diff --git a/sdks/python/apache_beam/ml/rag/embeddings/huggingface_test.py b/sdks/python/apache_beam/ml/rag/embeddings/huggingface_test.py
index f0b9316dcee8..f3509537ea71 100644
--- a/sdks/python/apache_beam/ml/rag/embeddings/huggingface_test.py
+++ b/sdks/python/apache_beam/ml/rag/embeddings/huggingface_test.py
@@ -24,54 +24,42 @@
 
 import apache_beam as beam
 from apache_beam.ml.rag.embeddings.huggingface import HuggingfaceTextEmbeddings
-from apache_beam.ml.rag.types import Chunk
-from apache_beam.ml.rag.types import Content
-from apache_beam.ml.rag.types import Embedding
+from apache_beam.ml.rag.test_utils import TestHelpers
+from apache_beam.ml.rag.types import Chunk, Content, Embedding
 from apache_beam.ml.transforms.base import MLTransform
 from apache_beam.testing.test_pipeline import TestPipeline
-from apache_beam.testing.util import assert_that
-from apache_beam.testing.util import equal_to
+from apache_beam.testing.util import assert_that, equal_to
 
 # pylint: disable=unused-import
 try:
   from sentence_transformers import SentenceTransformer
+
   SENTENCE_TRANSFORMERS_AVAILABLE = True
 except ImportError:
   SENTENCE_TRANSFORMERS_AVAILABLE = False
 
 
-def chunk_approximately_equals(expected, actual):
-  """Compare embeddings allowing for numerical differences."""
-  if not isinstance(expected, Chunk) or not isinstance(actual, Chunk):
-    return False
-
-  return (
-      expected.id == actual.id and expected.metadata == actual.metadata and
-      expected.content == actual.content and
-      len(expected.embedding.dense_embedding) == len(
-          actual.embedding.dense_embedding) and
-      all(isinstance(x, float) for x in actual.embedding.dense_embedding))
-
-
 @pytest.mark.uses_transformers
 @unittest.skipIf(
     not SENTENCE_TRANSFORMERS_AVAILABLE, "sentence-transformers not available")
 class HuggingfaceTextEmbeddingsTest(unittest.TestCase):
   def setUp(self):
-    self.artifact_location = tempfile.mkdtemp(prefix='sentence_transformers_')
+    self.artifact_location = tempfile.mkdtemp(prefix="sentence_transformers_")
     self.test_chunks = [
         Chunk(
             content=Content(text="This is a test sentence."),
             id="1",
             metadata={
                 "source": "test.txt", "language": "en"
-            }),
+            },
+        ),
         Chunk(
             content=Content(text="Another example."),
             id="2",
             metadata={
                 "source": "test.txt", "language": "en"
-            })
+            },
+        ),
     ]
 
   def tearDown(self) -> None:
@@ -85,14 +73,16 @@ def test_embedding_pipeline(self):
             metadata={
                 "source": "test.txt", "language": "en"
             },
-            content=Content(text="This is a test sentence.")),
+            content=Content(text="This is a test sentence."),
+        ),
         Chunk(
             id="2",
             embedding=Embedding(dense_embedding=[0.0] * 384),
             metadata={
                 "source": "test.txt", "language": "en"
             },
-            content=Content(text="Another example."))
+            content=Content(text="Another example."),
+        ),
     ]
     embedder = HuggingfaceTextEmbeddings(
         model_name="sentence-transformers/all-MiniLM-L6-v2")
@@ -105,8 +95,10 @@ def test_embedding_pipeline(self):
           with_transform(embedder))
 
