diff --git a/.github/workflows/beam_PostCommit_Python.yml b/.github/workflows/beam_PostCommit_Python.yml
index b96067b498e7..21d93242a131 100644
--- a/.github/workflows/beam_PostCommit_Python.yml
+++ b/.github/workflows/beam_PostCommit_Python.yml
@@ -61,7 +61,7 @@ jobs:
       matrix:
         job_name: ['beam_PostCommit_Python']
         job_phrase: ['Run Python PostCommit']
-        python_version: ['3.9', '3.10', '3.11', '3.12']
+        python_version: ['3.9', '3.10', '3.11', '3.12', '3.13']
         os: [[self-hosted, ubuntu-20.04, highmem22]]
     if: |
       github.event_name == 'workflow_dispatch' ||
diff --git a/.github/workflows/beam_PostCommit_Python_Arm.yml b/.github/workflows/beam_PostCommit_Python_Arm.yml
index 4f37276779d8..5ce4cd77de4c 100644
--- a/.github/workflows/beam_PostCommit_Python_Arm.yml
+++ b/.github/workflows/beam_PostCommit_Python_Arm.yml
@@ -62,7 +62,7 @@ jobs:
       matrix:
         job_name: [beam_PostCommit_Python_Arm]
         job_phrase: [Run Python PostCommit Arm]
-        python_version: ['3.9', '3.10', '3.11', '3.12']
+        python_version: ['3.9', '3.10', '3.11', '3.12', '3.13']
     if: |
       github.event_name == 'workflow_dispatch' ||
       github.event_name == 'pull_request_target' ||
diff --git a/.github/workflows/beam_PostCommit_Python_Dependency.yml b/.github/workflows/beam_PostCommit_Python_Dependency.yml
index 609271cda75d..c1dfb34e0153 100644
--- a/.github/workflows/beam_PostCommit_Python_Dependency.yml
+++ b/.github/workflows/beam_PostCommit_Python_Dependency.yml
@@ -59,7 +59,7 @@ jobs:
       matrix:
         job_name: ['beam_PostCommit_Python_Dependency']
         job_phrase: ['Run Python PostCommit Dependency']
-        python_version: ['3.9','3.12']
+        python_version: ['3.9','3.13']
     timeout-minutes: 180
     if: |
       github.event_name == 'workflow_dispatch' ||
diff --git a/.github/workflows/beam_PostCommit_Python_Examples_Dataflow.yml b/.github/workflows/beam_PostCommit_Python_Examples_Dataflow.yml
index 3abed56ab8a2..4a9e55beb9ab 100644
--- a/.github/workflows/beam_PostCommit_Python_Examples_Dataflow.yml
+++ b/.github/workflows/beam_PostCommit_Python_Examples_Dataflow.yml
@@ -74,7 +74,7 @@ jobs:
         uses: ./.github/actions/setup-environment-action
         with:
           java-version: default
-          python-version: 3.12
+          python-version: 3.13
       - name: Run examplesPostCommit script
         uses: ./.github/actions/gradle-command-self-hosted-action
         with:
diff --git a/.github/workflows/beam_PostCommit_Python_Examples_Direct.yml b/.github/workflows/beam_PostCommit_Python_Examples_Direct.yml
index 390aac1ab42d..8e559d286700 100644
--- a/.github/workflows/beam_PostCommit_Python_Examples_Direct.yml
+++ b/.github/workflows/beam_PostCommit_Python_Examples_Direct.yml
@@ -63,7 +63,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_Python_Examples_Direct"]
         job_phrase: ["Run Python Examples_Direct"]
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12', '3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_Python_Examples_Flink.yml b/.github/workflows/beam_PostCommit_Python_Examples_Flink.yml
index ffac141694b1..137ba7ef1b18 100644
--- a/.github/workflows/beam_PostCommit_Python_Examples_Flink.yml
+++ b/.github/workflows/beam_PostCommit_Python_Examples_Flink.yml
@@ -63,7 +63,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_Python_Examples_Flink"]
         job_phrase: ["Run Python Examples_Flink"]
-        python_version: ['3.9', '3.12']
+        python_version: ['3.9', '3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_Python_Examples_Spark.yml b/.github/workflows/beam_PostCommit_Python_Examples_Spark.yml
index c2a4132e8c2e..3e155eca0e3c 100644
--- a/.github/workflows/beam_PostCommit_Python_Examples_Spark.yml
+++ b/.github/workflows/beam_PostCommit_Python_Examples_Spark.yml
@@ -63,7 +63,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_Python_Examples_Spark"]
         job_phrase: ["Run Python Examples_Spark"]
-        python_version: ['3.9', '3.12']
+        python_version: ['3.9', '3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_Python_MongoDBIO_IT.yml b/.github/workflows/beam_PostCommit_Python_MongoDBIO_IT.yml
index 3a12b2d31787..8c0fcf61e6a4 100644
--- a/.github/workflows/beam_PostCommit_Python_MongoDBIO_IT.yml
+++ b/.github/workflows/beam_PostCommit_Python_MongoDBIO_IT.yml
@@ -74,7 +74,7 @@ jobs:
         uses: ./.github/actions/setup-environment-action
         with:
           java-version: default
-          python-version: 3.12
+          python-version: 3.13
       - name: Run mongodbioIT script
         uses: ./.github/actions/gradle-command-self-hosted-action
         with:
diff --git a/.github/workflows/beam_PostCommit_Python_ValidatesContainer_Dataflow.yml b/.github/workflows/beam_PostCommit_Python_ValidatesContainer_Dataflow.yml
index 9d280b751fd7..bdf2c5da5444 100644
--- a/.github/workflows/beam_PostCommit_Python_ValidatesContainer_Dataflow.yml
+++ b/.github/workflows/beam_PostCommit_Python_ValidatesContainer_Dataflow.yml
@@ -65,7 +65,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_Python_ValidatesContainer_Dataflow"]
         job_phrase: ["Run Python Dataflow ValidatesContainer"]
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_Python_ValidatesContainer_Dataflow_With_RC.yml b/.github/workflows/beam_PostCommit_Python_ValidatesContainer_Dataflow_With_RC.yml
index 606128cb53ba..482a4d509106 100644
--- a/.github/workflows/beam_PostCommit_Python_ValidatesContainer_Dataflow_With_RC.yml
+++ b/.github/workflows/beam_PostCommit_Python_ValidatesContainer_Dataflow_With_RC.yml
@@ -63,7 +63,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_Python_ValidatesContainer_Dataflow_With_RC"]
         job_phrase: ["Run Python RC Dataflow ValidatesContainer"]
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Dataflow.yml b/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Dataflow.yml
index f37d36b2c0ab..7988ebdbdae0 100644
--- a/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Dataflow.yml
+++ b/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Dataflow.yml
@@ -63,7 +63,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_Python_ValidatesRunner_Dataflow"]
         job_phrase: ["Run Python Dataflow ValidatesRunner"]
-        python_version: ['3.9', '3.12']
+        python_version: ['3.9', '3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Flink.yml b/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Flink.yml
index e887def73d87..f9e16ae82366 100644
--- a/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Flink.yml
+++ b/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Flink.yml
@@ -63,7 +63,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_Python_ValidatesRunner_Flink"]
         job_phrase: ["Run Python Flink ValidatesRunner"]
-        python_version: ['3.9', '3.12']
+        python_version: ['3.9', '3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Samza.yml b/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Samza.yml
index bf1a15360535..262965321141 100644
--- a/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Samza.yml
+++ b/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Samza.yml
@@ -63,7 +63,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_Python_ValidatesRunner_Samza"]
         job_phrase: ["Run Python Samza ValidatesRunner"]
-        python_version: ['3.9', '3.12']
+        python_version: ['3.9', '3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Spark.yml b/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Spark.yml
index 030a1dba70d2..127d0cd9e48b 100644
--- a/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Spark.yml
+++ b/.github/workflows/beam_PostCommit_Python_ValidatesRunner_Spark.yml
@@ -63,7 +63,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_Python_ValidatesRunner_Spark"]
         job_phrase: ["Run Python Spark ValidatesRunner"]
-        python_version: ['3.9', '3.12']
+        python_version: ['3.9', '3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_Python_Xlang_Gcp_Dataflow.yml b/.github/workflows/beam_PostCommit_Python_Xlang_Gcp_Dataflow.yml
index ef2768f1efd9..7e1f43a3a480 100644
--- a/.github/workflows/beam_PostCommit_Python_Xlang_Gcp_Dataflow.yml
+++ b/.github/workflows/beam_PostCommit_Python_Xlang_Gcp_Dataflow.yml
@@ -76,7 +76,7 @@ jobs:
         with:
           python-version: |
             3.9
-            3.12
+            3.13
       - name: run PostCommit Python Xlang Gcp Dataflow script
         uses: ./.github/actions/gradle-command-self-hosted-action
         with:
diff --git a/.github/workflows/beam_PostCommit_Python_Xlang_Gcp_Direct.yml b/.github/workflows/beam_PostCommit_Python_Xlang_Gcp_Direct.yml
index 0ad20571f92c..5a5081888e99 100644
--- a/.github/workflows/beam_PostCommit_Python_Xlang_Gcp_Direct.yml
+++ b/.github/workflows/beam_PostCommit_Python_Xlang_Gcp_Direct.yml
@@ -76,7 +76,7 @@ jobs:
         with:
           python-version: |
             3.9
-            3.12
+            3.13
       - name: Install docker compose
         run: |
           sudo curl -L https://github.com/docker/compose/releases/download/1.22.0/docker-compose-$(uname -s)-$(uname -m) -o /usr/local/bin/docker-compose
diff --git a/.github/workflows/beam_PostCommit_Python_Xlang_IO_Dataflow.yml b/.github/workflows/beam_PostCommit_Python_Xlang_IO_Dataflow.yml
index 6c543fa2cdbe..50d3055f790a 100644
--- a/.github/workflows/beam_PostCommit_Python_Xlang_IO_Dataflow.yml
+++ b/.github/workflows/beam_PostCommit_Python_Xlang_IO_Dataflow.yml
@@ -75,7 +75,7 @@ jobs:
         with:
           python-version: |
             3.9
-            3.12
+            3.13
       - name: run PostCommit Python Xlang IO Dataflow script
         uses: ./.github/actions/gradle-command-self-hosted-action
         with:
diff --git a/.github/workflows/beam_PostCommit_Python_Xlang_IO_Direct.yml b/.github/workflows/beam_PostCommit_Python_Xlang_IO_Direct.yml
index c5781ee6a66d..7a1b3fe031a2 100644
--- a/.github/workflows/beam_PostCommit_Python_Xlang_IO_Direct.yml
+++ b/.github/workflows/beam_PostCommit_Python_Xlang_IO_Direct.yml
@@ -75,7 +75,7 @@ jobs:
         with:
           python-version: |
             3.9
-            3.12
+            3.13
       - name: run PostCommit Python Xlang IO Direct script
         uses: ./.github/actions/gradle-command-self-hosted-action
         with:
diff --git a/.github/workflows/beam_PostCommit_TransformService_Direct.yml b/.github/workflows/beam_PostCommit_TransformService_Direct.yml
index e2d3220ae6a2..3880fb935472 100644
--- a/.github/workflows/beam_PostCommit_TransformService_Direct.yml
+++ b/.github/workflows/beam_PostCommit_TransformService_Direct.yml
@@ -62,7 +62,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_TransformService_Direct"]
         job_phrase: ["Run TransformService_Direct PostCommit"]
-        python_version: ['3.9','3.12']
+        python_version: ['3.9','3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_XVR_Direct.yml b/.github/workflows/beam_PostCommit_XVR_Direct.yml
index a2c3ef3a67e0..c39617b8957b 100644
--- a/.github/workflows/beam_PostCommit_XVR_Direct.yml
+++ b/.github/workflows/beam_PostCommit_XVR_Direct.yml
@@ -62,7 +62,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_XVR_Direct"]
         job_phrase: ["Run XVR_Direct PostCommit"]
-        python_version: ['3.9','3.12']
+        python_version: ['3.9','3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_XVR_Flink.yml b/.github/workflows/beam_PostCommit_XVR_Flink.yml
index 0f177633f771..92d97f4322f5 100644
--- a/.github/workflows/beam_PostCommit_XVR_Flink.yml
+++ b/.github/workflows/beam_PostCommit_XVR_Flink.yml
@@ -63,7 +63,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_XVR_Flink"]
         job_phrase: ["Run XVR_Flink PostCommit"]
-        python_version: ['3.9','3.12']
+        python_version: ['3.9','3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_XVR_JavaUsingPython_Dataflow.yml b/.github/workflows/beam_PostCommit_XVR_JavaUsingPython_Dataflow.yml
index 775c46a82cff..dcc44d740ee7 100644
--- a/.github/workflows/beam_PostCommit_XVR_JavaUsingPython_Dataflow.yml
+++ b/.github/workflows/beam_PostCommit_XVR_JavaUsingPython_Dataflow.yml
@@ -62,7 +62,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_XVR_JavaUsingPython_Dataflow"]
         job_phrase: ["Run XVR_JavaUsingPython_Dataflow PostCommit"]
-        python_version: ['3.9','3.12']
+        python_version: ['3.9','3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_XVR_PythonUsingJavaSQL_Dataflow.yml b/.github/workflows/beam_PostCommit_XVR_PythonUsingJavaSQL_Dataflow.yml
index 4458cc42ce25..af2057862b1a 100644
--- a/.github/workflows/beam_PostCommit_XVR_PythonUsingJavaSQL_Dataflow.yml
+++ b/.github/workflows/beam_PostCommit_XVR_PythonUsingJavaSQL_Dataflow.yml
@@ -73,7 +73,7 @@ jobs:
       - name: Setup environment
         uses: ./.github/actions/setup-environment-action
         with:
-          python-version: 3.12
+          python-version: 3.13
       - name: run PostCommit XVR PythonUsingJavaSQL Dataflow script
         uses: ./.github/actions/gradle-command-self-hosted-action
         with:
diff --git a/.github/workflows/beam_PostCommit_XVR_PythonUsingJava_Dataflow.yml b/.github/workflows/beam_PostCommit_XVR_PythonUsingJava_Dataflow.yml
index 45f21c426164..a7dacd739c05 100644
