d36bb88abd9ac7b3524648a2 \
-    --hash=sha256:a19093fbad824ed7c0f355b5ff4214bffda5f1a7f35f29b31fcaa240cc0135ab \
-    --hash=sha256:a1c4f6b453006efb8310affb2d132832e9bbb4fc01ce6df6b70d810d38f1f6dc \
-    --hash=sha256:a58bec0751f43068cd40cff31bb3ca02ad6000b3a51ca81367af4eb5abc480c8 \
-    --hash=sha256:a70ed1cb0295bee1df57b63bf7f46b4e56a5c93709eea769c1fec1bb23a95875 \
-    --hash=sha256:ac6a5f618be581e1e0713aecec8e54093c235e5fa17d6d8eb7ffc487e2300508 \
-    --hash=sha256:b45e45fe47a19051a396abb22e19e7836a59ee6c5a90f3be427343c37908d65b \
-    --hash=sha256:b7857e2202aae67bc5725e0c1f6403c20a8ff46094ece015e7d474f5f7020b55 \
-    --hash=sha256:c4cd56a9eb7a6444edbc19062f7b6fbc8f287c663b946e3171d899693b1c19fa \
-    --hash=sha256:c660bce1940a1acae5f51f0a064f1bc785d07ea16efcb4bc708090afc4d69e83 \
-    --hash=sha256:d18eae9a7fb0f499efcd146b8c9750a2e1f6e0e93b5a382b3481875354a430e6 \
-    --hash=sha256:d336d46878e486de7d9458653c722875547ac8d36a1cff9ffaf4a74a3c1f62eb \
-    --hash=sha256:d70012e51df2dbbccfaf63a40aaf9b40c8bed37c3e3a38751c926301ce538ece \
-    --hash=sha256:e60d38719cb80b3ab5e85f9f1aed4960acfde09868af6762ccb27b260d68f4ed \
-    --hash=sha256:e82689eea4a237e530bb5cb41b180ef81fa2160e1f89422a67be7d90da67f615 \
-    --hash=sha256:ee407d4d1ca9dc632265aee1c8732c4a2d60adff848057cdebfe5fe94eb2c8a2 \
-    --hash=sha256:f38b81880ba28f232f1f675893a39cf7b6db25b31cc0a09bb50787ecf957e85e \
-    --hash=sha256:f50a96b64dafd6169e595a5c56c9146ef80333e67d4476a65a9c55f400fc22ff \
-    --hash=sha256:f8296d4e2b92af34ebde81085a01690f26a51eb9ac09a0fcadb331eb36dbc802 \
-    --hash=sha256:f82cb6cddc27dd81c96b1506f4aa7def15070c3b2a67d4e46fd19016aacce6cf
+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 \
@@ -1977,9 +1977,9 @@ patchelf==0.17.2.4 \
     --hash=sha256:d842b51f0401460f3b1f3a3a67d2c266a8f515a5adfbfa6e7b656cb3ac2ed8bc \
     --hash=sha256:d9b35ebfada70c02679ad036407d9724ffe1255122ba4ac5e4be5868618a5689
     # via feast (pyproject.toml)
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
@@ -2457,9 +2457,9 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.26 \
-    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
-    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+python-multipart==0.0.27 \
+    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
+    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
     # via mcp
 pytz==2026.1.post1 \
     --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
@@ -2864,9 +2864,9 @@ sqlglot==30.6.0 \
     --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
     --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.1 \
+    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
+    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2962,17 +2962,17 @@ tqdm==4.67.3 \
     # via
     #   feast (pyproject.toml)
     #   milvus-lite
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.4.28.13 \
+    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
+    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
     # via hatchling
 typeguard==4.5.1 \
     --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
     --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
     # via feast (pyproject.toml)
-typer==0.24.2 \
-    --hash=sha256:b618bc3d721f9a8d30f3e05565be26416d06e9bcc29d49bc491dc26aba674fa8 \
-    --hash=sha256:ec070dcfca1408e85ee203c6365001e818c3b7fffe686fd07ff2d68095ca0480
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
diff --git a/sdk/python/requirements/py3.10-requirements.txt b/sdk/python/requirements/py3.10-requirements.txt
index 166b2a0edd8..84fd434e171 100644
--- a/sdk/python/requirements/py3.10-requirements.txt
+++ b/sdk/python/requirements/py3.10-requirements.txt
@@ -190,9 +190,9 @@ 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 \
@@ -746,9 +746,9 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
 prometheus-client==0.25.0 \
     --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
diff --git a/sdk/python/requirements/py3.11-ci-requirements.txt b/sdk/python/requirements/py3.11-ci-requirements.txt
index eba75d46f96..0da061168d8 100644
--- a/sdk/python/requirements/py3.11-ci-requirements.txt
+++ b/sdk/python/requirements/py3.11-ci-requirements.txt
@@ -370,9 +370,9 @@ botocore==1.38.46 \
     #   moto
     #   s3transfer
     #   snowflake-connector-python
-build==1.4.4 \
-    --hash=sha256:8c3f48a6090b39edec1a273d2d57949aaf13723b01e02f9d518396887519f64d \
-    --hash=sha256:f832ae053061f3fb524af812dc94b8b84bac6880cd587630e3b5d91a6a9c1703
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f \
+    --hash=sha256:302c22c3ba2a0fd5f3911918651341ebb3896176cbdec15bd421f80b1afc7647
     # via
     #   feast (pyproject.toml)
     #   pip-tools
@@ -995,9 +995,9 @@ 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
+datasets==4.8.5 \
+    --hash=sha256:0f0c1c3d56ffff2c93b2f4c63c95bac94f3d7e8621aea2a2a576275233bba772 \
+    --hash=sha256:5079900781719c0e063a8efdd2cd95a31ad0c63209178669cd23cf1b926149ff
     # via feast (pyproject.toml)
 db-dtypes==1.5.1 \
     --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
@@ -1428,9 +1428,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-storage
     #   opencensus
     #   pandas-gbq
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
+google-auth==2.50.0 \
+    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
+    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -2087,9 +2087,9 @@ 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 \
@@ -2936,9 +2936,9 @@ 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 \
@@ -3476,9 +3476,9 @@ pillow==11.3.0 \
     #   python-pptx
     #   scikit-image
     #   torchvision
-pip==26.0.1 \
-    --hash=sha256:bdb1b08f4274833d62c1aa29e20907365a2ceb950410df15fc9521bad440122b \
-    --hash=sha256:c4037d8a277c89b320abe636d59f91e6d0922d08a05b60e85e53b296613346d8
+pip==26.1 \
+    --hash=sha256:4e8486d821d814b77319acb7b9e8bf5a4ee7590a643e7cb21029f209be8573c1 \
+    --hash=sha256:81e13ebcca3ffa8cc85e4deff5c27e1ee26dea0aa7fc2f294a073ac208806ff3
     # via pip-tools
 pip-tools==7.5.3 \
     --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
@@ -3817,15 +3817,15 @@ 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 \
@@ -4634,9 +4634,9 @@ python-keycloak==4.2.2 \
     --hash=sha256:1d43a1accd4a038ed39317fcb3eb78211df6c75bbcbc4c482c99ee76327136f2 \
     --hash=sha256:5137fd87c69031a372a578df96bae96b9aead2c9dad976613bc978e9e0246a1e
     # via feast (pyproject.toml)
-python-multipart==0.0.26 \
-    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
-    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+python-multipart==0.0.27 \
+    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
+    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
     # via mcp
 python-pptx==1.0.2 \
     --hash=sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba \
@@ -5711,9 +5711,9 @@ sqlparams==6.2.0 \
     --hash=sha256:3744a2ad16f71293db6505b21fd5229b4757489a9b09f3553656a1ae97ba7ca5 \
     --hash=sha256:63b32ed9051bdc52e7e8b38bc4f78aed51796cdd9135e730f4c6a7db1048dedf
     # via singlestoredb
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.1 \
+    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
+    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