       assert_that(
-          embeddings, equal_to(expected, equals_fn=chunk_approximately_equals))
+          embeddings,
+          equal_to(expected, equals_fn=TestHelpers.chunk_approximately_equals),
+      )
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
   unittest.main()
diff --git a/sdks/python/apache_beam/ml/rag/embeddings/open_ai.py b/sdks/python/apache_beam/ml/rag/embeddings/open_ai.py
new file mode 100644
index 000000000000..1dbf168a3a02
--- /dev/null
+++ b/sdks/python/apache_beam/ml/rag/embeddings/open_ai.py
@@ -0,0 +1,80 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""RAG-specific embedding implementations using OpenAI models."""
+
+from typing import Optional
+
+import apache_beam as beam
+from apache_beam.ml.inference.base import RunInference
+from apache_beam.ml.rag.embeddings.base import create_rag_adapter
+from apache_beam.ml.rag.types import Chunk
+from apache_beam.ml.transforms.base import EmbeddingsManager
+from apache_beam.ml.transforms.base import _TextEmbeddingHandler
+from apache_beam.ml.transforms.embeddings.open_ai import _OpenAITextEmbeddingHandler
+
+__all__ = ['OpenAITextEmbeddings']
+
+
+class OpenAITextEmbeddings(EmbeddingsManager):
+  def __init__(
+      self,
+      model_name: str,
+      *,
+      api_key: Optional[str] = None,
+      organization: Optional[str] = None,
+      dimensions: Optional[int] = None,
+      user: Optional[str] = None,
+      max_batch_size: Optional[int] = None,
+      **kwargs):
+    """Utilizes OpenAI text embeddings for semantic search and RAG pipelines.
+
+        Args:
+            model_name: Name of the OpenAI embedding model
+            api_key: OpenAI API key
+            organization: OpenAI organization ID
+            dimensions: Specific embedding dimensions to use (if supported)
+            user: End-user identifier for tracking and rate limit calculations
+            max_batch_size: Maximum batch size for requests to OpenAI API
+            **kwargs: Additional arguments passed to EmbeddingsManager including
+            ModelHandler inference_args.
+        """
+    super().__init__(type_adapter=create_rag_adapter(), **kwargs)
+    self.model_name = model_name
+    self.api_key = api_key
+    self.organization = organization
+    self.dimensions = dimensions
+    self.user = user
+    self.max_batch_size = max_batch_size
+
+  def get_model_handler(self):
+    """Returns model handler configured with RAG adapter."""
+    return _OpenAITextEmbeddingHandler(
+        model_name=self.model_name,
+        api_key=self.api_key,
+        organization=self.organization,
+        dimensions=self.dimensions,
+        user=self.user,
+        max_batch_size=self.max_batch_size,
+    )
+
+  def get_ptransform_for_processing(
+      self, **kwargs
+  ) -> beam.PTransform[beam.PCollection[Chunk], beam.PCollection[Chunk]]:
+    """Returns PTransform that uses the RAG adapter."""
+    return RunInference(
+        model_handler=_TextEmbeddingHandler(self),
+        inference_args=self.inference_args).with_output_types(Chunk)
diff --git a/sdks/python/apache_beam/ml/rag/embeddings/open_ai_test.py b/sdks/python/apache_beam/ml/rag/embeddings/open_ai_test.py
new file mode 100644
index 000000000000..244bc396037b
--- /dev/null
+++ b/sdks/python/apache_beam/ml/rag/embeddings/open_ai_test.py
@@ -0,0 +1,127 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import os
+import shutil
+import tempfile
+import unittest
+
+import apache_beam as beam
+from apache_beam.ml.rag.embeddings.open_ai import OpenAITextEmbeddings
+from apache_beam.ml.rag.test_utils import TestHelpers
+from apache_beam.ml.rag.types import Chunk
+from apache_beam.ml.rag.types import Content
+from apache_beam.ml.rag.types import Embedding
+from apache_beam.ml.transforms.base import MLTransform
+from apache_beam.testing.test_pipeline import TestPipeline
+from apache_beam.testing.util import assert_that
+from apache_beam.testing.util import equal_to
+
+
+@unittest.skipIf(
+    not os.environ.get('OPENAI_API_KEY'),
+    'OPENAI_API_KEY environment variable is not set')
+class OpenAITextEmbeddingsTest(unittest.TestCase):
+  def setUp(self):
+    self.artifact_location = tempfile.mkdtemp(prefix='openai_')
+    self.test_chunks = [
+        Chunk(
+            content=Content(text="This is a test sentence."),
+            id="1",
+            metadata={
+                "source": "test.txt", "language": "en"
+            }),
+        Chunk(
+            content=Content(text="Another example."),
+            id="2",
+            metadata={
+                "source": "test.txt", "language": "en"
+            })
+    ]
+
+  def tearDown(self) -> None:
+    shutil.rmtree(self.artifact_location)
+
+  def test_embedding_pipeline(self):
+    expected = [
+        Chunk(
+            id="1",
+            embedding=Embedding(dense_embedding=[0.0] * 1536),
+            metadata={
+                "source": "test.txt", "language": "en"
+            },
+            content=Content(text="This is a test sentence.")),
+        Chunk(
+            id="2",
+            embedding=Embedding(dense_embedding=[0.0] * 1536),
+            metadata={
+                "source": "test.txt", "language": "en"
+            },
+            content=Content(text="Another example."))
+    ]
+
+    embedder = OpenAITextEmbeddings(
+        model_name="text-embedding-3-small",
+        dimensions=1536,
+        api_key=os.environ.get("OPENAI_API_KEY"))
+
+    with TestPipeline() as p:
+      embeddings = (
+          p
+          | beam.Create(self.test_chunks)
+          | MLTransform(write_artifact_location=self.artifact_location).
+          with_transform(embedder))
+
+      assert_that(
+          embeddings,
+          equal_to(expected, equals_fn=TestHelpers.chunk_approximately_equals))
+
+  def test_embedding_pipeline_with_dimensions(self):
+    expected = [
+        Chunk(
+            id="1",
+            embedding=Embedding(dense_embedding=[0.0] * 512),
+            metadata={
+                "source": "test.txt", "language": "en"
+            },
+            content=Content(text="This is a test sentence.")),
+        Chunk(
+            id="2",
+            embedding=Embedding(dense_embedding=[0.0] * 512),
+            metadata={
+                "source": "test.txt", "language": "en"
+            },
+            content=Content(text="Another example."))
+    ]
+
+    embedder = OpenAITextEmbeddings(
+        model_name="text-embedding-3-small",
+        dimensions=512,
+        api_key=os.environ.get("OPENAI_API_KEY"))
+
+    with TestPipeline() as p:
+      embeddings = (
+          p
+          | beam.Create(self.test_chunks)
+          | MLTransform(write_artifact_location=self.artifact_location).
+          with_transform(embedder))
+
+      assert_that(
+          embeddings,
+          equal_to(expected, equals_fn=TestHelpers.chunk_approximately_equals))
+
+
+if __name__ == '__main__':
+  unittest.main()
diff --git a/sdks/python/apache_beam/ml/rag/embeddings/vertex_ai_test.py b/sdks/python/apache_beam/ml/rag/embeddings/vertex_ai_test.py
index 435475ffb33b..96c346474944 100644
--- a/sdks/python/apache_beam/ml/rag/embeddings/vertex_ai_test.py
+++ b/sdks/python/apache_beam/ml/rag/embeddings/vertex_ai_test.py
@@ -21,6 +21,7 @@
 import unittest
 
 import apache_beam as beam
+from apache_beam.ml.rag.test_utils import TestHelpers
 from apache_beam.ml.rag.types import Chunk
 from apache_beam.ml.rag.types import Content
 from apache_beam.ml.rag.types import Embedding
@@ -39,19 +40,6 @@
   VERTEX_AI_AVAILABLE = False
 
 
-def chunk_approximately_equals(expected, actual):
-  """Compare embeddings allowing for numerical differences."""
-  if not isinstance(expected, Chunk) or not isinstance(actual, Chunk):
-    return False
-
-  return (
-      expected.id == actual.id and expected.metadata == actual.metadata and
-      expected.content == actual.content and
-      len(expected.embedding.dense_embedding) == len(
-          actual.embedding.dense_embedding) and
-      all(isinstance(x, float) for x in actual.embedding.dense_embedding))
-
-
 @unittest.skipIf(
     not VERTEX_AI_AVAILABLE, "Vertex AI dependencies not available")
 class VertexAITextEmbeddingsTest(unittest.TestCase):
@@ -104,7 +92,8 @@ def test_embedding_pipeline(self):
           with_transform(embedder))
 
       assert_that(
-          embeddings, equal_to(expected, equals_fn=chunk_approximately_equals))
+          embeddings,
+          equal_to(expected, equals_fn=TestHelpers.chunk_approximately_equals))
 
 
 if __name__ == '__main__':
diff --git a/sdks/python/apache_beam/ml/rag/test_utils.py b/sdks/python/apache_beam/ml/rag/test_utils.py
index f4acb105892c..e12d936256f6 100644
--- a/sdks/python/apache_beam/ml/rag/test_utils.py
+++ b/sdks/python/apache_beam/ml/rag/test_utils.py
@@ -80,6 +80,19 @@ def find_free_port():
       # Return the port number assigned by OS.
       return s.getsockname()[1]
 