--- a/.github/workflows/beam_PostCommit_XVR_PythonUsingJava_Dataflow.yml
+++ b/.github/workflows/beam_PostCommit_XVR_PythonUsingJava_Dataflow.yml
@@ -62,7 +62,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_XVR_PythonUsingJava_Dataflow"]
         job_phrase: ["Run XVR_PythonUsingJava_Dataflow PostCommit"]
-        python_version: ['3.9','3.12']
+        python_version: ['3.9','3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_XVR_Samza.yml b/.github/workflows/beam_PostCommit_XVR_Samza.yml
index a06b7782ad4e..6e6d6739402a 100644
--- a/.github/workflows/beam_PostCommit_XVR_Samza.yml
+++ b/.github/workflows/beam_PostCommit_XVR_Samza.yml
@@ -62,7 +62,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_XVR_Samza"]
         job_phrase: ["Run XVR_Samza PostCommit"]
-        python_version: ['3.9','3.12']
+        python_version: ['3.9','3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PostCommit_XVR_Spark3.yml b/.github/workflows/beam_PostCommit_XVR_Spark3.yml
index 5b4c3634a037..7d431c7312ca 100644
--- a/.github/workflows/beam_PostCommit_XVR_Spark3.yml
+++ b/.github/workflows/beam_PostCommit_XVR_Spark3.yml
@@ -62,7 +62,7 @@ jobs:
       matrix:
         job_name: ["beam_PostCommit_XVR_Spark3"]
         job_phrase: ["Run XVR_Spark3 PostCommit"]
-        python_version: ['3.9','3.12']
+        python_version: ['3.9','3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Setup repository
diff --git a/.github/workflows/beam_PreCommit_Prism_Python.yml b/.github/workflows/beam_PreCommit_Prism_Python.yml
index ea1d29ffeb5b..81429b1e515a 100644
--- a/.github/workflows/beam_PreCommit_Prism_Python.yml
+++ b/.github/workflows/beam_PreCommit_Prism_Python.yml
@@ -76,7 +76,7 @@ jobs:
       matrix:
         job_name: ['beam_PreCommit_Prism_Python']
         job_phrase: ['Run Prism_Python PreCommit']
-        python_version: ['3.9', '3.12']
+        python_version: ['3.9', '3.13']
     if: |
       github.event_name == 'push' ||
       github.event_name == 'pull_request_target' ||
diff --git a/.github/workflows/beam_PreCommit_Python.yml b/.github/workflows/beam_PreCommit_Python.yml
index db56f526a02d..07ebc40a851e 100644
--- a/.github/workflows/beam_PreCommit_Python.yml
+++ b/.github/workflows/beam_PreCommit_Python.yml
@@ -81,7 +81,7 @@ jobs:
       matrix:
         job_name: ['beam_PreCommit_Python']
         job_phrase: ['Run Python PreCommit']
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
     if: |
       github.event_name == 'push' ||
       github.event_name == 'pull_request_target' ||
diff --git a/.github/workflows/beam_PreCommit_PythonDocker.yml b/.github/workflows/beam_PreCommit_PythonDocker.yml
index 9cf336f1535c..3824dcd0d2fe 100644
--- a/.github/workflows/beam_PreCommit_PythonDocker.yml
+++ b/.github/workflows/beam_PreCommit_PythonDocker.yml
@@ -64,7 +64,7 @@ jobs:
       matrix:
         job_name: ["beam_PreCommit_PythonDocker"]
         job_phrase: ["Run PythonDocker PreCommit"]
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
     if: |
       github.event_name == 'push' ||
       github.event_name == 'pull_request_target' ||
diff --git a/.github/workflows/beam_PreCommit_Python_Dataframes.yml b/.github/workflows/beam_PreCommit_Python_Dataframes.yml
index 14b60c1a5af1..0b1f39aaded6 100644
--- a/.github/workflows/beam_PreCommit_Python_Dataframes.yml
+++ b/.github/workflows/beam_PreCommit_Python_Dataframes.yml
@@ -64,7 +64,7 @@ jobs:
       matrix:
         job_name: ['beam_PreCommit_Python_Dataframes']
         job_phrase: ['Run Python_Dataframes PreCommit']
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
     if: |
       github.event_name == 'push' ||
       github.event_name == 'pull_request_target' ||
diff --git a/.github/workflows/beam_PreCommit_Python_Examples.yml b/.github/workflows/beam_PreCommit_Python_Examples.yml
index 68acb72e0d61..db52c235fb73 100644
--- a/.github/workflows/beam_PreCommit_Python_Examples.yml
+++ b/.github/workflows/beam_PreCommit_Python_Examples.yml
@@ -65,7 +65,7 @@ jobs:
       matrix:
         job_name: ['beam_PreCommit_Python_Examples']
         job_phrase: ['Run Python_Examples PreCommit']
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
     if: |
       github.event_name == 'push' ||
       github.event_name == 'pull_request_target' ||
diff --git a/.github/workflows/beam_PreCommit_Python_Integration.yml b/.github/workflows/beam_PreCommit_Python_Integration.yml
index d3c5bf69aab0..c61a23b828a7 100644
--- a/.github/workflows/beam_PreCommit_Python_Integration.yml
+++ b/.github/workflows/beam_PreCommit_Python_Integration.yml
@@ -64,7 +64,7 @@ jobs:
       matrix:
         job_name: ['beam_PreCommit_Python_Integration']
         job_phrase: ['Run Python_Integration PreCommit']
-        python_version: ['3.9', '3.12']
+        python_version: ['3.9', '3.13']
     if: |
       github.event_name == 'push' ||
       github.event_name == 'pull_request_target' ||
diff --git a/.github/workflows/beam_PreCommit_Python_ML.yml b/.github/workflows/beam_PreCommit_Python_ML.yml
index 471dcf953be5..e78a52416361 100644
--- a/.github/workflows/beam_PreCommit_Python_ML.yml
+++ b/.github/workflows/beam_PreCommit_Python_ML.yml
@@ -65,7 +65,7 @@ jobs:
       matrix:
         job_name: ['beam_PreCommit_Python_ML']
         job_phrase: ['Run Python_ML PreCommit']
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
         # Run on both self-hosted and GitHub-hosted runners.
         # Some tests (marked require_docker_in_docker) can't run on Beam's
         # self-hosted runners due to Docker-in-Docker environment constraint.
@@ -73,8 +73,8 @@ jobs:
         # Context: https://github.com/apache/beam/pull/35585.
         os: [[self-hosted, ubuntu-20.04, main], [ubuntu-latest]]
         exclude:
-          # Temporary exclude Python 3.9, 3.10, 3.11 from ubuntu-latest. This
-          # results in pip dependency resolution exceeded maximum depth issue.
+          # Temporary exclude Python 3.9, 3.10, 3.11, from ubuntu-latest.
+          # This results in pip dependency resolution exceeded maximum depth issue.
           # Context: https://github.com/apache/beam/pull/35816.
           - python_version: '3.9'
             os: [ubuntu-latest]
diff --git a/.github/workflows/beam_PreCommit_Python_PVR_Flink.yml b/.github/workflows/beam_PreCommit_Python_PVR_Flink.yml
index 2010b2ff6f42..1886ad74db70 100644
--- a/.github/workflows/beam_PreCommit_Python_PVR_Flink.yml
+++ b/.github/workflows/beam_PreCommit_Python_PVR_Flink.yml
@@ -100,7 +100,7 @@ jobs:
       - name: Setup environment
         uses: ./.github/actions/setup-environment-action
         with:
-          python-version: 3.12
+          python-version: 3.13
       - name: run Python PVR Flink PreCommit script
         uses: ./.github/actions/gradle-command-self-hosted-action
         env:
diff --git a/.github/workflows/beam_PreCommit_Python_Runners.yml b/.github/workflows/beam_PreCommit_Python_Runners.yml
index 514d8bc57e00..cd7bb4a21ba6 100644
--- a/.github/workflows/beam_PreCommit_Python_Runners.yml
+++ b/.github/workflows/beam_PreCommit_Python_Runners.yml
@@ -64,7 +64,7 @@ jobs:
       matrix:
         job_name: ['beam_PreCommit_Python_Runners']
         job_phrase: ['Run Python_Runners PreCommit']
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
     if: |
       github.event_name == 'push' ||
       github.event_name == 'pull_request_target' ||
diff --git a/.github/workflows/beam_PreCommit_Python_Transforms.yml b/.github/workflows/beam_PreCommit_Python_Transforms.yml
index 4982dd2f7263..f3f0a40a480a 100644
--- a/.github/workflows/beam_PreCommit_Python_Transforms.yml
+++ b/.github/workflows/beam_PreCommit_Python_Transforms.yml
@@ -65,7 +65,7 @@ jobs:
       matrix:
         job_name: ['beam_PreCommit_Python_Transforms']
         job_phrase: ['Run Python_Transforms PreCommit']
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
     if: |
       github.event_name == 'push' ||
       github.event_name == 'pull_request_target' ||
diff --git a/.github/workflows/beam_Publish_Beam_SDK_Snapshots.yml b/.github/workflows/beam_Publish_Beam_SDK_Snapshots.yml
index 95619761d05a..bd503285aab2 100644
--- a/.github/workflows/beam_Publish_Beam_SDK_Snapshots.yml
+++ b/.github/workflows/beam_Publish_Beam_SDK_Snapshots.yml
@@ -67,10 +67,12 @@ jobs:
           - "python:container:py310:docker"
           - "python:container:py311:docker"
           - "python:container:py312:docker"
+          - "python:container:py313:docker"
           - "python:container:distroless:py39:docker"
           - "python:container:distroless:py310:docker"
           - "python:container:distroless:py311:docker"
           - "python:container:distroless:py312:docker"
+          - "python:container:distroless:py313:docker"
           - "java:expansion-service:container:docker"
     steps:
       - uses: actions/checkout@v4
diff --git a/.github/workflows/beam_Python_ValidatesContainer_Dataflow_ARM.yml b/.github/workflows/beam_Python_ValidatesContainer_Dataflow_ARM.yml
index bf4764029148..b0b059680327 100644
--- a/.github/workflows/beam_Python_ValidatesContainer_Dataflow_ARM.yml
+++ b/.github/workflows/beam_Python_ValidatesContainer_Dataflow_ARM.yml
@@ -54,7 +54,7 @@ jobs:
       matrix:
         job_name: [beam_Python_ValidatesContainer_Dataflow_ARM]
         job_phrase: [Run Python ValidatesContainer Dataflow ARM]
-        python_version: ['3.9','3.10','3.11','3.12']
+        python_version: ['3.9','3.10','3.11','3.12','3.13']
     if: |
       github.event_name == 'push' ||
       (github.event_name == 'schedule' && github.repository == 'apache/beam') ||
diff --git a/.github/workflows/build_wheels.yml b/.github/workflows/build_wheels.yml
index 3408d3c32de7..8535983e72ea 100644
--- a/.github/workflows/build_wheels.yml
+++ b/.github/workflows/build_wheels.yml
@@ -49,7 +49,7 @@ jobs:
     env:
       EVENT_NAME: ${{ github.event_name }}
       # Keep in sync with py_version matrix value below - if changed, change that as well.
-      PY_VERSIONS_FULL: "cp39-* cp310-* cp311-* cp312-*"
+      PY_VERSIONS_FULL: "cp39-* cp310-* cp311-* cp312-* cp313-*"
     outputs:
       gcp-variables-set: ${{ steps.check_gcp_variables.outputs.gcp-variables-set }}
       py-versions-full: ${{ steps.set-py-versions.outputs.py-versions-full }}
@@ -230,7 +230,7 @@ jobs:
           {"os": "ubuntu-20.04", "runner": "ubuntu-22.04", "python": "${{ needs.check_env_variables.outputs.py-versions-test }}", arch: "aarch64" }
         ]
         # Keep in sync (remove asterisks) with PY_VERSIONS_FULL env var above - if changed, change that as well.
-        py_version: ["cp39-", "cp310-", "cp311-", "cp312-"]
+        py_version: ["cp39-", "cp310-", "cp311-", "cp312-", "cp313-"]
     steps:
     - name: Download python source distribution from artifacts
       uses: actions/download-artifact@v5
@@ -252,7 +252,7 @@ jobs:
       name: Set up QEMU
     - name: Install cibuildwheel
       # note: sync cibuildwheel version with gradle task sdks:python:bdistPy* steps
-      run: pip install cibuildwheel==2.17.0 setuptools
+      run: pip install cibuildwheel==2.23.3 setuptools
     - name: Build wheel
       # Only build wheel if it is one of the target versions for this platform, otherwise no-op
       if: ${{ contains(matrix.os_python.python, matrix.py_version) }}
diff --git a/.github/workflows/python_dependency_tests.yml b/.github/workflows/python_dependency_tests.yml
index d8a8ab8c44bf..2f95ea4f48f8 100644
--- a/.github/workflows/python_dependency_tests.yml
+++ b/.github/workflows/python_dependency_tests.yml
@@ -30,6 +30,7 @@ jobs:
             {"py_ver": "3.10", "py_env": "py310" },
             { "py_ver": "3.11", "py_env": "py311" },
             { "py_ver": "3.12", "py_env": "py312" },
+            { "py_ver": "3.13", "py_env": "py313" },
           ]
     steps:
       - name: Checkout code
diff --git a/.github/workflows/python_tests.yml b/.github/workflows/python_tests.yml
index fc6d4566ea5d..82275ef9dfc1 100644
--- a/.github/workflows/python_tests.yml
+++ b/.github/workflows/python_tests.yml
@@ -97,6 +97,7 @@ jobs:
           { "py_ver": "3.10", "tox_env": "py310" },
           { "py_ver": "3.11", "tox_env": "py311" },
           { "py_ver": "3.12", "tox_env": "py312" },
+          { "py_ver": "3.13", "tox_env": "py313" },
         ]
     steps:
       - name: Checkout code
@@ -133,7 +134,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [[self-hosted, ubuntu-20.04, main], macos-latest, windows-latest]
-        python: ["3.9", "3.10", "3.11", "3.12"]
+        python: ["3.9", "3.10", "3.11", "3.12", "3.13"]
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
diff --git a/CHANGES.md b/CHANGES.md
index fff7e3e89b42..38f0554354f6 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -77,6 +77,7 @@
 * X feature added (Java/Python) ([#X](https://github.com/apache/beam/issues/X)).
 * Python examples added for CloudSQL enrichment handler on [Beam website](https://beam.apache.org/documentation/transforms/python/elementwise/enrichment-cloudsql/) (Python) ([#35473](https://github.com/apache/beam/issues/36095)).
 * Support for batch mode execution in WriteToPubSub transform added (Python) ([#35990](https://github.com/apache/beam/issues/35990)).
+* Added official support for Python 3.13 ([#34869](https://github.com/apache/beam/issues/34869)).
 