@@ -5747,9 +5747,9 @@ 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 \
@@ -6152,9 +6152,9 @@ typer==0.12.5 \
     #   docling
     #   docling-core
     #   fastapi-mcp
-types-cffi==2.0.0.20260408 \
-    --hash=sha256:68bd296742b4ff7c0afe3547f50bd0acc55416ecf322ffefd2b7344ef6388a42 \
-    --hash=sha256:aa8b9c456ab715c079fc655929811f21f331bfb940f4a821987c581bf4e36230
+types-cffi==2.0.0.20260429 \
+    --hash=sha256:6a4237bfdbd50e4d0726929070d8b9983bde541726a5a6fe0e8e24e78c1b3826 \
+    --hash=sha256:afe7d9777a2921139623af0b94647637a5bd0b938b77ec125e5e5e068a1727bd
     # via types-pyopenssl
 types-protobuf==3.19.22 \
     --hash=sha256:d291388678af91bb045fafa864f142dc4ac22f5d4cdca097c7d8d8a32fa9b3ab \
@@ -6741,147 +6741,194 @@ 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 \
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+    --hash=sha256:43475925a766d01ca8cd9a857fd87f3d50406983c8506a4c07c4df12adcc867f \
+    --hash=sha256:44909f79fb7a4950ec7d96059398f46f634534cd95be9330a3827210af5aaebe \
+    --hash=sha256:44fba4a5f1d179b7ddc7b3dc40f56f9209046421679b57025d4d8821b376fd8d \
+    --hash=sha256:468f0fc114faaa4b36699f8e328bbc3bb11dc418ba94ac52c26dd736d4b6c637 \
+    --hash=sha256:48b542c347c2089f43dc5a6db31d2a6f3cdb04ee33505ec6e9f653834dbb0bde \
+    --hash=sha256:496736f86a9bedaf64b0dc70e3539d0766df01c71ea22032698e88f3f04a1ce9 \
+    --hash=sha256:49a88183a3e5ab0b69d9bbfc0180cbdb247e8bada19fd9403c538b3aa3c24176 \
+    --hash=sha256:49e556558eee5c8c9b2d5da03fd36cfa6c99cae95b3c3887ec64ee1a49ed517a \
+    --hash=sha256:4b6d6b33f141158692bd4eafbb96edbc5aa0dabdb593a962db01a91983d4f8fa \
+    --hash=sha256:4c2454448ce847c72635827bb75c15c5a3434b03ee1afd28cb6dc6fb2597d830 \
+    --hash=sha256:4e15cc9e2817f6481160f930c62842b3ff419e20e13072bcbab12230943092bc \
+    --hash=sha256:503722d52a615f2604f5e7611de7d43878df010dc0053094ef91cb9a9ac3d987 \
+    --hash=sha256:506a0b488f190f0a06769575e30caf71615c898ed93ab18b0dbcb6dec5c3713c \
+    --hash=sha256:50846b9b01f461ee0250d7a701a3d881e9c52ebce335d6e38e0224adc3369f50 \
+    --hash=sha256:50e879ebbac351c81565ca108db766d7832f5b8b6a5b14b8c0151f7190028e3d \
+    --hash=sha256:54876a4e45101cec2bf8f31a973cda073a23e2e108538dad224ba07f85f22487 \
+    --hash=sha256:54a675cb300dda83d71daae2a599389d22db8021a0f8db0dd659e14626eb3ecc \
+    --hash=sha256:565df64437a9390f84465dcca33e7377114c7ede8d05cd2cf20081f831ea788e \
+    --hash=sha256:5886ad85e9e347911783760a1d16cb6b393e8f9e3b52c982568226cb56927bdc \
+    --hash=sha256:5a6ddec83325685e729ca119d1f5c518ec39294212ecd770e60693cdc5f7eb79 \
+    --hash=sha256:5b1bde10324f4c31812ae0d0502e92d916ae8917cad7209353f122b8b8f610c3 \
+    --hash=sha256:5bf2f1940499839b39fef1561b5ecb6ede9ac34ef4457474e1337fc7ef07c2f3 \
+    --hash=sha256:5de686e73690cdaf72b96d4fa083c230ec9020bcc2627ce6316138e2cf2fe2d1 \
+    --hash=sha256:5e7ce913b61f35b0c1c839a49ac9c8e75dd8d860150688aed353b0ce1bf409d8 \
+    --hash=sha256:5ec1e080a3d02d94ea9335bfab0e3374b877e25411422c18f51a943fa4b46381 \
+    --hash=sha256:6318d8b6f6c6c21058928c23289686fc74f37d794170f14b35fecceb515d5e37 \
+    --hash=sha256:646a69b56d8145d85f7fd2289d14fba07880c8a5bda406aa256b407481a61f35 \
+    --hash=sha256:646b8aa66cf0cec9295dfc4e3ac823ee52e338bada9547f5cf2d674212d04b58 \
+    --hash=sha256:6741564a923f082f3c2941c8bb920462ed5b25eaebdd1e161f162233c9a10bc5 \
+    --hash=sha256:693d02c6dc7d1aa0a45921d54cd8c1ff629e09dfdc2238471507af1f7a1c6f04 \
+    --hash=sha256:6be4d70d9ab76c9f324ead9c01af6ff52c324745ea0c3731682a0cf99720f1fe \
+    --hash=sha256:6cc4eefbb542a5d6ffd6d70ea9c502957c925e800f998c5630ecc809d6702bae \
+    --hash=sha256:6e83179bbb208fb72774c06ba227d6e410fa3797de33d0d4c00e3935f81da7d2 \
+    --hash=sha256:6e934bbae1e0ec74e27d5f0d7f37ef547ce5ff9f0a7e63fb39e559fc99526734 \
+    --hash=sha256:6f31143e18e6db136455b16f0e4e6eba943e1889127dd7c649b46a50d54dd836 \
+    --hash=sha256:7426ff0dfa76eb47efc2cc59d4a717bfa9dc9938bff5e49e748bca749f6aa616 \
+    --hash=sha256:74bbd92f8c7fcc397ba0a11bfdc106bc72ad7f11e3a60277753f87e7532b4d81 \
+    --hash=sha256:7553816512c0abb75329c163a1eee77b0802c3757054b910d6e547bd0dbd16b7 \
+    --hash=sha256:79f9efdbc828b02c681a7cefc6d4108d63811b20a8fb8518a40cb2c13ed15452 \
+    --hash=sha256:7ab9a49c410d8c6c786ab99e79c529938d894c01433130353dd0fe999111077a \
+    --hash=sha256:7bd7bc82dd4f185f28f35193c2e968ef46131628e3cac62f639dadf321cba4d1 \
+    --hash=sha256:7c4d596b7676f811172687ec567cbafb9e4dea2f9be1bbb4f622410cb7f40f40 \
+    --hash=sha256:7c76f18d1268d3dc1c8b8facef5b48a9c6172d4a49113afa2d91745f555c75ff \
+    --hash=sha256:7d7148180ec99ba36585b42c8c5de25e9b40191613bc4be68909b4d25a77a852 \
+    --hash=sha256:7fbec49f5341bbdea0c471f7d1e2fb41ae8925af9b6f28025c28defd8eb94274 \
+    --hash=sha256:84415265192072d8638a3afc3c1bc5995e310570cd9acb54dc46d3939e364fe0 \
+    --hash=sha256:845d347df254d6c619f616afa921331bada8614b8d373d58725c663ba97c3605 \
+    --hash=sha256:84710b4e449596a6565ab67293858d2d93a54eeec55722d55c8f0a08b6e6de24 \
+    --hash=sha256:85f5c0e26d945b5bb475e0a3d95193117498130baa7619357bdc7869c2391b5a \
+    --hash=sha256:8653dd7c2eda020545bb2c71c7f7039b53fe7434d0fc1a0a9deb79ab3f1a4fc1 \
+    --hash=sha256:875811ba23c543b1a1c3143c926e43996eb27ebb8f52d3500744aa608c275aed \
+    --hash=sha256:8c5fcfd806c335bfa2adf1cd0b3110a44fc7b6995c3a648c27489bae85801465 \
+    --hash=sha256:8d09dfd2ab135b985daf868b594315ebe11ad86cd9fea46e6c69f19b28f7d25a \
+    --hash=sha256:8d4dea659b57443989ef32f4295104fd6912c73d0bf26d1d148bb88a9f159b02 \
+    --hash=sha256:8e7edb98dd4721a2694542a35a0bdb989b42892086fd0216f7c48762dfe20844 \
+    --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 \
diff --git a/sdk/python/requirements/py3.11-minimal-requirements.txt b/sdk/python/requirements/py3.11-minimal-requirements.txt
index 822bc342959..f7e236ad5be 100644
--- a/sdk/python/requirements/py3.11-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-requirements.txt
@@ -716,9 +716,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
+google-auth==2.50.0 \
+    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
+    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -1799,9 +1799,9 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
 platformdirs==4.9.6 \
     --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
@@ -2263,9 +2263,9 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.26 \
-    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
-    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+python-multipart==0.0.27 \
+    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
+    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
     # via mcp
 pytz==2026.1.post1 \
     --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
@@ -2628,9 +2628,9 @@ sqlglot==30.6.0 \
     --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
     --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.1 \
+    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
+    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2721,9 +2721,9 @@ typeguard==4.5.1 \
     --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
     --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
     # via feast (pyproject.toml)
-typer==0.24.2 \
-    --hash=sha256:b618bc3d721f9a8d30f3e05565be26416d06e9bcc29d49bc491dc26aba674fa8 \