+  @staticmethod
+  def chunk_approximately_equals(expected, actual):
+    """Compare embeddings allowing for numerical differences."""
+    if not isinstance(expected, Chunk) or not isinstance(actual, Chunk):
+      return False
+
+    return (
+        expected.id == actual.id and expected.metadata == actual.metadata and
+        expected.content == actual.content and
+        len(expected.embedding.dense_embedding) == len(
+            actual.embedding.dense_embedding) and
+        all(isinstance(x, float) for x in actual.embedding.dense_embedding))
+
 
 class CustomMilvusContainer(MilvusContainer):
   """Custom Milvus container with configurable ports and environment setup.
@@ -407,7 +420,3 @@ def assert_chunks_equivalent(
           # Validate field metadata.
           err_msg = f"Field Metadata doesn't match for chunk {actual.id}"
           assert a_f['metadata'] == e_f['metadata'], err_msg
-
-
-if __name__ == '__main__':
-  unittest.main()
diff --git a/sdks/python/apache_beam/ml/transforms/embeddings/open_ai.py b/sdks/python/apache_beam/ml/transforms/embeddings/open_ai.py
index 2092fa5cba9a..67d1b96db7c6 100644
--- a/sdks/python/apache_beam/ml/transforms/embeddings/open_ai.py
+++ b/sdks/python/apache_beam/ml/transforms/embeddings/open_ai.py
@@ -109,7 +109,7 @@ def request(
         "input": batch,
     }
     if self.dimensions:
-      kwargs["dimensions"] = [str(self.dimensions)]
+      kwargs["dimensions"] = self.dimensions
     if self.user:
       kwargs["user"] = self.user
 
diff --git a/sdks/python/apache_beam/ml/transforms/embeddings/open_ai_it_test.py b/sdks/python/apache_beam/ml/transforms/embeddings/open_ai_it_test.py
index 118c656c33c3..9bcc384d48a2 100644
--- a/sdks/python/apache_beam/ml/transforms/embeddings/open_ai_it_test.py
+++ b/sdks/python/apache_beam/ml/transforms/embeddings/open_ai_it_test.py
@@ -23,15 +23,13 @@
 from apache_beam.ml.inference.base import RunInference
 from apache_beam.ml.transforms import base
 from apache_beam.ml.transforms.base import MLTransform
-
-try:
-  from sdks.python.apache_beam.ml.transforms.embeddings.open_ai import OpenAITextEmbeddings
-except ImportError:
-  OpenAITextEmbeddings = None
+from apache_beam.ml.transforms.embeddings.open_ai import OpenAITextEmbeddings
 
 # pylint: disable=ungrouped-imports
 try:
   import tensorflow_transform as tft
+
+  from apache_beam.ml.transforms.tft import ScaleTo01
 except ImportError:
   tft = None
 
@@ -41,11 +39,11 @@
 
 
 @unittest.skipIf(
-    OpenAITextEmbeddings is None, 'OpenAI Python SDK is not installed.')
+    OpenAITextEmbeddings is None, "OpenAI Python SDK is not installed.")
 class OpenAIEmbeddingsTest(unittest.TestCase):
   def setUp(self) -> None:
-    self.artifact_location = tempfile.mkdtemp(prefix='_openai_test')
-    self.api_key = os.environ.get('OPENAI_API_KEY')
+    self.artifact_location = tempfile.mkdtemp(prefix="_openai_test")
+    self.api_key = os.environ.get("OPENAI_API_KEY")
 
   def tearDown(self) -> None:
     shutil.rmtree(self.artifact_location)
@@ -67,15 +65,16 @@ def assert_element(element):
         # OpenAI text-embedding-3-small produces 1536-dimensional embeddings
         assert len(element[test_query_column]) == 1536
 
-      _ = (transformed_pcoll | beam.Map(assert_element))
+      _ = transformed_pcoll | beam.Map(assert_element)
 
-  @unittest.skipIf(tft is None, 'Tensorflow Transform is not installed.')
+  @unittest.skipIf(tft is None, "Tensorflow Transform is not installed.")
   def test_embeddings_with_scale_to_0_1(self):
     embedding_config = OpenAITextEmbeddings(
         model_name=model_name,
         columns=[test_query_column],
         api_key=self.api_key,
     )
+    scale_config = ScaleTo01(columns=["embedding"])
     with beam.Pipeline() as pipeline:
       transformed_pcoll = (
           pipeline
@@ -84,19 +83,22 @@ def test_embeddings_with_scale_to_0_1(self):
           }])
           | "MLTransform" >> MLTransform(
               write_artifact_location=self.artifact_location).with_transform(
-                  embedding_config))
+                  embedding_config)).with_transform(scale_config)
 
       def assert_element(element):
-        assert max(element.feature_1) == 1
+        embedding_values = element.embedding
+        assert 0 <= max(embedding_values) <= 1
+        assert 0 <= min(embedding_values) <= 1
 
-      _ = (transformed_pcoll | beam.Map(assert_element))
+      _ = transformed_pcoll | beam.Map(assert_element)
 
   def test_embeddings_with_dimensions(self):
     embedding_config = OpenAITextEmbeddings(
         model_name=model_name,
         columns=[test_query_column],
         api_key=self.api_key,
-        dimensions=512)
+        dimensions=512,
+    )
     with beam.Pipeline() as pipeline:
       transformed_pcoll = (
           pipeline
@@ -111,23 +113,22 @@ def assert_element(element):
         # Check that we get 512-dimensional embeddings as requested
         assert len(element[test_query_column]) == 512
 
-      _ = (transformed_pcoll | beam.Map(assert_element))
+      _ = transformed_pcoll | beam.Map(assert_element)
 
   def pipeline_with_configurable_artifact_location(
       self,
       pipeline,
       embedding_config=None,
       read_artifact_location=None,
-      write_artifact_location=None):
+      write_artifact_location=None,
+  ):
     if write_artifact_location:
-      return (
-          pipeline
-          | MLTransform(write_artifact_location=write_artifact_location).
-          with_transform(embedding_config))
+      return pipeline | MLTransform(
+          write_artifact_location=write_artifact_location).with_transform(
+              embedding_config)
     elif read_artifact_location:
-      return (
-          pipeline
-          | MLTransform(read_artifact_location=read_artifact_location))
+      return pipeline | MLTransform(
+          read_artifact_location=read_artifact_location)
     else:
       raise NotImplementedError
 
@@ -138,24 +139,19 @@ def test_embeddings_with_read_artifact_location(self):
         api_key=self.api_key)
 
     with beam.Pipeline() as p:
-      data = (
-          p
-          | "CreateData" >> beam.Create([{
-              test_query_column: test_query
-          }]))
+      data = p | "CreateData" >> beam.Create([{test_query_column: test_query}])
       _ = self.pipeline_with_configurable_artifact_location(
           pipeline=data,
           embedding_config=embedding_config,
-          write_artifact_location=self.artifact_location)
+          write_artifact_location=self.artifact_location,
+      )
 
     with beam.Pipeline() as p:
-      data = (
-          p
-          | "CreateData" >> beam.Create([{
-              test_query_column: test_query
-          }, {
-              test_query_column: test_query
-          }]))
+      data = p | "CreateData" >> beam.Create([{
+          test_query_column: test_query
+      }, {
+          test_query_column: test_query
+      }])
       result_pcoll = self.pipeline_with_configurable_artifact_location(
           pipeline=data, read_artifact_location=self.artifact_location)
 