 ## Breaking Changes
 
diff --git a/build.gradle.kts b/build.gradle.kts
index f72e12af176e..3a96f5341dbc 100644
--- a/build.gradle.kts
+++ b/build.gradle.kts
@@ -823,8 +823,7 @@ tasks.register("python313PostCommit") {
   dependsOn(":sdks:python:test-suites:dataflow:py313:postCommitIT")
   dependsOn(":sdks:python:test-suites:direct:py313:postCommitIT")
   dependsOn(":sdks:python:test-suites:direct:py313:hdfsIntegrationTest")
-  dependsOn(":sdks:python:test-suites:portable:py313:postCommitPy312")
-  dependsOn(":sdks:python:test-suites:dataflow:py313:inferencePostCommitITPy312")
+  dependsOn(":sdks:python:test-suites:portable:py313:postCommitPy313")
 }
 
 tasks.register("portablePythonPreCommit") {
diff --git a/sdks/python/apache_beam/runners/interactive/testing/integration/tests/screen_diff_test.py b/sdks/python/apache_beam/runners/interactive/testing/integration/tests/screen_diff_test.py
index a3f8ace0b53f..dbb978b44619 100644
--- a/sdks/python/apache_beam/runners/interactive/testing/integration/tests/screen_diff_test.py
+++ b/sdks/python/apache_beam/runners/interactive/testing/integration/tests/screen_diff_test.py
@@ -28,7 +28,6 @@
 @pytest.mark.timeout(300)
 class DataFramesTest(BaseTestCase):
   def __init__(self, *args, **kwargs):
-    kwargs['golden_size'] = (1024, 10000)
     super().__init__(*args, **kwargs)
 
   def explicit_wait(self):
@@ -50,7 +49,6 @@ def test_dataframes(self):
 @pytest.mark.timeout(300)
 class InitSquareCubeTest(BaseTestCase):
   def __init__(self, *args, **kwargs):
-    kwargs['golden_size'] = (1024, 10000)
     super().__init__(*args, **kwargs)
 