-    --hash=sha256:ec070dcfca1408e85ee203c6365001e818c3b7fffe686fd07ff2d68095ca0480
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
 types-pymysql==1.1.0.20260408 \
     --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
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 252249dfd53..9352edb33a0 100644
--- a/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
@@ -257,9 +257,9 @@ gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
     # via gitpython
-gitpython==3.1.47 \
-    --hash=sha256:489f590edfd6d20571b2c0e72c6a6ac6915ee8b8cd04572330e3842207a78905 \
-    --hash=sha256:dba27f922bd2b42cb54c87a8ab3cb6beb6bf07f3d564e21ac848913a05a8a3cd
+gitpython==3.1.49 \
+    --hash=sha256:024b0422d7f84d15cd794844e029ffebd4c5d42a7eb9b936b458697ef550a02c \
+    --hash=sha256:42f9399c9eb33fc581014bedd76049dfbaf6375aa2a5754575966387280315e1
     # via pymilvus
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
@@ -702,9 +702,9 @@ packaging==26.2 \
     #   setuptools-scm
     #   vcs-versioning
     #   wheel
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
@@ -937,9 +937,9 @@ tomlkit==0.14.0 \
     --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
     --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
     # via uv-dynamic-versioning
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.4.28.13 \
+    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
+    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
     # via hatchling
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
diff --git a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
index 0d51f8693d4..2d9201b927e 100644
--- a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
@@ -802,9 +802,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
+google-auth==2.50.0 \
+    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
+    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -904,66 +904,66 @@ googleapis-common-protos[grpc]==1.74.0 \
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.4.0 \
-    --hash=sha256:04403ac74fe295a361f650818de93be11b5038a78f49ccfb64d3b1be8fbf1267 \
-    --hash=sha256:05fa0803561028f4b2e3b490ee41216a842eaee11aed004cc343a996d9523aa2 \
-    --hash=sha256:06c2d3b89e0c62ba50bd7adf491b14f39da9e7e701647cb7b9ff4c99bee04b19 \
-    --hash=sha256:070b8bac2ff3b4d9e0ff36a0d19e42103331d9737e8504747cd1e659f76297bd \
-    --hash=sha256:076e21040b3a917d3ce4ad68fb5c3c6b32f1405616c4a57aa83120979649bd3d \
-    --hash=sha256:0e1254cf0cbaa17b04320c3a78575f29f3c161ef38f59c977108f19ffddaf077 \
-    --hash=sha256:1054c5a3c78e2ab599d452f23f7adafef55062a783a8e241d24f3b633ba6ff82 \
-    --hash=sha256:10a07aca6babdd18c16a3f4f8880acfffc2b88dfe431ad6aa5f5740759d7d75e \
-    --hash=sha256:16dec271460a9a2b154e3b1c2fa1050ce6280878430320e85e08c166772e3f97 \
-    --hash=sha256:1a4a48f24681300c640f143ba7c404270e1ebbbcf34331d7104a4ff40f8ea705 \
-    --hash=sha256:1a54a921561dd9518d31d2d3db4d7f80e589083063ab4d3e2e950756ef809e1a \
-    --hash=sha256:1f85f204c4d54134ae850d401fa435c89cd667d5ce9dc567571776b45941af72 \
-    --hash=sha256:207ba5b97ea8b0b60eb43ffcacf26969dd83726095161d676aac03ff913ee50d \
-    --hash=sha256:227a46251ecba4ff46ae742bc5ce95c91d5aceb4b02f885487aff269c127a729 \
-    --hash=sha256:234582c20af9742583c3b2ddfbdbb58a756cfff803763ffaae1ac7990a9fac31 \
-    --hash=sha256:2d4f0635dc4aa638cda4b2f5a07ae9a2cff9280327b581a3fcb6f317b4fbc38a \
-    --hash=sha256:43748988b097f9c6f09364f260741aa73c80747f63389824435c7a50bfdfd5c1 \
-    --hash=sha256:439fc2f12b9b512d9dfa681c5afe5f6b3232c708d13e6f02c845e0d9f4c2d8c6 \
-    --hash=sha256:4df3b0b2289ec686d3c821a5fee44259c05cfe824dd5e6e12c8e5f5df23085cf \
-    --hash=sha256:523677e69cd4711b5a014e37bc1fb3a29947c3e3a5bb6a527e1cc50312e5a398 \
-    --hash=sha256:5434271357be07f3ad0936c312645853b7e689e679e29310e2de09a9ea6c3adf \
-    --hash=sha256:5566e4e2cd7a880e8c27618e3eab20f3494452d12fd5129edef7b2f7aa9a36d1 \
-    --hash=sha256:5b99e87be7eba788dd5b75ba1cde5639edffdec5f91fe0d734a249535ec3408c \
-    --hash=sha256:5cb614ace7c27571270354e9c9f696554d073f8aa9319079dcba466bbdead711 \
-    --hash=sha256:636d2f95c309e35f650e421c23297d5011716be15d966e6328b367c9fc513a82 \
-    --hash=sha256:6f0def07ec9a71d72315cf26c061aceee53b306c36ed38c35caba952ea1b319d \
-    --hash=sha256:7f50c804733b43eded05ae694691c9aa68bca7d0a867d67d4a3f514742a2d53f \
-    --hash=sha256:805bebb4945094acbab757d34d6e1098be6de8966009ab9ca54f06ff492def58 \
-    --hash=sha256:8424683caf46eb0eb6f626cb95e008e8cc30d0cb675bdfa48200925c79b38a08 \
-    --hash=sha256:849f8bc17acd6295fcb5de8e46d55cc0e52381c56eaf50a2afd258e97bc65940 \
-    --hash=sha256:89995ce5ddcd2896d89615116dd39b9703bfa0c07b583b85b89bf1b5d6eddf81 \
-    --hash=sha256:8a569c2fb840c53c13a2b8967c63621fafbd1a0e015b9c82f408c33d626a2fda \
-    --hash=sha256:8bff29d586ea415688f4cec96a591fcc3bf762d046a796cdadc1fdb6e7f2d5bf \
-    --hash=sha256:8c5696c42e6bb5cfb7c6ff4453789081c66b9b91f061e5e9367fa15792644e76 \
-    --hash=sha256:90036ce224ed6fe75508c1907a77e4540176dcf0744473627785dd519c6f9996 \
-    --hash=sha256:9390ad88b652b1903814eaabd629ca184db15e0eeb6fe8a390bbf8b9106ae15a \
-    --hash=sha256:956215d5e355fffa7c021d168728321fd4d31fd730ac609b1653b450f6a4bc71 \
-    --hash=sha256:98eedd1803353daf1cd9ef23eef23eda5a4d22f99b1f998d273a8b78b70dd47f \
-    --hash=sha256:9b2d9a138ffa0e306d0e2b72976d2fb10b97e690d40ab36a472acaab0838e2de \
-    --hash=sha256:a0a53fb071531d003b075c444014ff8f8b1a9898d36bb88abd9ac7b3524648a2 \
-    --hash=sha256:a19093fbad824ed7c0f355b5ff4214bffda5f1a7f35f29b31fcaa240cc0135ab \
-    --hash=sha256:a1c4f6b453006efb8310affb2d132832e9bbb4fc01ce6df6b70d810d38f1f6dc \
-    --hash=sha256:a58bec0751f43068cd40cff31bb3ca02ad6000b3a51ca81367af4eb5abc480c8 \
-    --hash=sha256:a70ed1cb0295bee1df57b63bf7f46b4e56a5c93709eea769c1fec1bb23a95875 \
-    --hash=sha256:ac6a5f618be581e1e0713aecec8e54093c235e5fa17d6d8eb7ffc487e2300508 \
-    --hash=sha256:b45e45fe47a19051a396abb22e19e7836a59ee6c5a90f3be427343c37908d65b \
-    --hash=sha256:b7857e2202aae67bc5725e0c1f6403c20a8ff46094ece015e7d474f5f7020b55 \
-    --hash=sha256:c4cd56a9eb7a6444edbc19062f7b6fbc8f287c663b946e3171d899693b1c19fa \
-    --hash=sha256:c660bce1940a1acae5f51f0a064f1bc785d07ea16efcb4bc708090afc4d69e83 \
-    --hash=sha256:d18eae9a7fb0f499efcd146b8c9750a2e1f6e0e93b5a382b3481875354a430e6 \
-    --hash=sha256:d336d46878e486de7d9458653c722875547ac8d36a1cff9ffaf4a74a3c1f62eb \
-    --hash=sha256:d70012e51df2dbbccfaf63a40aaf9b40c8bed37c3e3a38751c926301ce538ece \
-    --hash=sha256:e60d38719cb80b3ab5e85f9f1aed4960acfde09868af6762ccb27b260d68f4ed \
-    --hash=sha256:e82689eea4a237e530bb5cb41b180ef81fa2160e1f89422a67be7d90da67f615 \
-    --hash=sha256:ee407d4d1ca9dc632265aee1c8732c4a2d60adff848057cdebfe5fe94eb2c8a2 \
-    --hash=sha256:f38b81880ba28f232f1f675893a39cf7b6db25b31cc0a09bb50787ecf957e85e \
-    --hash=sha256:f50a96b64dafd6169e595a5c56c9146ef80333e67d4476a65a9c55f400fc22ff \
-    --hash=sha256:f8296d4e2b92af34ebde81085a01690f26a51eb9ac09a0fcadb331eb36dbc802 \
-    --hash=sha256:f82cb6cddc27dd81c96b1506f4aa7def15070c3b2a67d4e46fd19016aacce6cf
+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 \
@@ -1986,9 +1986,9 @@ patchelf==0.17.2.4 \
     --hash=sha256:d842b51f0401460f3b1f3a3a67d2c266a8f515a5adfbfa6e7b656cb3ac2ed8bc \