@@ -186,10 +182,10 @@ def test_with_int_data_types(self):
                 write_artifact_location=self.artifact_location).with_transform(
                     embedding_config))
 
-  def test_with_artifact_location(self):  # pylint: disable=line-too-long
+  def test_with_artifact_location(self):
     """Local artifact location test"""
     secondary_artifact_location = tempfile.mkdtemp(
-        prefix='_openai_secondary_test')
+        prefix="_openai_secondary_test")
 
     try:
       embedding_config = OpenAITextEmbeddings(
@@ -198,24 +194,21 @@ def test_with_artifact_location(self):  # pylint: disable=line-too-long
           api_key=self.api_key)
 
       with beam.Pipeline() as p:
-        data = (
-            p
-            | "CreateData" >> beam.Create([{
-                test_query_column: test_query
-            }]))
+        data = p | "CreateData" >> beam.Create([{
+            test_query_column: test_query
+        }])
         _ = self.pipeline_with_configurable_artifact_location(
             pipeline=data,
             embedding_config=embedding_config,
-            write_artifact_location=secondary_artifact_location)
+            write_artifact_location=secondary_artifact_location,
+        )
 
       with beam.Pipeline() as p:
-        data = (
-            p
-            | "CreateData" >> beam.Create([{
-                test_query_column: test_query
-            }, {
-                test_query_column: test_query
-            }]))
+        data = p | "CreateData" >> beam.Create([{
+            test_query_column: test_query
+        }, {
+            test_query_column: test_query
+        }])
         result_pcoll = self.pipeline_with_configurable_artifact_location(
             pipeline=data, read_artifact_location=secondary_artifact_location)
 
@@ -231,26 +224,28 @@ def assert_element(element):
       # Clean up the temporary directory
       shutil.rmtree(secondary_artifact_location)
 
-  def test_mltransform_to_ptransform_with_openai(self):  # pylint: disable=line-too-long
+  def test_mltransform_to_ptransform_with_openai(self):
     transforms = [
         OpenAITextEmbeddings(
-            columns=['x'],
+            columns=["x"],
             model_name=model_name,
             api_key=self.api_key,
-            dimensions=512),
+            dimensions=512,
+        ),
         OpenAITextEmbeddings(
-            columns=['y', 'z'], model_name=model_name, api_key=self.api_key)
+            columns=["y", "z"], model_name=model_name, api_key=self.api_key),
     ]
     ptransform_mapper = base._MLTransformToPTransformMapper(
         transforms=transforms,
         artifact_location=self.artifact_location,
-        artifact_mode=None)
+        artifact_mode=None,
+    )
 
     ptransform_list = ptransform_mapper.create_and_save_ptransform_list()
     self.assertTrue(len(ptransform_list) == 2)
 
     self.assertEqual(type(ptransform_list[0]), RunInference)
-    expected_columns = [['x'], ['y', 'z']]
+    expected_columns = [["x"], ["y", "z"]]
     expected_dimensions = [512, None]
     for i in range(len(ptransform_list)):
       self.assertEqual(type(ptransform_list[i]), RunInference)
@@ -263,7 +258,8 @@ def test_mltransform_to_ptransform_with_openai(self):  # pylint: disable=line-to
       if expected_dimensions[i]:
         self.assertEqual(
             ptransform_list[i]._model_handler._underlying.dimensions,
-            expected_dimensions[i])
+            expected_dimensions[i],
+        )
 