   def test_init_square_cube_notebook(self):
diff --git a/sdks/python/build.gradle b/sdks/python/build.gradle
index c8f02262d3fd..970020da8605 100644
--- a/sdks/python/build.gradle
+++ b/sdks/python/build.gradle
@@ -220,7 +220,7 @@ platform_identifiers_map.each { platform, idsuffix ->
              args '-c', ". ${envdir}/bin/activate && " +
                  // note: sync cibuildwheel version with GitHub Action
                  // .github/workflows/build_wheel.yml:build_wheels "Install cibuildwheel" step
-                 "pip install cibuildwheel==2.17.0 setuptools && " +
+                 "pip install cibuildwheel==2.23.3 setuptools && " +
                  "cibuildwheel --print-build-identifiers --platform ${platform} --archs ${archs} && " +
                  "cibuildwheel --output-dir ${buildDir} --platform ${platform} --archs ${archs} "
            }
diff --git a/sdks/python/container/ml/py313/ml_image_requirements.txt b/sdks/python/container/ml/py313/ml_image_requirements.txt
new file mode 100644
index 000000000000..960772cb9e93
--- /dev/null
+++ b/sdks/python/container/ml/py313/ml_image_requirements.txt
@@ -0,0 +1,240 @@
+#    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.
+
+# Autogenerated requirements file for Apache Beam py313 container image.
+# Run ./gradlew :sdks:python:container:generatePythonRequirementsAll to update.
+# Do not edit manually, adjust ../base_image_requirements_manual.txt or
+# Apache Beam's setup.py instead, and regenerate the list.
+# You will need Python interpreters for all versions supported by Beam, see:
+# https://s.apache.org/beam-python-dev-wiki
+# Reach out to a committer if you need help.
+
+absl-py==2.3.1
+aiofiles==24.1.0
+aiohappyeyeballs==2.6.1
+aiohttp==3.12.15
+aiosignal==1.4.0
+annotated-types==0.7.0
+anyio==4.11.0
+asn1crypto==1.5.1
+astunparse==1.6.3
+attrs==25.3.0
+beartype==0.21.0
+beautifulsoup4==4.14.2
+bs4==0.0.2
+build==1.3.0
+cachetools==6.2.0
+certifi==2025.8.3
+cffi==2.0.0
+charset-normalizer==3.4.3
+click==8.3.0
+cloud-sql-python-connector==1.18.4
+crcmod==1.7
+cryptography==46.0.2
+Cython==3.1.4
+dill==0.3.1.1
+dnspython==2.8.0
+docker==7.1.0
+docopt==0.6.2
+docstring_parser==0.17.0
+execnet==2.1.1
+fastavro==1.12.0
+fasteners==0.20
+filelock==3.19.1
+flatbuffers==25.9.23
+freezegun==1.5.5
+frozenlist==1.7.0
+fsspec==2025.9.0
+future==1.0.0
+gast==0.6.0
+google-api-core==2.25.1
+google-apitools==0.5.35
+google-auth==2.41.1
+google-auth-httplib2==0.2.0
+google-cloud-aiplatform==1.118.0
+google-cloud-bigquery==3.38.0
+google-cloud-bigquery-storage==2.33.1
+google-cloud-bigtable==2.32.0
+google-cloud-core==2.4.3
+google-cloud-datastore==2.21.0
+google-cloud-dlp==3.32.0
+google-cloud-language==2.17.2
+google-cloud-pubsub==2.31.1
+google-cloud-pubsublite==1.12.0
+google-cloud-recommendations-ai==0.10.18
+google-cloud-resource-manager==1.14.2
+google-cloud-secret-manager==2.24.0
+google-cloud-spanner==3.58.0
+google-cloud-storage==2.19.0
+google-cloud-videointelligence==2.16.2
+google-cloud-vision==3.10.2
+google-crc32c==1.7.1
+google-genai==1.39.1
+google-pasta==0.2.0
+google-resumable-media==2.7.2
+googleapis-common-protos==1.70.0
+greenlet==3.2.4
+grpc-google-iam-v1==0.14.2
+grpc-interceptor==0.15.4
+grpcio==1.75.1
+grpcio-status==1.75.1
+guppy3==3.1.5
+h11==0.16.0
+h5py==3.14.0
+hdfs==2.7.3
+hf-xet==1.1.10
+httpcore==1.0.9
+httplib2==0.22.0
+httpx==0.28.1
+huggingface-hub==0.35.3
+hypothesis==6.140.2
+idna==3.10
+importlib_metadata==8.7.0
+iniconfig==2.1.0
+jaraco.classes==3.4.0
+jaraco.context==6.0.1
+jaraco.functools==4.3.0
+jeepney==0.9.0
+Jinja2==3.1.6
+joblib==1.5.2
+jsonpickle==3.4.2
+jsonschema==4.25.1
+jsonschema-specifications==2025.9.1
+keras==3.11.3
+keyring==25.6.0
+keyrings.google-artifactregistry-auth==1.1.2
+libclang==18.1.1
+Markdown==3.9
+markdown-it-py==4.0.0
+MarkupSafe==3.0.3
+mdurl==0.1.2
+ml_dtypes==0.5.3
+mmh3==5.2.0
+mock==5.2.0
+more-itertools==10.8.0
+mpmath==1.3.0
+multidict==6.6.4
+namex==0.1.0
+networkx==3.5
+nltk==3.9.2
+numpy==2.2.6
+nvidia-cublas-cu12==12.6.4.1
+nvidia-cuda-cupti-cu12==12.6.80
+nvidia-cuda-nvrtc-cu12==12.6.77
+nvidia-cuda-runtime-cu12==12.6.77
+nvidia-cudnn-cu12==9.5.1.17
+nvidia-cufft-cu12==11.3.0.4
+nvidia-cufile-cu12==1.11.1.6
+nvidia-curand-cu12==10.3.7.77
+nvidia-cusolver-cu12==11.7.1.2
+nvidia-cusparse-cu12==12.5.4.2
+nvidia-cusparselt-cu12==0.6.3
+nvidia-nccl-cu12==2.26.2
+nvidia-nvjitlink-cu12==12.6.85
+nvidia-nvtx-cu12==12.6.77
+oauth2client==4.1.3
+objsize==0.7.1
+opentelemetry-api==1.37.0
+opentelemetry-sdk==1.37.0
+opentelemetry-semantic-conventions==0.58b0
+opt_einsum==3.4.0
+optree==0.17.0
+oracledb==3.3.0
+orjson==3.11.3
+overrides==7.7.0
+packaging==25.0
+pandas==2.2.3
+parameterized==0.9.0
+pg8000==1.31.5
+pillow==11.3.0
+pip==25.2
+pluggy==1.6.0
+propcache==0.3.2
+proto-plus==1.26.1
+protobuf==6.33.0rc1
+psycopg2-binary==2.9.10
+pyarrow==18.1.0
+pyarrow-hotfix==0.7
+pyasn1==0.6.1
+pyasn1_modules==0.4.2
+pycparser==2.23
+pydantic==2.11.9
+pydantic_core==2.33.2
+pydot==1.4.2
+Pygments==2.19.2
+PyHamcrest==2.1.0
+PyJWT==2.10.1
+pymilvus==2.6.2
+pymongo==4.15.1
+PyMySQL==1.1.2
+pyparsing==3.2.5
+pyproject_hooks==1.2.0
+pytest==8.4.2
+pytest-timeout==2.4.0
+pytest-xdist==3.8.0
+python-dateutil==2.9.0.post0
+python-dotenv==1.1.1
+python-tds==1.17.1
+pytz==2025.2
+PyYAML==6.0.3
+redis==5.3.1
+referencing==0.36.2
+regex==2025.9.18
+requests==2.32.5
+requests-mock==1.12.1
+rich==14.1.0
+rpds-py==0.27.1
+rsa==4.9.1
+safetensors==0.6.2
+scikit-learn==1.7.2
+scipy==1.16.2
+scramp==1.4.6
+SecretStorage==3.4.0
+setuptools==80.9.0
+shapely==2.1.2
+six==1.17.0
+sniffio==1.3.1
+sortedcontainers==2.4.0
+soupsieve==2.8
+SQLAlchemy==2.0.43
+sqlalchemy_pytds==1.0.2
+sqlparse==0.5.3
+sympy==1.14.0
+tenacity==8.5.0
+tensorboard==2.20.0
+tensorboard-data-server==0.7.2
+tensorflow==2.20.0
+tensorflow-cpu-aws==2.20.0;platform_machine=="aarch64"
+termcolor==3.1.0
+testcontainers==4.13.1
+threadpoolctl==3.6.0
+tokenizers==0.21.4
+torch==2.7.1
+tqdm==4.67.1
+transformers==4.55.4
+triton==3.3.1
+typing-inspection==0.4.2
+typing_extensions==4.15.0
+tzdata==2025.2
+ujson==5.11.0
+urllib3==2.5.0
+virtualenv-clone==0.5.7
+websockets==15.0.1
+Werkzeug==3.1.3
+wheel==0.45.1
+wrapt==1.17.3
+yarl==1.20.1
+zipp==3.23.0
+zstandard==0.25.0
diff --git a/sdks/python/container/py310/base_image_requirements.txt b/sdks/python/container/py310/base_image_requirements.txt
index 871ccd02f9d1..3db0e132e8e9 100644
--- a/sdks/python/container/py310/base_image_requirements.txt
+++ b/sdks/python/container/py310/base_image_requirements.txt
@@ -26,26 +26,26 @@ aiohappyeyeballs==2.6.1
 aiohttp==3.12.15
 aiosignal==1.4.0
 annotated-types==0.7.0
-anyio==4.10.0
+anyio==4.11.0
 asn1crypto==1.5.1
 async-timeout==5.0.1
 attrs==25.3.0
 backports.tarfile==1.2.0
 beartype==0.21.0
-beautifulsoup4==4.13.4
+beautifulsoup4==4.14.2
 bs4==0.0.2
 build==1.3.0
-cachetools==5.5.2
+cachetools==6.2.0
 certifi==2025.8.3
-cffi==1.17.1
+cffi==2.0.0
 charset-normalizer==3.4.3
-click==8.2.1
+click==8.3.0
 cloud-sql-python-connector==1.18.4
 crcmod==1.7
-cryptography==45.0.6
-Cython==3.1.3
+cryptography==46.0.2
+Cython==3.1.4
 dill==0.3.1.1
-dnspython==2.7.0
+dnspython==2.8.0
 docker==7.1.0
 docopt==0.6.2
 docstring_parser==0.17.0
@@ -57,17 +57,17 @@ freezegun==1.5.5
 frozenlist==1.7.0
 future==1.0.0
 google-api-core==2.25.1
-google-api-python-client==2.179.0
+google-api-python-client==2.183.0
 google-apitools==0.5.31
-google-auth==2.40.3
+google-auth==2.41.1
 google-auth-httplib2==0.2.0
-google-cloud-aiplatform==1.110.0
-google-cloud-bigquery==3.36.0
-google-cloud-bigquery-storage==2.32.0
+google-cloud-aiplatform==1.118.0