     --hash=sha256:d9b35ebfada70c02679ad036407d9724ffe1255122ba4ac5e4be5868618a5689
     # via feast (pyproject.toml)
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
@@ -2466,9 +2466,9 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.26 \
-    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
-    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+python-multipart==0.0.27 \
+    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
+    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
     # via mcp
 pytz==2026.1.post1 \
     --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
@@ -2877,9 +2877,9 @@ sqlglot==30.6.0 \
     --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
     --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.1 \
+    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
+    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2966,17 +2966,17 @@ tqdm==4.67.3 \
     # via
     #   feast (pyproject.toml)
     #   milvus-lite
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.4.28.13 \
+    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
+    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
     # via hatchling
 typeguard==4.5.1 \
     --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
     --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
     # via feast (pyproject.toml)
-typer==0.24.2 \
-    --hash=sha256:b618bc3d721f9a8d30f3e05565be26416d06e9bcc29d49bc491dc26aba674fa8 \
-    --hash=sha256:ec070dcfca1408e85ee203c6365001e818c3b7fffe686fd07ff2d68095ca0480
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
diff --git a/sdk/python/requirements/py3.11-requirements.txt b/sdk/python/requirements/py3.11-requirements.txt
index 8e30a7275c4..706d85f5ec6 100644
--- a/sdk/python/requirements/py3.11-requirements.txt
+++ b/sdk/python/requirements/py3.11-requirements.txt
@@ -186,9 +186,9 @@ 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 \
@@ -759,9 +759,9 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
 prometheus-client==0.25.0 \
     --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
diff --git a/sdk/python/requirements/py3.12-ci-requirements.txt b/sdk/python/requirements/py3.12-ci-requirements.txt
index dac1e275d5e..d36b5de415b 100644
--- a/sdk/python/requirements/py3.12-ci-requirements.txt
+++ b/sdk/python/requirements/py3.12-ci-requirements.txt
@@ -366,9 +366,9 @@ botocore==1.38.46 \
     #   moto
     #   s3transfer
     #   snowflake-connector-python
-build==1.4.4 \
-    --hash=sha256:8c3f48a6090b39edec1a273d2d57949aaf13723b01e02f9d518396887519f64d \
-    --hash=sha256:f832ae053061f3fb524af812dc94b8b84bac6880cd587630e3b5d91a6a9c1703
+build==1.5.0 \
+    --hash=sha256:13f3eecb844759ab66efec90ca17639bbf14dc06cb2fdf37a9010322d9c50a6f \
+    --hash=sha256:302c22c3ba2a0fd5f3911918651341ebb3896176cbdec15bd421f80b1afc7647
     # via
     #   feast (pyproject.toml)
     #   pip-tools
@@ -991,9 +991,9 @@ 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
+datasets==4.8.5 \
+    --hash=sha256:0f0c1c3d56ffff2c93b2f4c63c95bac94f3d7e8621aea2a2a576275233bba772 \
+    --hash=sha256:5079900781719c0e063a8efdd2cd95a31ad0c63209178669cd23cf1b926149ff
     # via feast (pyproject.toml)
 db-dtypes==1.5.1 \
     --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
@@ -1424,9 +1424,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-storage
     #   opencensus
     #   pandas-gbq
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
+google-auth==2.50.0 \
+    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
+    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -2081,9 +2081,9 @@ 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 \
@@ -2930,9 +2930,9 @@ 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 \
@@ -3466,9 +3466,9 @@ pillow==11.3.0 \
     #   python-pptx
     #   scikit-image
     #   torchvision
-pip==26.0.1 \
-    --hash=sha256:bdb1b08f4274833d62c1aa29e20907365a2ceb950410df15fc9521bad440122b \
-    --hash=sha256:c4037d8a277c89b320abe636d59f91e6d0922d08a05b60e85e53b296613346d8
+pip==26.1 \
+    --hash=sha256:4e8486d821d814b77319acb7b9e8bf5a4ee7590a643e7cb21029f209be8573c1 \
+    --hash=sha256:81e13ebcca3ffa8cc85e4deff5c27e1ee26dea0aa7fc2f294a073ac208806ff3
     # via pip-tools
 pip-tools==7.5.3 \
     --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
@@ -3807,15 +3807,15 @@ 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 \
@@ -4624,9 +4624,9 @@ python-keycloak==4.2.2 \
     --hash=sha256:1d43a1accd4a038ed39317fcb3eb78211df6c75bbcbc4c482c99ee76327136f2 \
     --hash=sha256:5137fd87c69031a372a578df96bae96b9aead2c9dad976613bc978e9e0246a1e
     # via feast (pyproject.toml)
-python-multipart==0.0.26 \
-    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
-    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+python-multipart==0.0.27 \
+    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
+    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
     # via mcp
 python-pptx==1.0.2 \
     --hash=sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba \
@@ -5701,9 +5701,9 @@ sqlparams==6.2.0 \
     --hash=sha256:3744a2ad16f71293db6505b21fd5229b4757489a9b09f3553656a1ae97ba7ca5 \
     --hash=sha256:63b32ed9051bdc52e7e8b38bc4f78aed51796cdd9135e730f4c6a7db1048dedf
     # via singlestoredb
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.1 \
+    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
+    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
@@ -5737,9 +5737,9 @@ 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 \
@@ -6140,9 +6140,9 @@ typer==0.12.5 \
     #   docling
     #   docling-core
     #   fastapi-mcp
-types-cffi==2.0.0.20260408 \
-    --hash=sha256:68bd296742b4ff7c0afe3547f50bd0acc55416ecf322ffefd2b7344ef6388a42 \
-    --hash=sha256:aa8b9c456ab715c079fc655929811f21f331bfb940f4a821987c581bf4e36230
+types-cffi==2.0.0.20260429 \
+    --hash=sha256:6a4237bfdbd50e4d0726929070d8b9983bde541726a5a6fe0e8e24e78c1b3826 \
+    --hash=sha256:afe7d9777a2921139623af0b94647637a5bd0b938b77ec125e5e5e068a1727bd
     # via types-pyopenssl
 types-protobuf==3.19.22 \
     --hash=sha256:d291388678af91bb045fafa864f142dc4ac22f5d4cdca097c7d8d8a32fa9b3ab \
@@ -6728,147 +6728,194 @@ 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 \
+    --hash=sha256:040ea63668f9185b92bc74942df09c7e65703deed71431333678fc6e739a9955 \
+    --hash=sha256:05ece0fe4d9c9c2728912d1981ae1566cfc83a011571b24732cbf76e1fb70dca \
+    --hash=sha256:05fd1254268c59b5cb2a029dfc204275e9fc52de2913f1e53aa8d01442c96b4d \
+    --hash=sha256:073c23900a9fbf3d26616c17c830db28af9803677cd5b33aea3224d824111514 \
+    --hash=sha256:082c87bfdd2b9f457606c7a4a53457f4c4b48b0cdc48de0277f4349d79bb3d7a \
+    --hash=sha256:0c36f89ba026ccc6fde8f48479a2fd9fc450a736cc7c0d5650acfcff8636282e \
+    --hash=sha256:0c72fe9c7e3d6dfd7f1e21e224a877917fa09c465694ba4e06464b9511b65544 \
+    --hash=sha256:0d23fd49fdc5c8af61fb7104f1ad247954499140f6cb6045b3aa5c99dadbbf28 \
+    --hash=sha256:0ff71596bd79816975b3de7130ab1ff4541410285a3c084584eeb1c8239996fd \
+    --hash=sha256:1061bc6cec00adf75347b064ee62b220d66d9bc506acaad1418c79eec45a318c \
+    --hash=sha256:11dd69b1a34b7b9af29012f390825b0cdb0617c0966560e227ca74daa7478ba9 \
+    --hash=sha256:1295325c5a98d552333fa53dc2b026b0ef0ec9c8e73ca3a952990b4c7d65d459 \