     ptransform_list = (
         base._MLTransformToPTransformMapper.
@@ -279,8 +275,9 @@ def test_mltransform_to_ptransform_with_openai(self):  # pylint: disable=line-to
       if expected_dimensions[i]:
         self.assertEqual(
             ptransform_list[i]._model_handler._underlying.dimensions,
-            expected_dimensions[i])
+            expected_dimensions[i],
+        )
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
   unittest.main()
diff --git a/sdks/python/container/ml/py310/base_image_requirements.txt b/sdks/python/container/ml/py310/base_image_requirements.txt
index 0bcb6529cc58..f45b286b94db 100644
--- a/sdks/python/container/ml/py310/base_image_requirements.txt
+++ b/sdks/python/container/ml/py310/base_image_requirements.txt
@@ -43,7 +43,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 crcmod==1.7
 cryptography==46.0.3
 Cython==3.2.4
@@ -65,7 +65,7 @@ fsspec==2026.1.0
 future==1.0.0
 gast==0.7.0
 google-api-core==2.29.0
-google-api-python-client==2.187.0
+google-api-python-client==2.188.0
 google-apitools==0.5.31
 google-auth==2.47.0
 google-auth-httplib2==0.2.1
@@ -75,22 +75,22 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-pasta==0.2.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
@@ -107,7 +107,7 @@ h5py==3.15.1
 hf-xet==1.2.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httpx==0.28.1
 huggingface-hub==0.36.0
 hyperframe==6.1.0
@@ -116,16 +116,17 @@ idna==3.11
 importlib_metadata==8.7.1
 iniconfig==2.3.0
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
+jiter==0.12.0
 joblib==1.5.3
 Js2Py==0.74
 jsonpickle==3.4.2
 jsonschema==4.26.0
 jsonschema-specifications==2025.9.1
-keras==3.13.1
+keras==3.12.0
 keyring==25.7.0
 keyrings.google-artifactregistry-auth==1.1.2
 libclang==18.1.1
@@ -146,6 +147,7 @@ nltk==3.9.2
 numpy==2.2.6
 oauth2client==4.1.3
 objsize==0.7.1
+openai==1.109.1
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -168,7 +170,7 @@ protobuf==5.29.5
 psycopg2-binary==2.9.11
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pycparser==2.23
 pydantic==2.12.5
@@ -190,7 +192,7 @@ python-tds==1.17.1
 pytz==2025.2
 PyYAML==6.0.3
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rich==14.2.0
@@ -205,7 +207,7 @@ setuptools==80.9.0
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.8.1
+soupsieve==2.8.2
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.5
@@ -219,7 +221,7 @@ termcolor==3.3.0
 testcontainers==4.14.0
 threadpoolctl==3.6.0
 tokenizers==0.21.4
-tomli==2.3.0
+tomli==2.4.0
 torch==2.8.0+cpu
 tqdm==4.67.1
 transformers==4.55.4
diff --git a/sdks/python/container/ml/py310/gpu_image_requirements.txt b/sdks/python/container/ml/py310/gpu_image_requirements.txt
index 2ddb0799e04a..f1599e6084d5 100644
--- a/sdks/python/container/ml/py310/gpu_image_requirements.txt
+++ b/sdks/python/container/ml/py310/gpu_image_requirements.txt
@@ -47,7 +47,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 cloudpickle==3.1.2
 compressed-tensors==0.10.2
 crcmod==1.7
@@ -68,7 +68,7 @@ exceptiongroup==1.3.1
 execnet==2.1.2
 fastapi==0.128.0
 fastapi-cli==0.0.20
-fastapi-cloud-cli==0.9.0
+fastapi-cloud-cli==0.11.0
 fastar==0.8.0
 fastavro==1.12.1
 fasteners==0.20
@@ -82,7 +82,7 @@ future==1.0.0
 gast==0.7.0
 gguf==0.17.1
 google-api-core==2.29.0
-google-api-python-client==2.187.0
+google-api-python-client==2.188.0
 google-apitools==0.5.31
 google-auth==2.47.0
 google-auth-httplib2==0.2.1
@@ -92,22 +92,22 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-pasta==0.2.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
@@ -124,7 +124,7 @@ h5py==3.15.1
 hf-xet==1.2.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httptools==0.7.1
 httpx==0.28.1
 huggingface-hub==0.36.0
@@ -135,7 +135,7 @@ importlib_metadata==8.7.1
 iniconfig==2.3.0
 interegular==0.3.3
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
@@ -144,7 +144,7 @@ joblib==1.5.3
 jsonpickle==3.4.2
 jsonschema==4.26.0
 jsonschema-specifications==2025.9.1
-keras==3.13.1
+keras==3.12.0
 keyring==25.7.0
 keyrings.google-artifactregistry-auth==1.1.2
 lark==1.2.2
@@ -189,9 +189,9 @@ nvidia-nvshmem-cu12==3.3.20
 nvidia-nvtx-cu12==12.6.77
 oauth2client==4.1.3
 objsize==0.7.1
-openai==1.107.1
+openai==1.109.1
 openai-harmony==0.0.8
-opencv-python-headless==4.12.0.88
+opencv-python-headless==4.13.0.90
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -211,7 +211,7 @@ pillow==12.1.0
 pip==25.3
 pluggy==1.6.0
 prometheus-fastapi-instrumentator==7.1.0
-prometheus_client==0.23.1
+prometheus_client==0.24.1
 propcache==0.4.1
 proto-plus==1.27.0
 protobuf==5.29.5
@@ -220,7 +220,7 @@ psycopg2-binary==2.9.11
 py-cpuinfo==9.0.0
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pybase64==1.4.3
 pycountry==24.6.1
@@ -249,7 +249,7 @@ PyYAML==6.0.3
 pyzmq==27.1.0
 ray==2.53.0
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rich==14.2.0
@@ -271,7 +271,7 @@ six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
 soundfile==0.13.1
-soupsieve==2.8.1
+soupsieve==2.8.2
 soxr==1.0.0
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
@@ -288,7 +288,7 @@ testcontainers==4.14.0
 threadpoolctl==3.6.0
 tiktoken==0.12.0
 tokenizers==0.21.4
-tomli==2.3.0
+tomli==2.4.0
 torch==2.7.1
 torchaudio==2.7.1
 torchvision==0.22.1
diff --git a/sdks/python/container/ml/py311/base_image_requirements.txt b/sdks/python/container/ml/py311/base_image_requirements.txt
index 33e462ff4b2e..ea560c243829 100644
--- a/sdks/python/container/ml/py311/base_image_requirements.txt
+++ b/sdks/python/container/ml/py311/base_image_requirements.txt
@@ -42,7 +42,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 crcmod==1.7
 cryptography==46.0.3
 Cython==3.2.4
@@ -63,7 +63,7 @@ fsspec==2026.1.0
 future==1.0.0
 gast==0.7.0
 google-api-core==2.29.0
-google-api-python-client==2.187.0
+google-api-python-client==2.188.0
 google-apitools==0.5.31
 google-auth==2.47.0
 google-auth-httplib2==0.2.1
@@ -73,22 +73,22 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-pasta==0.2.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
@@ -105,7 +105,7 @@ h5py==3.15.1
 hf-xet==1.2.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httpx==0.28.1
 huggingface-hub==0.36.0
 hyperframe==6.1.0
@@ -114,16 +114,17 @@ idna==3.11
 importlib_metadata==8.7.1