+google-cloud-bigquery==3.38.0
+google-cloud-bigquery-storage==2.33.1
 google-cloud-bigtable==2.32.0
 google-cloud-core==2.4.3
 google-cloud-datastore==2.21.0
-google-cloud-dlp==3.31.0
+google-cloud-dlp==3.32.0
 google-cloud-language==2.17.2
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.31.1
@@ -75,12 +75,12 @@ google-cloud-pubsublite==1.12.0
 google-cloud-recommendations-ai==0.10.18
 google-cloud-resource-manager==1.14.2
 google-cloud-secret-manager==2.24.0
-google-cloud-spanner==3.57.0
+google-cloud-spanner==3.58.0
 google-cloud-storage==2.19.0
 google-cloud-videointelligence==2.16.2
 google-cloud-vision==3.10.2
 google-crc32c==1.7.1
-google-genai==1.31.0
+google-genai==1.39.1
 google-resumable-media==2.7.2
 googleapis-common-protos==1.70.0
 greenlet==3.2.4
@@ -94,7 +94,7 @@ hdfs==2.7.3
 httpcore==1.0.9
 httplib2==0.22.0
 httpx==0.28.1
-hypothesis==6.138.3
+hypothesis==6.140.2
 idna==3.10
 importlib_metadata==8.7.0
 iniconfig==2.1.0
@@ -103,32 +103,32 @@ jaraco.context==6.0.1
 jaraco.functools==4.3.0
 jeepney==0.9.0
 Jinja2==3.1.6
-joblib==1.5.1
+joblib==1.5.2
 jsonpickle==3.4.2
 jsonschema==4.25.1
-jsonschema-specifications==2025.4.1
+jsonschema-specifications==2025.9.1
 keyring==25.6.0
 keyrings.google-artifactregistry-auth==1.1.2
-MarkupSafe==3.0.2
+MarkupSafe==3.0.3
 milvus-lite==2.5.1
 mmh3==5.2.0
 mock==5.2.0
-more-itertools==10.7.0
+more-itertools==10.8.0
 multidict==6.6.4
-nltk==3.9.1
+nltk==3.9.2
 numpy==2.2.6
 oauth2client==4.1.3
 objsize==0.7.1
-opentelemetry-api==1.36.0
-opentelemetry-sdk==1.36.0
-opentelemetry-semantic-conventions==0.57b0
+opentelemetry-api==1.37.0
+opentelemetry-sdk==1.37.0
+opentelemetry-semantic-conventions==0.58b0
 oracledb==3.3.0
-orjson==3.11.2
+orjson==3.11.3
 overrides==7.7.0
 packaging==25.0
 pandas==2.2.3
 parameterized==0.9.0
-pg8000==1.31.4
+pg8000==1.31.5
 pip==25.2
 pluggy==1.6.0
 propcache==0.3.2
@@ -139,52 +139,53 @@ pyarrow==18.1.0
 pyarrow-hotfix==0.7
 pyasn1==0.6.1
 pyasn1_modules==0.4.2
-pycparser==2.22
-pydantic==2.11.7
+pycparser==2.23
+pydantic==2.11.9
 pydantic_core==2.33.2
 pydot==1.4.2
+Pygments==2.19.2
 PyHamcrest==2.1.0
 PyJWT==2.10.1
-pymilvus==2.5.15
-pymongo==4.14.1
+pymilvus==2.5.16
+pymongo==4.15.1
 PyMySQL==1.1.2
-pyparsing==3.2.3
+pyparsing==3.2.5
 pyproject_hooks==1.2.0
-pytest==7.4.4
+pytest==8.4.2
 pytest-timeout==2.4.0
 pytest-xdist==3.8.0
 python-dateutil==2.9.0.post0
 python-dotenv==1.1.1
-python-tds==1.17.0
+python-tds==1.17.1
 pytz==2025.2
-PyYAML==6.0.2
+PyYAML==6.0.3
 redis==5.3.1
 referencing==0.36.2
-regex==2025.7.34
+regex==2025.9.18
 requests==2.32.5
 requests-mock==1.12.1
-rpds-py==0.27.0
+rpds-py==0.27.1
 rsa==4.9.1
-scikit-learn==1.7.1
+scikit-learn==1.7.2
 scipy==1.15.3
 scramp==1.4.6
-SecretStorage==3.3.3
+SecretStorage==3.4.0
 setuptools==80.9.0
-shapely==2.1.1
+shapely==2.1.2
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.7
+soupsieve==2.8
 SQLAlchemy==2.0.43
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.3
 tenacity==8.5.0
-testcontainers==4.12.0
+testcontainers==4.13.1
 threadpoolctl==3.6.0
 tomli==2.2.1
 tqdm==4.67.1
-typing-inspection==0.4.1
-typing_extensions==4.14.1
+typing-inspection==0.4.2
+typing_extensions==4.15.0
 tzdata==2025.2
 ujson==5.11.0
 uritemplate==4.2.0
@@ -195,4 +196,4 @@ wheel==0.45.1
 wrapt==1.17.3
 yarl==1.20.1
 zipp==3.23.0
-zstandard==0.24.0
+zstandard==0.25.0
diff --git a/sdks/python/container/py311/base_image_requirements.txt b/sdks/python/container/py311/base_image_requirements.txt
index ad331616a458..0986570ba125 100644
--- a/sdks/python/container/py311/base_image_requirements.txt
+++ b/sdks/python/container/py311/base_image_requirements.txt
@@ -26,25 +26,25 @@ aiohappyeyeballs==2.6.1
 aiohttp==3.12.15
 aiosignal==1.4.0
 annotated-types==0.7.0
-anyio==4.10.0
+anyio==4.11.0
 asn1crypto==1.5.1
 attrs==25.3.0
 backports.tarfile==1.2.0
 beartype==0.21.0
-beautifulsoup4==4.13.4
+beautifulsoup4==4.14.2
 bs4==0.0.2
 build==1.3.0
-cachetools==5.5.2
+cachetools==6.2.0
 certifi==2025.8.3
-cffi==1.17.1
+cffi==2.0.0
 charset-normalizer==3.4.3
-click==8.2.1
+click==8.3.0
 cloud-sql-python-connector==1.18.4
 crcmod==1.7
-cryptography==45.0.6
-Cython==3.1.3
+cryptography==46.0.2
+Cython==3.1.4
 dill==0.3.1.1
-dnspython==2.7.0
+dnspython==2.8.0
 docker==7.1.0
 docopt==0.6.2
 docstring_parser==0.17.0
@@ -55,17 +55,17 @@ freezegun==1.5.5
 frozenlist==1.7.0
 future==1.0.0
 google-api-core==2.25.1
-google-api-python-client==2.179.0
+google-api-python-client==2.183.0
 google-apitools==0.5.31
-google-auth==2.40.3
+google-auth==2.41.1
 google-auth-httplib2==0.2.0
-google-cloud-aiplatform==1.110.0
-google-cloud-bigquery==3.36.0
-google-cloud-bigquery-storage==2.32.0
+google-cloud-aiplatform==1.118.0
+google-cloud-bigquery==3.38.0
+google-cloud-bigquery-storage==2.33.1
 google-cloud-bigtable==2.32.0
 google-cloud-core==2.4.3
 google-cloud-datastore==2.21.0
-google-cloud-dlp==3.31.0
+google-cloud-dlp==3.32.0
 google-cloud-language==2.17.2
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.31.1
@@ -73,12 +73,12 @@ google-cloud-pubsublite==1.12.0
 google-cloud-recommendations-ai==0.10.18
 google-cloud-resource-manager==1.14.2
 google-cloud-secret-manager==2.24.0
-google-cloud-spanner==3.57.0
+google-cloud-spanner==3.58.0
 google-cloud-storage==2.19.0
 google-cloud-videointelligence==2.16.2
 google-cloud-vision==3.10.2
 google-crc32c==1.7.1
-google-genai==1.31.0
+google-genai==1.39.1
 google-resumable-media==2.7.2
 googleapis-common-protos==1.70.0
 greenlet==3.2.4
@@ -92,7 +92,7 @@ hdfs==2.7.3
 httpcore==1.0.9
 httplib2==0.22.0
 httpx==0.28.1
-hypothesis==6.138.3
+hypothesis==6.140.2
 idna==3.10
 importlib_metadata==8.7.0
 iniconfig==2.1.0
@@ -101,32 +101,32 @@ jaraco.context==6.0.1
 jaraco.functools==4.3.0
 jeepney==0.9.0
 Jinja2==3.1.6
-joblib==1.5.1
+joblib==1.5.2
 jsonpickle==3.4.2
 jsonschema==4.25.1
-jsonschema-specifications==2025.4.1
+jsonschema-specifications==2025.9.1
 keyring==25.6.0
 keyrings.google-artifactregistry-auth==1.1.2
-MarkupSafe==3.0.2
+MarkupSafe==3.0.3
 milvus-lite==2.5.1
 mmh3==5.2.0
 mock==5.2.0
-more-itertools==10.7.0
+more-itertools==10.8.0
 multidict==6.6.4
-nltk==3.9.1
+nltk==3.9.2
 numpy==2.2.6
 oauth2client==4.1.3
 objsize==0.7.1
-opentelemetry-api==1.36.0
-opentelemetry-sdk==1.36.0
-opentelemetry-semantic-conventions==0.57b0
+opentelemetry-api==1.37.0
+opentelemetry-sdk==1.37.0
+opentelemetry-semantic-conventions==0.58b0
 oracledb==3.3.0
-orjson==3.11.2
+orjson==3.11.3
 overrides==7.7.0
 packaging==25.0
 pandas==2.2.3
 parameterized==0.9.0
-pg8000==1.31.4
+pg8000==1.31.5
 pip==25.2
 pluggy==1.6.0
 propcache==0.3.2
@@ -137,51 +137,52 @@ pyarrow==18.1.0
 pyarrow-hotfix==0.7
 pyasn1==0.6.1
 pyasn1_modules==0.4.2
-pycparser==2.22
-pydantic==2.11.7
+pycparser==2.23
+pydantic==2.11.9
 pydantic_core==2.33.2
 pydot==1.4.2
+Pygments==2.19.2
 PyHamcrest==2.1.0
 PyJWT==2.10.1
-pymilvus==2.5.15
-pymongo==4.14.1
+pymilvus==2.5.16
+pymongo==4.15.1
 PyMySQL==1.1.2
-pyparsing==3.2.3
+pyparsing==3.2.5
 pyproject_hooks==1.2.0
-pytest==7.4.4
+pytest==8.4.2
 pytest-timeout==2.4.0
 pytest-xdist==3.8.0
 python-dateutil==2.9.0.post0
 python-dotenv==1.1.1
-python-tds==1.17.0
+python-tds==1.17.1
 pytz==2025.2
-PyYAML==6.0.2
+PyYAML==6.0.3
 redis==5.3.1
 referencing==0.36.2
-regex==2025.7.34
+regex==2025.9.18
 requests==2.32.5
 requests-mock==1.12.1
-rpds-py==0.27.0
+rpds-py==0.27.1
 rsa==4.9.1
-scikit-learn==1.7.1
-scipy==1.16.1
+scikit-learn==1.7.2
+scipy==1.16.2
 scramp==1.4.6
-SecretStorage==3.3.3
+SecretStorage==3.4.0
 setuptools==80.9.0
-shapely==2.1.1
+shapely==2.1.2
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.7
+soupsieve==2.8