+    --hash=sha256:12c249621af6d50a05d9f10af894b404157b15819878e18f75fcbb0213a77d07 \
+    --hash=sha256:12eca820a5d558633d423bf8bb78ce72a55394823f64089247f788a7e0ae691e \
+    --hash=sha256:13805f0461cba0a857924e70ff91ae6d52d2598f79a884e788db80532614a4a1 \
+    --hash=sha256:14bf7a54e43825ec131ee7fe3c60e142e7c2c1e676ad0f93fc893432d15414af \
+    --hash=sha256:151d7520838d4465461a0b7f4ae488b3b00de16183dd3214c1a6b14bf89d7fb6 \
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+    --hash=sha256:fddbbb69a6fff4f421e7a0d1fa28f894b20112e9e3fab306af451e2dfd0e459b \
+    --hash=sha256:fe14c356f8b23ad811dc026077a6d4abccdaa7bce5ca98579605550657b6fcfb \
+    --hash=sha256:fe32736295ea38e43e7d9424053c8c47c9f64fecfc7c895fb3da9b30b131c9ee \
+    --hash=sha256:fe820f104473d1516ecd628993690bc1f79b0e699f32711d42a5a70b3d0f8170
     # via datasets
 yarl==1.23.0 \
     --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
diff --git a/sdk/python/requirements/py3.12-minimal-requirements.txt b/sdk/python/requirements/py3.12-minimal-requirements.txt
index 70b0feb6ac2..9e0db1a5d5d 100644
--- a/sdk/python/requirements/py3.12-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-requirements.txt
@@ -712,9 +712,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
+google-auth==2.50.0 \
+    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
+    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -1791,9 +1791,9 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
 platformdirs==4.9.6 \
     --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
@@ -2255,9 +2255,9 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.26 \
-    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
-    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+python-multipart==0.0.27 \
+    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
+    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
     # via mcp
 pytz==2026.1.post1 \
     --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
@@ -2620,9 +2620,9 @@ sqlglot==30.6.0 \
     --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
     --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.1 \
+    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
+    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2713,9 +2713,9 @@ typeguard==4.5.1 \
     --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
     --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
     # via feast (pyproject.toml)
-typer==0.24.2 \
-    --hash=sha256:b618bc3d721f9a8d30f3e05565be26416d06e9bcc29d49bc491dc26aba674fa8 \
-    --hash=sha256:ec070dcfca1408e85ee203c6365001e818c3b7fffe686fd07ff2d68095ca0480
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
 types-pymysql==1.1.0.20260408 \
     --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
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 46228c310e0..876ced15d3f 100644
--- a/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
@@ -250,9 +250,9 @@ gitdb==4.0.12 \
     --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
     --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
     # via gitpython
-gitpython==3.1.47 \
-    --hash=sha256:489f590edfd6d20571b2c0e72c6a6ac6915ee8b8cd04572330e3842207a78905 \
-    --hash=sha256:dba27f922bd2b42cb54c87a8ab3cb6beb6bf07f3d564e21ac848913a05a8a3cd
+gitpython==3.1.49 \
+    --hash=sha256:024b0422d7f84d15cd794844e029ffebd4c5d42a7eb9b936b458697ef550a02c \
+    --hash=sha256:42f9399c9eb33fc581014bedd76049dfbaf6375aa2a5754575966387280315e1
     # via pymilvus
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
@@ -695,9 +695,9 @@ packaging==26.2 \
     #   setuptools-scm
     #   vcs-versioning
     #   wheel
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
@@ -928,9 +928,9 @@ tomlkit==0.14.0 \
     --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
     --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
     # via uv-dynamic-versioning
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.4.28.13 \
+    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
+    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
     # via hatchling
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
diff --git a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
index 7ddcab55235..de736008983 100644
--- a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
@@ -798,9 +798,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.49.2 \
-    --hash=sha256:c1ae38500e73065dcae57355adb6278cf8b5c8e391994ae9cbadbcb9631ab409 \
-    --hash=sha256:c2720924dfc82dedb962c9f52cabb2ab16714fd0a6a707e40561d217574ed6d5
+google-auth==2.50.0 \
+    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
+    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -900,66 +900,66 @@ googleapis-common-protos[grpc]==1.74.0 \
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.4.0 \
-    --hash=sha256:04403ac74fe295a361f650818de93be11b5038a78f49ccfb64d3b1be8fbf1267 \
-    --hash=sha256:05fa0803561028f4b2e3b490ee41216a842eaee11aed004cc343a996d9523aa2 \
-    --hash=sha256:06c2d3b89e0c62ba50bd7adf491b14f39da9e7e701647cb7b9ff4c99bee04b19 \
-    --hash=sha256:070b8bac2ff3b4d9e0ff36a0d19e42103331d9737e8504747cd1e659f76297bd \
-    --hash=sha256:076e21040b3a917d3ce4ad68fb5c3c6b32f1405616c4a57aa83120979649bd3d \
-    --hash=sha256:0e1254cf0cbaa17b04320c3a78575f29f3c161ef38f59c977108f19ffddaf077 \
-    --hash=sha256:1054c5a3c78e2ab599d452f23f7adafef55062a783a8e241d24f3b633ba6ff82 \
-    --hash=sha256:10a07aca6babdd18c16a3f4f8880acfffc2b88dfe431ad6aa5f5740759d7d75e \
-    --hash=sha256:16dec271460a9a2b154e3b1c2fa1050ce6280878430320e85e08c166772e3f97 \
-    --hash=sha256:1a4a48f24681300c640f143ba7c404270e1ebbbcf34331d7104a4ff40f8ea705 \
-    --hash=sha256:1a54a921561dd9518d31d2d3db4d7f80e589083063ab4d3e2e950756ef809e1a \
-    --hash=sha256:1f85f204c4d54134ae850d401fa435c89cd667d5ce9dc567571776b45941af72 \
-    --hash=sha256:207ba5b97ea8b0b60eb43ffcacf26969dd83726095161d676aac03ff913ee50d \
-    --hash=sha256:227a46251ecba4ff46ae742bc5ce95c91d5aceb4b02f885487aff269c127a729 \
-    --hash=sha256:234582c20af9742583c3b2ddfbdbb58a756cfff803763ffaae1ac7990a9fac31 \
-    --hash=sha256:2d4f0635dc4aa638cda4b2f5a07ae9a2cff9280327b581a3fcb6f317b4fbc38a \
-    --hash=sha256:43748988b097f9c6f09364f260741aa73c80747f63389824435c7a50bfdfd5c1 \
-    --hash=sha256:439fc2f12b9b512d9dfa681c5afe5f6b3232c708d13e6f02c845e0d9f4c2d8c6 \
-    --hash=sha256:4df3b0b2289ec686d3c821a5fee44259c05cfe824dd5e6e12c8e5f5df23085cf \
-    --hash=sha256:523677e69cd4711b5a014e37bc1fb3a29947c3e3a5bb6a527e1cc50312e5a398 \
-    --hash=sha256:5434271357be07f3ad0936c312645853b7e689e679e29310e2de09a9ea6c3adf \
-    --hash=sha256:5566e4e2cd7a880e8c27618e3eab20f3494452d12fd5129edef7b2f7aa9a36d1 \
-    --hash=sha256:5b99e87be7eba788dd5b75ba1cde5639edffdec5f91fe0d734a249535ec3408c \
-    --hash=sha256:5cb614ace7c27571270354e9c9f696554d073f8aa9319079dcba466bbdead711 \
-    --hash=sha256:636d2f95c309e35f650e421c23297d5011716be15d966e6328b367c9fc513a82 \
-    --hash=sha256:6f0def07ec9a71d72315cf26c061aceee53b306c36ed38c35caba952ea1b319d \
-    --hash=sha256:7f50c804733b43eded05ae694691c9aa68bca7d0a867d67d4a3f514742a2d53f \
-    --hash=sha256:805bebb4945094acbab757d34d6e1098be6de8966009ab9ca54f06ff492def58 \