 iniconfig==2.3.0
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
+jiter==0.12.0
 joblib==1.5.3
 Js2Py==0.74
 jsonpickle==3.4.2
 jsonschema==4.26.0
 jsonschema-specifications==2025.9.1
-keras==3.13.0
+keras==3.13.1
 keyring==25.7.0
 keyrings.google-artifactregistry-auth==1.1.2
 libclang==18.1.1
@@ -144,6 +145,7 @@ nltk==3.9.2
 numpy==2.4.1
 oauth2client==4.1.3
 objsize==0.7.1
+openai==1.109.1
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -166,7 +168,7 @@ protobuf==5.29.5
 psycopg2-binary==2.9.11
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pycparser==2.23
 pydantic==2.12.5
@@ -188,7 +190,7 @@ python-tds==1.17.1
 pytz==2025.2
 PyYAML==6.0.3
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rich==14.2.0
@@ -203,7 +205,7 @@ setuptools==80.9.0
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.8.1
+soupsieve==2.8.2
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.5
diff --git a/sdks/python/container/ml/py311/gpu_image_requirements.txt b/sdks/python/container/ml/py311/gpu_image_requirements.txt
index 124dd8622942..243c31bd91c6 100644
--- a/sdks/python/container/ml/py311/gpu_image_requirements.txt
+++ b/sdks/python/container/ml/py311/gpu_image_requirements.txt
@@ -46,7 +46,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 cloudpickle==3.1.2
 compressed-tensors==0.10.2
 crcmod==1.7
@@ -66,7 +66,7 @@ envoy-data-plane==0.2.6
 execnet==2.1.2
 fastapi==0.128.0
 fastapi-cli==0.0.20
-fastapi-cloud-cli==0.9.0
+fastapi-cloud-cli==0.11.0
 fastar==0.8.0
 fastavro==1.12.1
 fasteners==0.20
@@ -80,7 +80,7 @@ future==1.0.0
 gast==0.7.0
 gguf==0.17.1
 google-api-core==2.29.0
-google-api-python-client==2.187.0
+google-api-python-client==2.188.0
 google-apitools==0.5.31
 google-auth==2.47.0
 google-auth-httplib2==0.2.1
@@ -90,22 +90,22 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-pasta==0.2.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
@@ -122,7 +122,7 @@ h5py==3.15.1
 hf-xet==1.2.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httptools==0.7.1
 httpx==0.28.1
 huggingface-hub==0.36.0
@@ -133,7 +133,7 @@ importlib_metadata==8.7.1
 iniconfig==2.3.0
 interegular==0.3.3
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
@@ -142,7 +142,7 @@ joblib==1.5.3
 jsonpickle==3.4.2
 jsonschema==4.26.0
 jsonschema-specifications==2025.9.1
-keras==3.13.0
+keras==3.13.1
 keyring==25.7.0
 keyrings.google-artifactregistry-auth==1.1.2
 lark==1.2.2
@@ -187,9 +187,9 @@ nvidia-nvshmem-cu12==3.3.20
 nvidia-nvtx-cu12==12.6.77
 oauth2client==4.1.3
 objsize==0.7.1
-openai==1.107.1
+openai==1.109.1
 openai-harmony==0.0.8
-opencv-python-headless==4.12.0.88
+opencv-python-headless==4.13.0.90
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -209,7 +209,7 @@ pillow==12.1.0
 pip==25.3
 pluggy==1.6.0
 prometheus-fastapi-instrumentator==7.1.0
-prometheus_client==0.23.1
+prometheus_client==0.24.1
 propcache==0.4.1
 proto-plus==1.27.0
 protobuf==5.29.5
@@ -218,7 +218,7 @@ psycopg2-binary==2.9.11
 py-cpuinfo==9.0.0
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pybase64==1.4.3
 pycountry==24.6.1
@@ -247,7 +247,7 @@ PyYAML==6.0.3
 pyzmq==27.1.0
 ray==2.53.0
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rich==14.2.0
@@ -269,7 +269,7 @@ six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
 soundfile==0.13.1
-soupsieve==2.8.1
+soupsieve==2.8.2
 soxr==1.0.0
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
diff --git a/sdks/python/container/ml/py312/base_image_requirements.txt b/sdks/python/container/ml/py312/base_image_requirements.txt
index 15e9382b217e..cad445fedb8b 100644
--- a/sdks/python/container/ml/py312/base_image_requirements.txt
+++ b/sdks/python/container/ml/py312/base_image_requirements.txt
@@ -41,7 +41,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 crcmod==1.7
 cryptography==46.0.3
 Cython==3.2.4
@@ -62,7 +62,7 @@ fsspec==2026.1.0
 future==1.0.0
 gast==0.7.0
 google-api-core==2.29.0
-google-api-python-client==2.187.0
+google-api-python-client==2.188.0
 google-apitools==0.5.31
 google-auth==2.47.0
 google-auth-httplib2==0.2.1
@@ -72,22 +72,22 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-pasta==0.2.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
@@ -104,7 +104,7 @@ h5py==3.15.1
 hf-xet==1.2.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httpx==0.28.1
 huggingface-hub==0.36.0
 hyperframe==6.1.0
@@ -113,15 +113,16 @@ idna==3.11
 importlib_metadata==8.7.1
 iniconfig==2.3.0
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
+jiter==0.12.0
 joblib==1.5.3
 jsonpickle==3.4.2
 jsonschema==4.26.0
 jsonschema-specifications==2025.9.1
-keras==3.13.0
+keras==3.13.1
 keyring==25.7.0
 keyrings.google-artifactregistry-auth==1.1.2
 libclang==18.1.1
@@ -142,6 +143,7 @@ nltk==3.9.2
 numpy==2.4.1
 oauth2client==4.1.3
 objsize==0.7.1
+openai==1.109.1
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -164,7 +166,7 @@ protobuf==5.29.5
 psycopg2-binary==2.9.11
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pycparser==2.23
 pydantic==2.12.5
@@ -185,7 +187,7 @@ python-tds==1.17.1
 pytz==2025.2
 PyYAML==6.0.3
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rich==14.2.0
@@ -200,7 +202,7 @@ setuptools==80.9.0
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.8.1
+soupsieve==2.8.2
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.5
diff --git a/sdks/python/container/ml/py312/gpu_image_requirements.txt b/sdks/python/container/ml/py312/gpu_image_requirements.txt
index 6067f74349f0..d73a017401f9 100644
--- a/sdks/python/container/ml/py312/gpu_image_requirements.txt
+++ b/sdks/python/container/ml/py312/gpu_image_requirements.txt
@@ -45,7 +45,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 cloudpickle==3.1.2
 compressed-tensors==0.10.2
 crcmod==1.7
@@ -65,7 +65,7 @@ envoy-data-plane==0.2.6
 execnet==2.1.2
 fastapi==0.128.0
 fastapi-cli==0.0.20
-fastapi-cloud-cli==0.9.0
+fastapi-cloud-cli==0.11.0
 fastar==0.8.0
 fastavro==1.12.1
 fasteners==0.20
@@ -79,7 +79,7 @@ future==1.0.0
 gast==0.7.0
 gguf==0.17.1
 google-api-core==2.29.0
-google-api-python-client==2.187.0
+google-api-python-client==2.188.0
 google-apitools==0.5.31
 google-auth==2.47.0
 google-auth-httplib2==0.2.1
@@ -89,22 +89,22 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-pasta==0.2.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