 SQLAlchemy==2.0.43
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.3
 tenacity==8.5.0
-testcontainers==4.12.0
+testcontainers==4.13.1
 threadpoolctl==3.6.0
 tqdm==4.67.1
-typing-inspection==0.4.1
-typing_extensions==4.14.1
+typing-inspection==0.4.2
+typing_extensions==4.15.0
 tzdata==2025.2
 ujson==5.11.0
 uritemplate==4.2.0
@@ -192,4 +193,4 @@ wheel==0.45.1
 wrapt==1.17.3
 yarl==1.20.1
 zipp==3.23.0
-zstandard==0.24.0
+zstandard==0.25.0
diff --git a/sdks/python/container/py312/base_image_requirements.txt b/sdks/python/container/py312/base_image_requirements.txt
index ecd7c27c916b..840ba4a5cac9 100644
--- a/sdks/python/container/py312/base_image_requirements.txt
+++ b/sdks/python/container/py312/base_image_requirements.txt
@@ -26,24 +26,24 @@ aiohappyeyeballs==2.6.1
 aiohttp==3.12.15
 aiosignal==1.4.0
 annotated-types==0.7.0
-anyio==4.10.0
+anyio==4.11.0
 asn1crypto==1.5.1
 attrs==25.3.0
 beartype==0.21.0
-beautifulsoup4==4.13.4
+beautifulsoup4==4.14.2
 bs4==0.0.2
 build==1.3.0
-cachetools==5.5.2
+cachetools==6.2.0
 certifi==2025.8.3
-cffi==1.17.1
+cffi==2.0.0
 charset-normalizer==3.4.3
-click==8.2.1
+click==8.3.0
 cloud-sql-python-connector==1.18.4
 crcmod==1.7
-cryptography==45.0.6
-Cython==3.1.3
+cryptography==46.0.2
+Cython==3.1.4
 dill==0.3.1.1
-dnspython==2.7.0
+dnspython==2.8.0
 docker==7.1.0
 docopt==0.6.2
 docstring_parser==0.17.0
@@ -54,17 +54,17 @@ freezegun==1.5.5
 frozenlist==1.7.0
 future==1.0.0
 google-api-core==2.25.1
-google-api-python-client==2.179.0
+google-api-python-client==2.183.0
 google-apitools==0.5.31
-google-auth==2.40.3
+google-auth==2.41.1
 google-auth-httplib2==0.2.0
-google-cloud-aiplatform==1.110.0
-google-cloud-bigquery==3.36.0
-google-cloud-bigquery-storage==2.32.0
+google-cloud-aiplatform==1.118.0
+google-cloud-bigquery==3.38.0
+google-cloud-bigquery-storage==2.33.1
 google-cloud-bigtable==2.32.0
 google-cloud-core==2.4.3
 google-cloud-datastore==2.21.0
-google-cloud-dlp==3.31.0
+google-cloud-dlp==3.32.0
 google-cloud-language==2.17.2
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.31.1
@@ -72,12 +72,12 @@ google-cloud-pubsublite==1.12.0
 google-cloud-recommendations-ai==0.10.18
 google-cloud-resource-manager==1.14.2
 google-cloud-secret-manager==2.24.0
-google-cloud-spanner==3.57.0
+google-cloud-spanner==3.58.0
 google-cloud-storage==2.19.0
 google-cloud-videointelligence==2.16.2
 google-cloud-vision==3.10.2
 google-crc32c==1.7.1
-google-genai==1.31.0
+google-genai==1.39.1
 google-resumable-media==2.7.2
 googleapis-common-protos==1.70.0
 greenlet==3.2.4
@@ -91,7 +91,7 @@ hdfs==2.7.3
 httpcore==1.0.9
 httplib2==0.22.0
 httpx==0.28.1
-hypothesis==6.138.3
+hypothesis==6.140.2
 idna==3.10
 importlib_metadata==8.7.0
 iniconfig==2.1.0
@@ -100,32 +100,32 @@ jaraco.context==6.0.1
 jaraco.functools==4.3.0
 jeepney==0.9.0
 Jinja2==3.1.6
-joblib==1.5.1
+joblib==1.5.2
 jsonpickle==3.4.2
 jsonschema==4.25.1
-jsonschema-specifications==2025.4.1
+jsonschema-specifications==2025.9.1
 keyring==25.6.0
 keyrings.google-artifactregistry-auth==1.1.2
-MarkupSafe==3.0.2
+MarkupSafe==3.0.3
 milvus-lite==2.5.1
 mmh3==5.2.0
 mock==5.2.0
-more-itertools==10.7.0
+more-itertools==10.8.0
 multidict==6.6.4
-nltk==3.9.1
+nltk==3.9.2
 numpy==2.2.6
 oauth2client==4.1.3
 objsize==0.7.1
-opentelemetry-api==1.36.0
-opentelemetry-sdk==1.36.0
-opentelemetry-semantic-conventions==0.57b0
+opentelemetry-api==1.37.0
+opentelemetry-sdk==1.37.0
+opentelemetry-semantic-conventions==0.58b0
 oracledb==3.3.0
-orjson==3.11.2
+orjson==3.11.3
 overrides==7.7.0
 packaging==25.0
 pandas==2.2.3
 parameterized==0.9.0
-pg8000==1.31.4
+pg8000==1.31.5
 pip==25.2
 pluggy==1.6.0
 propcache==0.3.2
@@ -136,51 +136,52 @@ pyarrow==18.1.0
 pyarrow-hotfix==0.7
 pyasn1==0.6.1
 pyasn1_modules==0.4.2
-pycparser==2.22
-pydantic==2.11.7
+pycparser==2.23
+pydantic==2.11.9
 pydantic_core==2.33.2
 pydot==1.4.2
+Pygments==2.19.2
 PyHamcrest==2.1.0
 PyJWT==2.10.1
-pymilvus==2.5.15
-pymongo==4.14.1
+pymilvus==2.5.16
+pymongo==4.15.1
 PyMySQL==1.1.2
-pyparsing==3.2.3
+pyparsing==3.2.5
 pyproject_hooks==1.2.0
-pytest==7.4.4
+pytest==8.4.2
 pytest-timeout==2.4.0
 pytest-xdist==3.8.0
 python-dateutil==2.9.0.post0
 python-dotenv==1.1.1
-python-tds==1.17.0
+python-tds==1.17.1
 pytz==2025.2
-PyYAML==6.0.2
+PyYAML==6.0.3
 redis==5.3.1
 referencing==0.36.2
-regex==2025.7.34
+regex==2025.9.18
 requests==2.32.5
 requests-mock==1.12.1
-rpds-py==0.27.0
+rpds-py==0.27.1
 rsa==4.9.1
-scikit-learn==1.7.1
-scipy==1.16.1
+scikit-learn==1.7.2
+scipy==1.16.2
 scramp==1.4.6
-SecretStorage==3.3.3
+SecretStorage==3.4.0
 setuptools==80.9.0
-shapely==2.1.1
+shapely==2.1.2
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.7
+soupsieve==2.8
 SQLAlchemy==2.0.43
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.3
 tenacity==8.5.0
-testcontainers==4.12.0
+testcontainers==4.13.1
 threadpoolctl==3.6.0
 tqdm==4.67.1
-typing-inspection==0.4.1
-typing_extensions==4.14.1
+typing-inspection==0.4.2
+typing_extensions==4.15.0
 tzdata==2025.2
 ujson==5.11.0
 uritemplate==4.2.0
@@ -191,4 +192,4 @@ wheel==0.45.1
 wrapt==1.17.3
 yarl==1.20.1
 zipp==3.23.0
-zstandard==0.24.0
+zstandard==0.25.0
diff --git a/sdks/python/container/py313/base_image_requirements.txt b/sdks/python/container/py313/base_image_requirements.txt
index bbad3ceae909..83bb7090ba75 100644
--- a/sdks/python/container/py313/base_image_requirements.txt
+++ b/sdks/python/container/py313/base_image_requirements.txt
@@ -26,24 +26,24 @@ aiohappyeyeballs==2.6.1
 aiohttp==3.12.15
 aiosignal==1.4.0
 annotated-types==0.7.0
-anyio==4.10.0
+anyio==4.11.0
 asn1crypto==1.5.1
 attrs==25.3.0
 beartype==0.21.0
-beautifulsoup4==4.13.4
+beautifulsoup4==4.14.2
 bs4==0.0.2
 build==1.3.0
-cachetools==5.5.2
+cachetools==6.2.0
 certifi==2025.8.3
-cffi==1.17.1
+cffi==2.0.0
 charset-normalizer==3.4.3
-click==8.2.1
+click==8.3.0
 cloud-sql-python-connector==1.18.4
 crcmod==1.7
-cryptography==45.0.6
-Cython==3.1.3
+cryptography==46.0.2
+Cython==3.1.4
 dill==0.3.1.1
-dnspython==2.7.0
+dnspython==2.8.0
 docker==7.1.0
 docopt==0.6.2
 docstring_parser==0.17.0
@@ -54,42 +54,42 @@ freezegun==1.5.5
 frozenlist==1.7.0
 future==1.0.0
 google-api-core==2.25.1
-google-apitools==0.5.32
-google-auth==2.40.3
+google-apitools==0.5.35
+google-auth==2.41.1
 google-auth-httplib2==0.2.0
-google-cloud-aiplatform==1.110.0
-google-cloud-bigquery==3.36.0
-google-cloud-bigquery-storage==2.32.0
+google-cloud-aiplatform==1.118.0
+google-cloud-bigquery==3.38.0
+google-cloud-bigquery-storage==2.33.1
 google-cloud-bigtable==2.32.0
 google-cloud-core==2.4.3
 google-cloud-datastore==2.21.0
-google-cloud-dlp==3.31.0
+google-cloud-dlp==3.32.0
 google-cloud-language==2.17.2
 google-cloud-pubsub==2.31.1
 google-cloud-pubsublite==1.12.0
 google-cloud-recommendations-ai==0.10.18
 google-cloud-resource-manager==1.14.2
 google-cloud-secret-manager==2.24.0
-google-cloud-spanner==3.57.0
+google-cloud-spanner==3.58.0
 google-cloud-storage==2.19.0
 google-cloud-videointelligence==2.16.2
 google-cloud-vision==3.10.2
 google-crc32c==1.7.1
-google-genai==1.31.0
+google-genai==1.39.1
 google-resumable-media==2.7.2
 googleapis-common-protos==1.70.0
 greenlet==3.2.4
 grpc-google-iam-v1==0.14.2
 grpc-interceptor==0.15.4
-grpcio==1.74.0
-grpcio-status==1.71.2
+grpcio==1.75.1
+grpcio-status==1.75.1
 guppy3==3.1.5
 h11==0.16.0
 hdfs==2.7.3
 httpcore==1.0.9
 httplib2==0.22.0
 httpx==0.28.1
-hypothesis==6.138.3
+hypothesis==6.140.2
 idna==3.10
 importlib_metadata==8.7.0
 iniconfig==2.1.0
@@ -98,87 +98,87 @@ jaraco.context==6.0.1
 jaraco.functools==4.3.0
 jeepney==0.9.0
 Jinja2==3.1.6
-joblib==1.5.1
+joblib==1.5.2
 jsonpickle==3.4.2