-    --hash=sha256:8424683caf46eb0eb6f626cb95e008e8cc30d0cb675bdfa48200925c79b38a08 \
-    --hash=sha256:849f8bc17acd6295fcb5de8e46d55cc0e52381c56eaf50a2afd258e97bc65940 \
-    --hash=sha256:89995ce5ddcd2896d89615116dd39b9703bfa0c07b583b85b89bf1b5d6eddf81 \
-    --hash=sha256:8a569c2fb840c53c13a2b8967c63621fafbd1a0e015b9c82f408c33d626a2fda \
-    --hash=sha256:8bff29d586ea415688f4cec96a591fcc3bf762d046a796cdadc1fdb6e7f2d5bf \
-    --hash=sha256:8c5696c42e6bb5cfb7c6ff4453789081c66b9b91f061e5e9367fa15792644e76 \
-    --hash=sha256:90036ce224ed6fe75508c1907a77e4540176dcf0744473627785dd519c6f9996 \
-    --hash=sha256:9390ad88b652b1903814eaabd629ca184db15e0eeb6fe8a390bbf8b9106ae15a \
-    --hash=sha256:956215d5e355fffa7c021d168728321fd4d31fd730ac609b1653b450f6a4bc71 \
-    --hash=sha256:98eedd1803353daf1cd9ef23eef23eda5a4d22f99b1f998d273a8b78b70dd47f \
-    --hash=sha256:9b2d9a138ffa0e306d0e2b72976d2fb10b97e690d40ab36a472acaab0838e2de \
-    --hash=sha256:a0a53fb071531d003b075c444014ff8f8b1a9898d36bb88abd9ac7b3524648a2 \
-    --hash=sha256:a19093fbad824ed7c0f355b5ff4214bffda5f1a7f35f29b31fcaa240cc0135ab \
-    --hash=sha256:a1c4f6b453006efb8310affb2d132832e9bbb4fc01ce6df6b70d810d38f1f6dc \
-    --hash=sha256:a58bec0751f43068cd40cff31bb3ca02ad6000b3a51ca81367af4eb5abc480c8 \
-    --hash=sha256:a70ed1cb0295bee1df57b63bf7f46b4e56a5c93709eea769c1fec1bb23a95875 \
-    --hash=sha256:ac6a5f618be581e1e0713aecec8e54093c235e5fa17d6d8eb7ffc487e2300508 \
-    --hash=sha256:b45e45fe47a19051a396abb22e19e7836a59ee6c5a90f3be427343c37908d65b \
-    --hash=sha256:b7857e2202aae67bc5725e0c1f6403c20a8ff46094ece015e7d474f5f7020b55 \
-    --hash=sha256:c4cd56a9eb7a6444edbc19062f7b6fbc8f287c663b946e3171d899693b1c19fa \
-    --hash=sha256:c660bce1940a1acae5f51f0a064f1bc785d07ea16efcb4bc708090afc4d69e83 \
-    --hash=sha256:d18eae9a7fb0f499efcd146b8c9750a2e1f6e0e93b5a382b3481875354a430e6 \
-    --hash=sha256:d336d46878e486de7d9458653c722875547ac8d36a1cff9ffaf4a74a3c1f62eb \
-    --hash=sha256:d70012e51df2dbbccfaf63a40aaf9b40c8bed37c3e3a38751c926301ce538ece \
-    --hash=sha256:e60d38719cb80b3ab5e85f9f1aed4960acfde09868af6762ccb27b260d68f4ed \
-    --hash=sha256:e82689eea4a237e530bb5cb41b180ef81fa2160e1f89422a67be7d90da67f615 \
-    --hash=sha256:ee407d4d1ca9dc632265aee1c8732c4a2d60adff848057cdebfe5fe94eb2c8a2 \
-    --hash=sha256:f38b81880ba28f232f1f675893a39cf7b6db25b31cc0a09bb50787ecf957e85e \
-    --hash=sha256:f50a96b64dafd6169e595a5c56c9146ef80333e67d4476a65a9c55f400fc22ff \
-    --hash=sha256:f8296d4e2b92af34ebde81085a01690f26a51eb9ac09a0fcadb331eb36dbc802 \
-    --hash=sha256:f82cb6cddc27dd81c96b1506f4aa7def15070c3b2a67d4e46fd19016aacce6cf
+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 \
@@ -1978,9 +1978,9 @@ patchelf==0.17.2.4 \
     --hash=sha256:d842b51f0401460f3b1f3a3a67d2c266a8f515a5adfbfa6e7b656cb3ac2ed8bc \
     --hash=sha256:d9b35ebfada70c02679ad036407d9724ffe1255122ba4ac5e4be5868618a5689
     # via feast (pyproject.toml)
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via
     #   hatchling
     #   mypy
@@ -2458,9 +2458,9 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.26 \
-    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
-    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+python-multipart==0.0.27 \
+    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
+    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
     # via mcp
 pytz==2026.1.post1 \
     --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
@@ -2869,9 +2869,9 @@ sqlglot==30.6.0 \
     --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
     --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
     # via ibis-framework
-sse-starlette==3.3.4 \
-    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
-    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+sse-starlette==3.4.1 \
+    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
+    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
     # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
@@ -2958,17 +2958,17 @@ tqdm==4.67.3 \
     # via
     #   feast (pyproject.toml)
     #   milvus-lite
-trove-classifiers==2026.1.14.14 \
-    --hash=sha256:00492545a1402b09d4858605ba190ea33243d361e2b01c9c296ce06b5c3325f3 \
-    --hash=sha256:1f9553927f18d0513d8e5ff80ab8980b8202ce37ecae0e3274ed2ef11880e74d
+trove-classifiers==2026.4.28.13 \
+    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
+    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
     # via hatchling
 typeguard==4.5.1 \
     --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
     --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
     # via feast (pyproject.toml)
-typer==0.24.2 \
-    --hash=sha256:b618bc3d721f9a8d30f3e05565be26416d06e9bcc29d49bc491dc26aba674fa8 \
-    --hash=sha256:ec070dcfca1408e85ee203c6365001e818c3b7fffe686fd07ff2d68095ca0480
+typer==0.25.1 \
+    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
+    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
     # via fastapi-mcp
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
diff --git a/sdk/python/requirements/py3.12-requirements.txt b/sdk/python/requirements/py3.12-requirements.txt
index f5d0f5ecef7..de90b34c05d 100644
--- a/sdk/python/requirements/py3.12-requirements.txt
+++ b/sdk/python/requirements/py3.12-requirements.txt
@@ -186,9 +186,9 @@ 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 \
@@ -755,9 +755,9 @@ partd==1.4.2 \
     --hash=sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f \
     --hash=sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c
     # via dask
-pathspec==1.1.0 \
-    --hash=sha256:574b128f7456bd899045ccd142dd446af7e6cfd0072d63ad73fbc55fbb4aaa42 \
-    --hash=sha256:f5d7c555da02fd8dde3e4a2354b6aba817a89112fa8f333f7917a2a4834dd080
+pathspec==1.1.1 \
+    --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
+    --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
 prometheus-client==0.25.0 \
     --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \

From 4f142a3c12212deaf843622230844e1f46b73632 Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Fri, 1 May 2026 08:45:13 -0400
Subject: [PATCH 09/10] -s

make lock-python-dependencies-all and pixi lock

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 pixi.lock                                     | 112 ++++++++++--------
 .../requirements/py3.10-ci-requirements.txt   |  12 +-
 .../py3.10-minimal-requirements.txt           |   6 +-
 .../py3.10-minimal-sdist-requirements.txt     |   6 +-
 .../requirements/py3.11-ci-requirements.txt   |  12 +-
 .../py3.11-minimal-requirements.txt           |   6 +-
 .../py3.11-minimal-sdist-requirements.txt     |   6 +-
 .../requirements/py3.12-ci-requirements.txt   |  12 +-
 .../py3.12-minimal-requirements.txt           |   6 +-
 .../py3.12-minimal-sdist-requirements.txt     |   6 +-
 10 files changed, 98 insertions(+), 86 deletions(-)

diff --git a/pixi.lock b/pixi.lock
index 04dc5319bb0..716f42da20f 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -394,7 +394,7 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/0b/c9/584bc9651441b4ba60cc4d557d8a547b5aff901af35bda3a4ee30c819b82/starlette-1.0.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7b/61/cceae43728b7de99d9b847560c262873a1f6c98202171fd5ed62640b494b/tomli-2.4.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971e51722ccea5feb8569b735184d5fcdbc0/toolz-1.1.0-py3-none-any.whl