@@ -121,7 +121,7 @@ h5py==3.15.1
 hf-xet==1.2.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httptools==0.7.1
 httpx==0.28.1
 huggingface-hub==0.36.0
@@ -132,7 +132,7 @@ importlib_metadata==8.7.1
 iniconfig==2.3.0
 interegular==0.3.3
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
@@ -141,7 +141,7 @@ joblib==1.5.3
 jsonpickle==3.4.2
 jsonschema==4.26.0
 jsonschema-specifications==2025.9.1
-keras==3.13.0
+keras==3.13.1
 keyring==25.7.0
 keyrings.google-artifactregistry-auth==1.1.2
 lark==1.2.2
@@ -186,9 +186,9 @@ nvidia-nvshmem-cu12==3.3.20
 nvidia-nvtx-cu12==12.6.77
 oauth2client==4.1.3
 objsize==0.7.1
-openai==1.107.1
+openai==1.109.1
 openai-harmony==0.0.8
-opencv-python-headless==4.12.0.88
+opencv-python-headless==4.13.0.90
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -208,7 +208,7 @@ pillow==12.1.0
 pip==25.3
 pluggy==1.6.0
 prometheus-fastapi-instrumentator==7.1.0
-prometheus_client==0.23.1
+prometheus_client==0.24.1
 propcache==0.4.1
 proto-plus==1.27.0
 protobuf==5.29.5
@@ -217,7 +217,7 @@ psycopg2-binary==2.9.11
 py-cpuinfo==9.0.0
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pybase64==1.4.3
 pycountry==24.6.1
@@ -246,7 +246,7 @@ PyYAML==6.0.3
 pyzmq==27.1.0
 ray==2.53.0
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rich==14.2.0
@@ -268,7 +268,7 @@ six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
 soundfile==0.13.1
-soupsieve==2.8.1
+soupsieve==2.8.2
 soxr==1.0.0
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
diff --git a/sdks/python/container/ml/py313/base_image_requirements.txt b/sdks/python/container/ml/py313/base_image_requirements.txt
index bf9589c73d05..f43e0dc9a658 100644
--- a/sdks/python/container/ml/py313/base_image_requirements.txt
+++ b/sdks/python/container/ml/py313/base_image_requirements.txt
@@ -41,7 +41,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 crcmod==1.7
 cryptography==46.0.3
 Cython==3.2.4
@@ -71,21 +71,21 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-pasta==0.2.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
@@ -103,7 +103,7 @@ h5py==3.15.1
 hf-xet==1.2.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httpx==0.28.1
 huggingface-hub==0.36.0
 hyperframe==6.1.0
@@ -112,15 +112,16 @@ idna==3.11
 importlib_metadata==8.7.1
 iniconfig==2.3.0
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
+jiter==0.12.0
 joblib==1.5.3
 jsonpickle==3.4.2
 jsonschema==4.26.0
 jsonschema-specifications==2025.9.1
-keras==3.13.0
+keras==3.13.1
 keyring==25.7.0
 keyrings.google-artifactregistry-auth==1.1.2
 libclang==18.1.1
@@ -140,6 +141,7 @@ nltk==3.9.2
 numpy==2.4.1
 oauth2client==4.1.3
 objsize==0.7.1
+openai==1.109.1
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -158,11 +160,11 @@ pip==25.3
 pluggy==1.6.0
 propcache==0.4.1
 proto-plus==1.27.0
-protobuf==6.33.3
+protobuf==6.33.4
 psycopg2-binary==2.9.11
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pycparser==2.23
 pydantic==2.12.5
@@ -183,7 +185,7 @@ python-tds==1.17.1
 pytz==2025.2
 PyYAML==6.0.3
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rich==14.2.0
@@ -198,7 +200,7 @@ setuptools==80.9.0
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.8.1
+soupsieve==2.8.2
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.5
diff --git a/sdks/python/container/py310/base_image_requirements.txt b/sdks/python/container/py310/base_image_requirements.txt
index 76772ffbb79e..08a469647f18 100644
--- a/sdks/python/container/py310/base_image_requirements.txt
+++ b/sdks/python/container/py310/base_image_requirements.txt
@@ -41,7 +41,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 crcmod==1.7
 cryptography==46.0.3
 Cython==3.2.4
@@ -59,7 +59,7 @@ freezegun==1.5.5
 frozenlist==1.8.0
 future==1.0.0
 google-api-core==2.29.0
-google-api-python-client==2.187.0
+google-api-python-client==2.188.0
 google-apitools==0.5.31
 google-auth==2.47.0
 google-auth-httplib2==0.2.1
@@ -69,22 +69,22 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
 greenlet==3.3.0
@@ -98,7 +98,7 @@ h11==0.16.0
 h2==4.3.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httpx==0.28.1
 hyperframe==6.1.0
 hypothesis==6.148.3
@@ -106,10 +106,11 @@ idna==3.11
 importlib_metadata==8.7.1
 iniconfig==2.3.0
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
+jiter==0.12.0
 joblib==1.5.3
 Js2Py==0.74
 jsonpickle==3.4.2
@@ -127,6 +128,7 @@ nltk==3.9.2
 numpy==2.2.6
 oauth2client==4.1.3
 objsize==0.7.1
+openai==1.109.1
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -146,7 +148,7 @@ protobuf==5.29.5
 psycopg2-binary==2.9.11
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pycparser==2.23
 pydantic==2.12.5
@@ -168,7 +170,7 @@ python-tds==1.17.1
 pytz==2025.2
 PyYAML==6.0.3
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rpds-py==0.30.0
@@ -181,14 +183,14 @@ setuptools==80.9.0
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.8.1
+soupsieve==2.8.2
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.5
 tenacity==8.5.0
 testcontainers==4.14.0
 threadpoolctl==3.6.0
-tomli==2.3.0
+tomli==2.4.0
 tqdm==4.67.1
 typing-inspection==0.4.2
 typing_extensions==4.15.0
diff --git a/sdks/python/container/py311/base_image_requirements.txt b/sdks/python/container/py311/base_image_requirements.txt
index 2a1b53d96ab4..99f03a4af305 100644
--- a/sdks/python/container/py311/base_image_requirements.txt
+++ b/sdks/python/container/py311/base_image_requirements.txt
@@ -40,7 +40,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 crcmod==1.7
 cryptography==46.0.3
 Cython==3.2.4
@@ -57,7 +57,7 @@ freezegun==1.5.5
 frozenlist==1.8.0
 future==1.0.0
 google-api-core==2.29.0
-google-api-python-client==2.187.0
+google-api-python-client==2.188.0
 google-apitools==0.5.31
 google-auth==2.47.0
 google-auth-httplib2==0.2.1
@@ -67,22 +67,22 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
 greenlet==3.3.0
@@ -96,7 +96,7 @@ h11==0.16.0
 h2==4.3.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httpx==0.28.1
 hyperframe==6.1.0
 hypothesis==6.148.3
@@ -104,10 +104,11 @@ idna==3.11
 importlib_metadata==8.7.1
 iniconfig==2.3.0
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
+jiter==0.12.0
 joblib==1.5.3
 Js2Py==0.74
 jsonpickle==3.4.2