 jsonschema==4.25.1
-jsonschema-specifications==2025.4.1
+jsonschema-specifications==2025.9.1
 keyring==25.6.0
 keyrings.google-artifactregistry-auth==1.1.2
-MarkupSafe==3.0.2
-milvus-lite==2.5.1
+MarkupSafe==3.0.3
 mmh3==5.2.0
 mock==5.2.0
-more-itertools==10.7.0
+more-itertools==10.8.0
 multidict==6.6.4
-nltk==3.9.1
+nltk==3.9.2
 numpy==2.2.6
 oauth2client==4.1.3
 objsize==0.7.1
-opentelemetry-api==1.36.0
-opentelemetry-sdk==1.36.0
-opentelemetry-semantic-conventions==0.57b0
+opentelemetry-api==1.37.0
+opentelemetry-sdk==1.37.0
+opentelemetry-semantic-conventions==0.58b0
 oracledb==3.3.0
-orjson==3.11.2
+orjson==3.11.3
 overrides==7.7.0
 packaging==25.0
 pandas==2.2.3
 parameterized==0.9.0
-pg8000==1.31.4
+pg8000==1.31.5
 pip==25.2
 pluggy==1.6.0
 propcache==0.3.2
 proto-plus==1.26.1
-protobuf==5.29.5
+protobuf==6.32.1
 psycopg2-binary==2.9.10
 pyarrow==18.1.0
 pyarrow-hotfix==0.7
 pyasn1==0.6.1
 pyasn1_modules==0.4.2
-pycparser==2.22
-pydantic==2.11.7
+pycparser==2.23
+pydantic==2.11.9
 pydantic_core==2.33.2
 pydot==1.4.2
+Pygments==2.19.2
 PyHamcrest==2.1.0
 PyJWT==2.10.1
-pymilvus==2.6.0
-pymongo==4.14.1
+pymilvus==2.6.2
+pymongo==4.15.1
 PyMySQL==1.1.2
-pyparsing==3.2.3
+pyparsing==3.2.5
 pyproject_hooks==1.2.0
-pytest==7.4.4
+pytest==8.4.2
 pytest-timeout==2.4.0
 pytest-xdist==3.8.0
 python-dateutil==2.9.0.post0
 python-dotenv==1.1.1
-python-tds==1.17.0
+python-tds==1.17.1
 pytz==2025.2
-PyYAML==6.0.2
+PyYAML==6.0.3
 redis==5.3.1
 referencing==0.36.2
-regex==2025.7.34
+regex==2025.9.18
 requests==2.32.5
 requests-mock==1.12.1
-rpds-py==0.27.0
+rpds-py==0.27.1
 rsa==4.9.1
-scikit-learn==1.7.1
-scipy==1.16.1
+scikit-learn==1.7.2
+scipy==1.16.2
 scramp==1.4.6
-SecretStorage==3.3.3
+SecretStorage==3.4.0
 setuptools==80.9.0
-shapely==2.1.1
+shapely==2.1.2
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.7
+soupsieve==2.8
 SQLAlchemy==2.0.43
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.3
 tenacity==8.5.0
-testcontainers==4.12.0
+testcontainers==4.13.1
 threadpoolctl==3.6.0
 tqdm==4.67.1
-typing-inspection==0.4.1
-typing_extensions==4.14.1
+typing-inspection==0.4.2
+typing_extensions==4.15.0
 tzdata==2025.2
 ujson==5.11.0
 urllib3==2.5.0
@@ -188,4 +188,4 @@ wheel==0.45.1
 wrapt==1.17.3
 yarl==1.20.1
 zipp==3.23.0
-zstandard==0.24.0
+zstandard==0.25.0
diff --git a/sdks/python/container/py39/base_image_requirements.txt b/sdks/python/container/py39/base_image_requirements.txt
index 3a26422b0f54..9fdab376e541 100644
--- a/sdks/python/container/py39/base_image_requirements.txt
+++ b/sdks/python/container/py39/base_image_requirements.txt
@@ -26,24 +26,24 @@ aiohappyeyeballs==2.6.1
 aiohttp==3.12.15
 aiosignal==1.4.0
 annotated-types==0.7.0
-anyio==4.10.0
+anyio==4.11.0
 asn1crypto==1.5.1
 async-timeout==5.0.1
 attrs==25.3.0
 backports.tarfile==1.2.0
 beartype==0.21.0
-beautifulsoup4==4.13.4
+beautifulsoup4==4.14.2
 bs4==0.0.2
 build==1.3.0
-cachetools==5.5.2
+cachetools==6.2.0
 certifi==2025.8.3
-cffi==1.17.1
+cffi==2.0.0
 charset-normalizer==3.4.3
 click==8.1.8
 cloud-sql-python-connector==1.18.4
 crcmod==1.7
-cryptography==45.0.6
-Cython==3.1.3
+cryptography==46.0.2
+Cython==3.1.4
 dill==0.3.1.1
 dnspython==2.7.0
 docker==7.1.0
@@ -57,17 +57,17 @@ freezegun==1.5.5
 frozenlist==1.7.0
 future==1.0.0
 google-api-core==2.25.1
-google-api-python-client==2.179.0
+google-api-python-client==2.183.0
 google-apitools==0.5.31
-google-auth==2.40.3
+google-auth==2.41.1
 google-auth-httplib2==0.2.0
-google-cloud-aiplatform==1.110.0
-google-cloud-bigquery==3.36.0
-google-cloud-bigquery-storage==2.32.0
+google-cloud-aiplatform==1.118.0
+google-cloud-bigquery==3.38.0
+google-cloud-bigquery-storage==2.33.1
 google-cloud-bigtable==2.32.0
 google-cloud-core==2.4.3
 google-cloud-datastore==2.21.0
-google-cloud-dlp==3.31.0
+google-cloud-dlp==3.32.0
 google-cloud-language==2.17.2
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.31.1
@@ -75,12 +75,12 @@ google-cloud-pubsublite==1.12.0
 google-cloud-recommendations-ai==0.10.18
 google-cloud-resource-manager==1.14.2
 google-cloud-secret-manager==2.24.0
-google-cloud-spanner==3.57.0
+google-cloud-spanner==3.58.0
 google-cloud-storage==2.19.0
 google-cloud-videointelligence==2.16.2
 google-cloud-vision==3.10.2
 google-crc32c==1.7.1
-google-genai==1.31.0
+google-genai==1.39.1
 google-resumable-media==2.7.2
 googleapis-common-protos==1.70.0
 greenlet==3.2.4
@@ -94,7 +94,7 @@ hdfs==2.7.3
 httpcore==1.0.9
 httplib2==0.22.0
 httpx==0.28.1
-hypothesis==6.138.3
+hypothesis==6.140.2
 idna==3.10
 importlib_metadata==8.7.0
 iniconfig==2.1.0
@@ -103,32 +103,32 @@ jaraco.context==6.0.1
 jaraco.functools==4.3.0
 jeepney==0.9.0
 Jinja2==3.1.6
-joblib==1.5.1
+joblib==1.5.2
 jsonpickle==3.4.2
 jsonschema==4.25.1
-jsonschema-specifications==2025.4.1
+jsonschema-specifications==2025.9.1
 keyring==25.6.0
 keyrings.google-artifactregistry-auth==1.1.2
-MarkupSafe==3.0.2
+MarkupSafe==3.0.3
 milvus-lite==2.5.1
 mmh3==5.2.0
 mock==5.2.0
-more-itertools==10.7.0
+more-itertools==10.8.0
 multidict==6.6.4
-nltk==3.9.1
+nltk==3.9.2
 numpy==2.0.2
 oauth2client==4.1.3
 objsize==0.7.1
-opentelemetry-api==1.36.0
-opentelemetry-sdk==1.36.0
-opentelemetry-semantic-conventions==0.57b0
+opentelemetry-api==1.37.0
+opentelemetry-sdk==1.37.0
+opentelemetry-semantic-conventions==0.58b0
 oracledb==3.3.0
-orjson==3.11.2
+orjson==3.11.3
 overrides==7.7.0
 packaging==25.0
 pandas==2.2.3
 parameterized==0.9.0
-pg8000==1.31.4
+pg8000==1.31.5
 pip==25.2
 pluggy==1.6.0
 propcache==0.3.2
@@ -139,31 +139,32 @@ pyarrow==18.1.0
 pyarrow-hotfix==0.7
 pyasn1==0.6.1
 pyasn1_modules==0.4.2
-pycparser==2.22
-pydantic==2.11.7
+pycparser==2.23
+pydantic==2.11.9
 pydantic_core==2.33.2
 pydot==1.4.2
+Pygments==2.19.2
 PyHamcrest==2.1.0
 PyJWT==2.10.1
-pymilvus==2.5.15
-pymongo==4.14.1
+pymilvus==2.5.16
+pymongo==4.15.1
 PyMySQL==1.1.2
-pyparsing==3.2.3
+pyparsing==3.2.5
 pyproject_hooks==1.2.0
-pytest==7.4.4
+pytest==8.4.2
 pytest-timeout==2.4.0
 pytest-xdist==3.8.0
 python-dateutil==2.9.0.post0
 python-dotenv==1.1.1
-python-tds==1.17.0
+python-tds==1.17.1
 pytz==2025.2
-PyYAML==6.0.2
+PyYAML==6.0.3
 redis==5.3.1
 referencing==0.36.2
-regex==2025.7.34
+regex==2025.9.18
 requests==2.32.5
 requests-mock==1.12.1
-rpds-py==0.27.0
+rpds-py==0.27.1
 rsa==4.9.1
 scikit-learn==1.6.1
 scipy==1.13.1
@@ -174,17 +175,17 @@ shapely==2.0.7
 six==1.17.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-soupsieve==2.7
+soupsieve==2.8
 SQLAlchemy==2.0.43
 sqlalchemy_pytds==1.0.2
 sqlparse==0.5.3
 tenacity==8.5.0
-testcontainers==4.12.0
+testcontainers==4.13.1
 threadpoolctl==3.6.0
 tomli==2.2.1
 tqdm==4.67.1
-typing-inspection==0.4.1
-typing_extensions==4.14.1
+typing-inspection==0.4.2
+typing_extensions==4.15.0
 tzdata==2025.2
 ujson==5.11.0
 uritemplate==4.2.0
@@ -195,4 +196,4 @@ wheel==0.45.1
 wrapt==1.17.3
 yarl==1.20.1
 zipp==3.23.0
-zstandard==0.24.0
+zstandard==0.25.0
diff --git a/sdks/python/pyproject.toml b/sdks/python/pyproject.toml
index 97a9fe6141ea..9f5c4788e200 100644
--- a/sdks/python/pyproject.toml
+++ b/sdks/python/pyproject.toml
@@ -25,7 +25,7 @@ requires = [
     "grpcio-tools==1.71.0; python_version >= '3.13'",
     "mypy-protobuf==3.5.0",
     # Avoid https://github.com/pypa/virtualenv/issues/2006
-    "distlib==0.3.7",
+    "distlib==0.3.9",
     # Numpy headers
     "numpy>=1.14.3,<2.3.0", # Update setup.py as well.
     # having cython here will create wheels that are platform dependent.
diff --git a/sdks/python/setup.py b/sdks/python/setup.py
index 6cca5ff35c03..4ad898d4b7cb 100644
--- a/sdks/python/setup.py
+++ b/sdks/python/setup.py
@@ -162,6 +162,21 @@ def cythonize(*args, **kwargs):
 