@@ -523,7 +523,7 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/0b/c9/584bc9651441b4ba60cc4d557d8a547b5aff901af35bda3a4ee30c819b82/starlette-1.0.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7b/61/cceae43728b7de99d9b847560c262873a1f6c98202171fd5ed62640b494b/tomli-2.4.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971e51722ccea5feb8569b735184d5fcdbc0/toolz-1.1.0-py3-none-any.whl
@@ -652,7 +652,7 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/0b/c9/584bc9651441b4ba60cc4d557d8a547b5aff901af35bda3a4ee30c819b82/starlette-1.0.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7b/61/cceae43728b7de99d9b847560c262873a1f6c98202171fd5ed62640b494b/tomli-2.4.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971e51722ccea5feb8569b735184d5fcdbc0/toolz-1.1.0-py3-none-any.whl
@@ -793,7 +793,7 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/0b/c9/584bc9651441b4ba60cc4d557d8a547b5aff901af35bda3a4ee30c819b82/starlette-1.0.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7b/61/cceae43728b7de99d9b847560c262873a1f6c98202171fd5ed62640b494b/tomli-2.4.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971e51722ccea5feb8569b735184d5fcdbc0/toolz-1.1.0-py3-none-any.whl
@@ -915,7 +915,7 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/0b/c9/584bc9651441b4ba60cc4d557d8a547b5aff901af35bda3a4ee30c819b82/starlette-1.0.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7b/61/cceae43728b7de99d9b847560c262873a1f6c98202171fd5ed62640b494b/tomli-2.4.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971e51722ccea5feb8569b735184d5fcdbc0/toolz-1.1.0-py3-none-any.whl
@@ -1037,7 +1037,7 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/0b/c9/584bc9651441b4ba60cc4d557d8a547b5aff901af35bda3a4ee30c819b82/starlette-1.0.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7b/61/cceae43728b7de99d9b847560c262873a1f6c98202171fd5ed62640b494b/tomli-2.4.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971e51722ccea5feb8569b735184d5fcdbc0/toolz-1.1.0-py3-none-any.whl
@@ -1226,7 +1226,7 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/0b/c9/584bc9651441b4ba60cc4d557d8a547b5aff901af35bda3a4ee30c819b82/starlette-1.0.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7b/61/cceae43728b7de99d9b847560c262873a1f6c98202171fd5ed62640b494b/tomli-2.4.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b5/11/87d6d29fb5d237229d67973a6c9e06e048f01cf4994dee194ab0ea841814/tomlkit-0.14.0-py3-none-any.whl
@@ -1399,7 +1399,7 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/0b/c9/584bc9651441b4ba60cc4d557d8a547b5aff901af35bda3a4ee30c819b82/starlette-1.0.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7b/61/cceae43728b7de99d9b847560c262873a1f6c98202171fd5ed62640b494b/tomli-2.4.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b5/11/87d6d29fb5d237229d67973a6c9e06e048f01cf4994dee194ab0ea841814/tomlkit-0.14.0-py3-none-any.whl
@@ -1572,7 +1572,7 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/0b/c9/584bc9651441b4ba60cc4d557d8a547b5aff901af35bda3a4ee30c819b82/starlette-1.0.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d2/3f/8ba87d9e287b9d385a02a7114ddcef61b26f86411e121c9003eb509a1773/tenacity-8.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7b/61/cceae43728b7de99d9b847560c262873a1f6c98202171fd5ed62640b494b/tomli-2.4.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b5/11/87d6d29fb5d237229d67973a6c9e06e048f01cf4994dee194ab0ea841814/tomlkit-0.14.0-py3-none-any.whl
@@ -2229,8 +2229,8 @@ packages:
   requires_python: '>=3.10'
 - pypi: ./
   name: feast
-  version: 0.62.1.dev45+gec6ecfdf7.d20260430
-  sha256: 17e416d53681930f3fde815a17900340b8f37e57ca7ef6a1d1a0a3f7a99aad69
+  version: 0.62.1.dev57+g81aea6e37
+  sha256: 57276e59eed2e07dcc62a15111398f78f91a206f43f4b47c9a8edb71b73a241c
   requires_dist:
   - click>=7.0.0,<9.0.0
   - colorama>=0.3.9,<1
@@ -2341,7 +2341,7 @@ packages:
   - pytest-benchmark>=3.4.1,<4 ; extra == 'test'
   - pytest-asyncio<=0.24.0 ; extra == 'test'
   - py>=1.11.0 ; extra == 'test'
-  - testcontainers==4.9.0 ; extra == 'test'
+  - testcontainers>=4.15.0rc2 ; extra == 'test'
   - minio==7.2.11 ; extra == 'test'
   - python-keycloak==4.2.2 ; extra == 'test'
   - cryptography>=43.0 ; extra == 'test'
@@ -6857,50 +6857,62 @@ packages:
   - tornado>=4.5 ; extra == 'test'
   - typeguard ; extra == 'test'
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/3e/f8/6425ff800894784160290bcb9737878d910b6da6a08633bfe7f2ed8c9ae3/testcontainers-4.9.0-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/fa/a6/5833ae272ae79dceeea58b6c7381c47cbcbd0113d0d0b04da8ae1ac45e48/testcontainers-4.15.0rc2-py3-none-any.whl
   name: testcontainers
-  version: 4.9.0
-  sha256: c6fee929990972c40bf6b91b7072c94064ff3649b405a14fde0274c8b2479d32
-  requires_dist:
-  - azure-cosmos ; extra == 'cosmosdb'
-  - azure-storage-blob>=12.19,<13.0 ; extra == 'azurite'
-  - bcrypt ; extra == 'registry'
-  - boto3 ; extra == 'aws' or extra == 'localstack'
-  - cassandra-driver==3.29.1 ; extra == 'scylla'
-  - chromadb-client ; extra == 'chroma'
-  - clickhouse-driver ; extra == 'clickhouse'
-  - cryptography ; extra == 'mailpit' or extra == 'sftp'
+  version: 4.15.0rc2
+  sha256: e55b9045842c5bdfdd295e0d0b09aeafb3c1fb9d6f30bd8e718df8fd48dcdc41
+  requires_dist:
   - docker
-  - google-cloud-datastore>=2 ; extra == 'google'
-  - google-cloud-pubsub>=2 ; extra == 'google'
-  - httpx ; extra == 'aws' or extra == 'generic' or extra == 'test-module-import'
-  - ibm-db-sa ; extra == 'db2'
-  - influxdb ; extra == 'influxdb'
-  - influxdb-client ; extra == 'influxdb'
-  - kubernetes ; extra == 'k3s'
-  - minio ; extra == 'minio'
-  - nats-py ; extra == 'nats'
-  - neo4j ; extra == 'neo4j'
-  - opensearch-py ; extra == 'opensearch'
-  - oracledb ; extra == 'oracle' or extra == 'oracle-free'
-  - pika ; extra == 'rabbitmq'
-  - pymongo ; extra == 'mongodb'
-  - pymssql ; extra == 'mssql'
-  - pymysql[rsa] ; extra == 'mysql'
-  - python-arango>=7.8,<8.0 ; extra == 'arangodb'
   - python-dotenv
-  - python-keycloak ; extra == 'keycloak'
-  - pyyaml ; extra == 'k3s'
-  - qdrant-client ; extra == 'qdrant'
-  - redis ; extra == 'generic' or extra == 'redis'
-  - selenium ; extra == 'selenium'
-  - sqlalchemy ; extra == 'db2' or extra == 'mssql' or extra == 'mysql' or extra == 'oracle' or extra == 'oracle-free'
-  - trino ; extra == 'trino'
   - typing-extensions
   - urllib3
-  - weaviate-client>=4.5.4,<5.0.0 ; extra == 'weaviate'
   - wrapt
-  requires_python: '>=3.9,<4.0'
+  - python-arango>=8 ; extra == 'arangodb'
+  - boto3>=1 ; extra == 'aws'
+  - httpx ; extra == 'aws'
+  - azure-storage-blob>=12 ; extra == 'azurite'
+  - chromadb-client>=1 ; extra == 'chroma'
+  - clickhouse-driver ; extra == 'clickhouse'
+  - azure-cosmos>=4 ; extra == 'cosmosdb'
+  - ibm-db-sa ; platform_machine != 'aarch64' and platform_machine != 'arm64' and extra == 'db2'
+  - sqlalchemy>=2 ; extra == 'db2'
+  - httpx ; extra == 'generic'
+  - redis>=7 ; extra == 'generic'
+  - sqlalchemy ; extra == 'generic'
+  - google-cloud-datastore>=2 ; extra == 'google'
+  - google-cloud-pubsub>=2 ; extra == 'google'