@@ -125,6 +126,7 @@ nltk==3.9.2
 numpy==2.4.1
 oauth2client==4.1.3
 objsize==0.7.1
+openai==1.109.1
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -144,7 +146,7 @@ protobuf==5.29.5
 psycopg2-binary==2.9.11
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pycparser==2.23
 pydantic==2.12.5
@@ -166,7 +168,7 @@ python-tds==1.17.1
 pytz==2025.2
 PyYAML==6.0.3
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rpds-py==0.30.0
@@ -179,7 +181,7 @@ setuptools==80.9.0
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.8.1
+soupsieve==2.8.2
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.5
diff --git a/sdks/python/container/py312/base_image_requirements.txt b/sdks/python/container/py312/base_image_requirements.txt
index 356f224d854a..119cf2daad2c 100644
--- a/sdks/python/container/py312/base_image_requirements.txt
+++ b/sdks/python/container/py312/base_image_requirements.txt
@@ -39,7 +39,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 crcmod==1.7
 cryptography==46.0.3
 Cython==3.2.4
@@ -56,7 +56,7 @@ freezegun==1.5.5
 frozenlist==1.8.0
 future==1.0.0
 google-api-core==2.29.0
-google-api-python-client==2.187.0
+google-api-python-client==2.188.0
 google-apitools==0.5.31
 google-auth==2.47.0
 google-auth-httplib2==0.2.1
@@ -66,22 +66,22 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
 greenlet==3.3.0
@@ -95,7 +95,7 @@ h11==0.16.0
 h2==4.3.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httpx==0.28.1
 hyperframe==6.1.0
 hypothesis==6.148.3
@@ -103,10 +103,11 @@ idna==3.11
 importlib_metadata==8.7.1
 iniconfig==2.3.0
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
+jiter==0.12.0
 joblib==1.5.3
 jsonpickle==3.4.2
 jsonschema==4.26.0
@@ -123,6 +124,7 @@ nltk==3.9.2
 numpy==2.4.1
 oauth2client==4.1.3
 objsize==0.7.1
+openai==1.109.1
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -142,7 +144,7 @@ protobuf==5.29.5
 psycopg2-binary==2.9.11
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pycparser==2.23
 pydantic==2.12.5
@@ -163,7 +165,7 @@ python-tds==1.17.1
 pytz==2025.2
 PyYAML==6.0.3
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rpds-py==0.30.0
@@ -176,7 +178,7 @@ setuptools==80.9.0
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.8.1
+soupsieve==2.8.2
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.5
diff --git a/sdks/python/container/py313/base_image_requirements.txt b/sdks/python/container/py313/base_image_requirements.txt
index 04ec48e1efbc..b465cdeac37b 100644
--- a/sdks/python/container/py313/base_image_requirements.txt
+++ b/sdks/python/container/py313/base_image_requirements.txt
@@ -39,7 +39,7 @@ certifi==2026.1.4
 cffi==2.0.0
 charset-normalizer==3.4.4
 click==8.3.1
-cloud-sql-python-connector==1.19.0
+cloud-sql-python-connector==1.20.0
 crcmod==1.7
 cryptography==46.0.3
 Cython==3.2.4
@@ -65,21 +65,21 @@ google-cloud-bigquery-storage==2.36.0
 google-cloud-bigtable==2.35.0
 google-cloud-core==2.5.0
 google-cloud-datastore==2.23.0
-google-cloud-dlp==3.33.0
-google-cloud-kms==3.7.0
-google-cloud-language==2.18.0
-google-cloud-monitoring==2.28.0
+google-cloud-dlp==3.34.0
+google-cloud-kms==3.9.0
+google-cloud-language==2.19.0
+google-cloud-monitoring==2.29.0
 google-cloud-pubsub==2.34.0
 google-cloud-pubsublite==1.13.0
 google-cloud-recommendations-ai==0.10.18
-google-cloud-resource-manager==1.15.0
+google-cloud-resource-manager==1.16.0
 google-cloud-secret-manager==2.26.0
-google-cloud-spanner==3.61.0
+google-cloud-spanner==3.62.0
 google-cloud-storage==2.19.0
-google-cloud-videointelligence==2.17.0
-google-cloud-vision==3.11.0
+google-cloud-videointelligence==2.18.0
+google-cloud-vision==3.12.0
 google-crc32c==1.8.0
-google-genai==1.57.0
+google-genai==1.59.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
 greenlet==3.3.0
@@ -94,7 +94,7 @@ h11==0.16.0
 h2==4.3.0
 hpack==4.1.0
 httpcore==1.0.9
-httplib2==0.22.0
+httplib2==0.31.1
 httpx==0.28.1
 hyperframe==6.1.0
 hypothesis==6.148.3
@@ -102,10 +102,11 @@ idna==3.11
 importlib_metadata==8.7.1
 iniconfig==2.3.0
 jaraco.classes==3.4.0
-jaraco.context==6.0.2
+jaraco.context==6.1.0
 jaraco.functools==4.4.0
 jeepney==0.9.0
 Jinja2==3.1.6
+jiter==0.12.0
 joblib==1.5.3
 jsonpickle==3.4.2
 jsonschema==4.26.0
@@ -121,6 +122,7 @@ nltk==3.9.2
 numpy==2.4.1
 oauth2client==4.1.3
 objsize==0.7.1
+openai==1.109.1
 opentelemetry-api==1.39.1
 opentelemetry-resourcedetector-gcp==1.11.0a0
 opentelemetry-sdk==1.39.1
@@ -136,11 +138,11 @@ pip==25.3
 pluggy==1.6.0
 propcache==0.4.1
 proto-plus==1.27.0
-protobuf==6.33.3
+protobuf==6.33.4
 psycopg2-binary==2.9.11
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
-pyasn1==0.6.1
+pyasn1==0.6.2
 pyasn1_modules==0.4.2
 pycparser==2.23
 pydantic==2.12.5
@@ -161,7 +163,7 @@ python-tds==1.17.1
 pytz==2025.2
 PyYAML==6.0.3
 referencing==0.37.0
-regex==2025.11.3
+regex==2026.1.15
 requests==2.32.5
 requests-mock==1.12.1
 rpds-py==0.30.0
@@ -174,7 +176,7 @@ setuptools==80.9.0
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.8.1
+soupsieve==2.8.2
 SQLAlchemy==2.0.45
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.5
diff --git a/sdks/python/setup.py b/sdks/python/setup.py
index 6af2c5caf638..7d2fa3a75279 100644
--- a/sdks/python/setup.py
+++ b/sdks/python/setup.py
@@ -161,6 +161,7 @@ def cythonize(*args, **kwargs):
 ]
 
 milvus_dependency = ['pymilvus>=2.5.10,<3.0.0']
+openai_dependency = ['openai>=1.107.1,<2.0.0']
 
 ml_base = [
     'embeddings',
@@ -466,7 +467,7 @@ def get_portability_package_data():
               'pg8000>=1.31.5',
               "PyMySQL>=1.1.0",
               'oracledb>=3.1.1'
-          ] + milvus_dependency,
+          ] + milvus_dependency + openai_dependency,
           'gcp': [
               'cachetools>=3.1.0,<7',
               'google-api-core>=2.0.0,<3',
@@ -614,7 +615,8 @@ def get_portability_package_data():
           'xgboost': ['xgboost>=1.6.0,<2.1.3', 'datatable==1.0.0'],
           'tensorflow-hub': ['tensorflow-hub>=0.14.0,<0.16.0'],
           'milvus': milvus_dependency,
-          'vllm': ['openai==1.107.1', 'vllm==0.10.1.1', 'triton==3.3.1']
+          'openai': openai_dependency,
+          'vllm': ['vllm==0.10.1.1', 'triton==3.3.1'] + openai_dependency,
       },
       zip_safe=False,
       # PyPI package information.