 milvus_dependency = ['pymilvus>=2.5.10,<3.0.0']
 
+ml_base = [
+    'embeddings',
+    'onnxruntime',
+    'langchain',
+    'sentence-transformers',
+    'skl2onnx',
+    'pillow',
+    'pyod',
+    'tensorflow',
+    'tensorflow-hub',
+    'tf2onnx',
+    'torch',
+    'transformers',
+]
+
 
 def find_by_ext(root_dir, ext):
   for root, _, files in os.walk(root_dir):
@@ -280,7 +295,7 @@ def get_portability_package_data():
 
 python_requires = '>=3.9'
 
-if sys.version_info.major == 3 and sys.version_info.minor >= 13:
+if sys.version_info.major == 3 and sys.version_info.minor >= 14:
   warnings.warn(
       'This version of Apache Beam has not been sufficiently tested on '
       'Python %s.%s. You may encounter bugs or missing features.' %
@@ -407,13 +422,13 @@ def get_portability_package_data():
       # BEAM-8840: Do NOT use tests_require or setup_requires.
       extras_require={
           'dill': [
-            # Dill doesn't have forwards-compatibility guarantees within minor
-            # version. Pickles created with a new version of dill may not
-            # unpickle using older version of dill. It is best to use the same
-            # version of dill on client and server, therefore list of allowed
-            # versions is very narrow.
-            # See: https://github.com/uqfoundation/dill/issues/341.
-            'dill>=0.3.1.1,<0.3.2',
+              # Dill doesn't have forwards-compatibility guarantees within minor
+              # version. Pickles created with a new version of dill may not
+              # unpickle using older version of dill. It is best to use the same
+              # version of dill on client and server, therefore list of allowed
+              # versions is very narrow.
+              # See: https://github.com/uqfoundation/dill/issues/341.
+              'dill>=0.3.1.1,<0.3.2',
           ],
           'docs': [
               'jinja2>=3.0,<3.2',
@@ -437,7 +452,7 @@ def get_portability_package_data():
               'pyhamcrest>=1.9,!=1.10.0,<3.0.0',
               'requests_mock>=1.7,<2.0',
               'tenacity>=8.0.0,<9',
-              'pytest>=7.1.2,<8.0',
+              'pytest>=7.1.2,<9.0',
               'pytest-xdist>=2.5.0,<4',
               'pytest-timeout>=2.1.0,<3',
               'scikit-learn>=0.20.0',
@@ -458,7 +473,7 @@ def get_portability_package_data():
               'cachetools>=3.1.0,<7',
               'google-api-core>=2.0.0,<3',
               'google-apitools>=0.5.31,<0.5.32; python_version < "3.13"',
-              'google-apitools>=0.5.32,<0.5.33; python_version >= "3.13"',
+              'google-apitools>=0.5.35; python_version >= "3.13"',
               # NOTE: Maintainers, please do not require google-auth>=2.x.x
               # Until this issue is closed
               # https://github.com/googleapis/google-cloud-python/issues/10566
@@ -521,42 +536,19 @@ def get_portability_package_data():
           # can find out early when Beam doesn't work with new versions.
           'ml_test': [
               'datatable',
-              'embeddings',
-              'langchain',
-              'onnxruntime',
-              'sentence-transformers',
-              'skl2onnx',
-              'pillow',
-              'pyod',
-              'tensorflow',
-              'tensorflow-hub',
               # tensorflow-transform requires dill, but doesn't set dill as a
               # hard requirement in setup.py.
               'dill',
               'tensorflow-transform',
-              'tf2onnx',
-              'torch',
-              'transformers',
               # Comment out xgboost as it is breaking presubmit python ml
               # tests due to tag check introduced since pip 24.2
               # https://github.com/apache/beam/issues/31285
               # 'xgboost<2.0',  # https://github.com/apache/beam/issues/31252
-          ],
+          ] + ml_base,
           'p312_ml_test': [
               'datatable',
-              'embeddings',
-              'onnxruntime',
-              'langchain',
-              'sentence-transformers',
-              'skl2onnx',
-              'pillow',
-              'pyod',
-              'tensorflow',
-              'tensorflow-hub',
-              'tf2onnx',
-              'torch',
-              'transformers',
-          ],
+          ] + ml_base,
+          'p313_ml_test': ml_base,
           'aws': ['boto3>=1.9,<2'],
           'azure': [
               'azure-storage-blob>=12.3.2,<13',
@@ -594,10 +586,12 @@ def get_portability_package_data():
               'torch>=1.9.0'
           ],
           'tft': [
-            'tensorflow_transform>=1.14.0,<1.15.0'
-            # tensorflow-transform requires dill, but doesn't set dill as a
-            # hard requirement in setup.py.
-            , 'dill'],
+              'tensorflow_transform>=1.14.0,<1.15.0'
+              # tensorflow-transform requires dill, but doesn't set dill as a
+              # hard requirement in setup.py.
+              ,
+              'dill'
+          ],
           'onnx': [
               'onnxruntime==1.13.1',
               'torch==1.13.1',
diff --git a/sdks/python/test-suites/gradle.properties b/sdks/python/test-suites/gradle.properties
index d027cd3144d3..99352a61c401 100644
--- a/sdks/python/test-suites/gradle.properties
+++ b/sdks/python/test-suites/gradle.properties
@@ -23,34 +23,34 @@
 # dataflow test-suites
 # (TODO): https://github.com/apache/beam/issues/21971
 # Add python 3.10 to dataflow test-suites
-dataflow_precommit_it_task_py_versions=3.9,3.12
+dataflow_precommit_it_task_py_versions=3.9,3.13
 dataflow_mongodbio_it_task_py_versions=3.9
 dataflow_chicago_taxi_example_task_py_versions=3.9
 
 # TODO: Enable following tests after making sure we have enough capacity.
-dataflow_validates_runner_batch_tests=3.9,3.12
-dataflow_validates_runner_streaming_tests=3.9,3.12
-dataflow_examples_postcommit_py_versions=3.12
+dataflow_validates_runner_batch_tests=3.9,3.13
+dataflow_validates_runner_streaming_tests=3.9,3.13
+dataflow_examples_postcommit_py_versions=3.13
 # TFX_BSL is not yet supported on Python 3.10.
 dataflow_cloudml_benchmark_tests_py_versions=3.9
 # direct runner test-suites
-direct_mongodbio_it_task_py_versions=3.12
+direct_mongodbio_it_task_py_versions=3.13
 
 # flink runner test-suites
-flink_validates_runner_precommit_py_versions=3.12
-flink_validates_runner_postcommit_py_versions=3.9,3.12
-flink_examples_postcommit_py_versions=3.9,3.12
+flink_validates_runner_precommit_py_versions=3.13
+flink_validates_runner_postcommit_py_versions=3.9,3.13
+flink_examples_postcommit_py_versions=3.9,3.13
 
 # samza runner test-suites
-samza_validates_runner_postcommit_py_versions=3.9,3.12
+samza_validates_runner_postcommit_py_versions=3.9,3.13
 
 # spark runner test-suites
-spark_examples_postcommit_py_versions=3.9,3.12
+spark_examples_postcommit_py_versions=3.9,3.13
 
 # prism runner test-suites
-prism_validates_runner_precommit_py_versions=3.12
-prism_validates_runner_postcommit_py_versions=3.9,3.12
-prism_examples_postcommit_py_versions=3.9,3.12
+prism_validates_runner_precommit_py_versions=3.13
+prism_validates_runner_postcommit_py_versions=3.9,3.13
+prism_examples_postcommit_py_versions=3.9,3.13
 
 # cross language postcommit python test suites
-cross_language_validates_py_versions=3.9,3.12
+cross_language_validates_py_versions=3.9,3.13
diff --git a/sdks/python/tox.ini b/sdks/python/tox.ini
index 9e428ba251a5..411ab1add416 100644
--- a/sdks/python/tox.ini
+++ b/sdks/python/tox.ini
@@ -128,6 +128,18 @@ commands =
   /bin/sh -c "pip freeze | grep -E tensorflow"
   bash {toxinidir}/scripts/run_pytest.sh {envname} "{posargs}"
 
+[testenv:py313-ml]
+# many packages do not support py3.13, and datatables breaks after 3.12.
+# Don't set TMPDIR to avoid "AF_UNIX path too long" errors in certain tests.
+deps =
+  accelerate>=1.6.0
+setenv =
+extras = test,gcp,dataframe,p313_ml_test
+commands =
+  # Log tensorflow version for debugging
+  /bin/sh -c "pip freeze | grep -E tensorflow"
+  bash {toxinidir}/scripts/run_pytest.sh {envname} "{posargs}"
+
 [testenv:py{39,310,311,31,313}-dask]
 extras = test,dask,dataframes
 commands_pre =