+  - influxdb-client>=1 ; extra == 'influxdb'
+  - influxdb>=5 ; extra == 'influxdb'
+  - kubernetes ; extra == 'k3s'
+  - pyyaml>=6.0.3 ; extra == 'k3s'
+  - python-keycloak>=6 ; python_full_version < '4' and extra == 'keycloak'
+  - boto3>=1 ; extra == 'localstack'
+  - cryptography ; extra == 'mailpit'
+  - minio>=7 ; extra == 'minio'
+  - pymongo>=4 ; extra == 'mongodb'
+  - pymssql>=2 ; extra == 'mssql'
+  - sqlalchemy>=2 ; extra == 'mssql'
+  - pymysql[rsa]>=1 ; extra == 'mysql'
+  - sqlalchemy>=2 ; extra == 'mysql'
+  - nats-py>=2 ; extra == 'nats'
+  - neo4j>=6 ; extra == 'neo4j'
+  - openfga-sdk ; extra == 'openfga'
+  - opensearch-py>=3 ; python_full_version < '4' and extra == 'opensearch'
+  - oracledb>=3 ; extra == 'oracle'
+  - sqlalchemy>=2 ; extra == 'oracle'
+  - oracledb>=3 ; extra == 'oracle-free'
+  - sqlalchemy>=2 ; extra == 'oracle-free'
+  - qdrant-client>=1 ; extra == 'qdrant'
+  - pika>=1 ; extra == 'rabbitmq'
+  - redis>=7 ; extra == 'redis'
+  - bcrypt>=5 ; extra == 'registry'
+  - cassandra-driver>=3 ; python_full_version < '3.14' and extra == 'scylla'
+  - selenium>=4 ; extra == 'selenium'
+  - cryptography ; extra == 'sftp'
+  - httpx ; extra == 'test-module-import'
+  - trino ; extra == 'trino'
+  - weaviate-client>=4 ; extra == 'weaviate'
+  requires_python: '>=3.10'
 - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.conda
   sha256: cafeec44494f842ffeca27e9c8b0c27ed714f93ac77ddadc6aaf726b5554ebac
   md5: cffd3bdd58090148f4cfcd831f4b26ab
diff --git a/sdk/python/requirements/py3.10-ci-requirements.txt b/sdk/python/requirements/py3.10-ci-requirements.txt
index 72ae672640f..ad8f338f0bb 100644
--- a/sdk/python/requirements/py3.10-ci-requirements.txt
+++ b/sdk/python/requirements/py3.10-ci-requirements.txt
@@ -251,9 +251,9 @@ attrs==26.1.0 \
     #   jsonschema
     #   openlineage-python
     #   referencing
-azure-core==1.39.0 \
-    --hash=sha256:4ac7b70fab5438c3f68770649a78daf97833caa83827f91df9c14e0e0ea7d34f \
-    --hash=sha256:8a90a562998dd44ce84597590fff6249701b98c0e8797c95fcdd695b54c35d74
+azure-core==1.40.0 \
+    --hash=sha256:7f3ea02579b1bb1d34e45043423b650621d11d7c2ea3b05e5554010080b78dfd \
+    --hash=sha256:ecf5b6ddf2564471fae9d576147b7e77a4da285958b2d9f4fd6c3af104f3e9d7
     # via
     #   azure-identity
     #   azure-storage-blob
@@ -4134,9 +4134,9 @@ 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 \
diff --git a/sdk/python/requirements/py3.10-minimal-requirements.txt b/sdk/python/requirements/py3.10-minimal-requirements.txt
index 7df6ac813cb..a7ccbf45672 100644
--- a/sdk/python/requirements/py3.10-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-requirements.txt
@@ -2227,9 +2227,9 @@ 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==26.1.0 \
     --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
diff --git a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
index eade3ec52ff..f21295d7015 100644
--- a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
@@ -2428,9 +2428,9 @@ 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==26.1.0 \
     --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
diff --git a/sdk/python/requirements/py3.11-ci-requirements.txt b/sdk/python/requirements/py3.11-ci-requirements.txt
index 0da061168d8..e50457f340f 100644
--- a/sdk/python/requirements/py3.11-ci-requirements.txt
+++ b/sdk/python/requirements/py3.11-ci-requirements.txt
@@ -255,9 +255,9 @@ attrs==26.1.0 \
     #   jsonschema
     #   openlineage-python
     #   referencing
-azure-core==1.39.0 \
-    --hash=sha256:4ac7b70fab5438c3f68770649a78daf97833caa83827f91df9c14e0e0ea7d34f \
-    --hash=sha256:8a90a562998dd44ce84597590fff6249701b98c0e8797c95fcdd695b54c35d74
+azure-core==1.40.0 \
+    --hash=sha256:7f3ea02579b1bb1d34e45043423b650621d11d7c2ea3b05e5554010080b78dfd \
+    --hash=sha256:ecf5b6ddf2564471fae9d576147b7e77a4da285958b2d9f4fd6c3af104f3e9d7
     # via
     #   azure-identity
     #   azure-storage-blob
@@ -4307,9 +4307,9 @@ 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 \
diff --git a/sdk/python/requirements/py3.11-minimal-requirements.txt b/sdk/python/requirements/py3.11-minimal-requirements.txt
index f7e236ad5be..4ec78fa882d 100644
--- a/sdk/python/requirements/py3.11-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-requirements.txt
@@ -2238,9 +2238,9 @@ 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==26.1.0 \
     --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
diff --git a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
index 2d9201b927e..7fbb9f6470f 100644
--- a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
@@ -2437,9 +2437,9 @@ 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==26.1.0 \
     --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
diff --git a/sdk/python/requirements/py3.12-ci-requirements.txt b/sdk/python/requirements/py3.12-ci-requirements.txt
index d36b5de415b..f4460b10075 100644
--- a/sdk/python/requirements/py3.12-ci-requirements.txt
+++ b/sdk/python/requirements/py3.12-ci-requirements.txt
@@ -251,9 +251,9 @@ attrs==26.1.0 \
     #   jsonschema
     #   openlineage-python
     #   referencing
-azure-core==1.39.0 \
-    --hash=sha256:4ac7b70fab5438c3f68770649a78daf97833caa83827f91df9c14e0e0ea7d34f \
-    --hash=sha256:8a90a562998dd44ce84597590fff6249701b98c0e8797c95fcdd695b54c35d74
+azure-core==1.40.0 \
+    --hash=sha256:7f3ea02579b1bb1d34e45043423b650621d11d7c2ea3b05e5554010080b78dfd \
+    --hash=sha256:ecf5b6ddf2564471fae9d576147b7e77a4da285958b2d9f4fd6c3af104f3e9d7
     # via
     #   azure-identity
     #   azure-storage-blob
@@ -4297,9 +4297,9 @@ 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 \
diff --git a/sdk/python/requirements/py3.12-minimal-requirements.txt b/sdk/python/requirements/py3.12-minimal-requirements.txt
index 9e0db1a5d5d..d4bcae61db9 100644
--- a/sdk/python/requirements/py3.12-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-requirements.txt
@@ -2230,9 +2230,9 @@ 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==26.1.0 \
     --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
diff --git a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
index de736008983..17a62f1b2b7 100644
--- a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
@@ -2429,9 +2429,9 @@ 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==26.1.0 \
     --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \

From d4cc897d606900ceae953d1b237744c8f40e9889 Mon Sep 17 00:00:00 2001
From: Casey Clements <casey.clements@mongodb.com>
Date: Fri, 1 May 2026 09:54:17 -0400
Subject: [PATCH 10/10] fix: add dialect=pymysql to MySqlContainer after
 testcontainers upgrade

The testcontainers upgrade changed the default MySQL dialect, causing
'No module named MySQLdb' errors. Explicitly set dialect='pymysql' in
all MySqlContainer instantiations.

Signed-off-by: Casey Clements <casey.clements@mongodb.com>
---
 sdk/python/tests/integration/conftest.py                      | 2 +-
 .../tests/integration/online_store/test_mysql_versioning.py   | 1 +
 .../universal/feature_repos/universal/online_store/mysql.py   | 4 ++--
 3 files changed, 4 insertions(+), 3 deletions(-)

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/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/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")