diff --git a/.github/actions/setup-default-test-properties/test-properties.json b/.github/actions/setup-default-test-properties/test-properties.json
index f2e1dce9922d..32b449ea1ed9 100644
--- a/.github/actions/setup-default-test-properties/test-properties.json
+++ b/.github/actions/setup-default-test-properties/test-properties.json
@@ -1,12 +1,12 @@
 {
   "PythonTestProperties": {
-    "ALL_SUPPORTED_VERSIONS": ["3.7", "3.8", "3.9", "3.10"],
+    "ALL_SUPPORTED_VERSIONS": ["3.7", "3.8", "3.9", "3.10", "3.11"],
     "LOWEST_SUPPORTED": ["3.7"],
-    "HIGHEST_SUPPORTED": ["3.10"],
-    "ESSENTIAL_VERSIONS": ["3.7", "3.10"],
-    "CROSS_LANGUAGE_VALIDATES_RUNNER_PYTHON_VERSIONS": ["3.7", "3.10"],
-    "CROSS_LANGUAGE_VALIDATES_RUNNER_DATAFLOW_USING_SQL_PYTHON_VERSIONS": ["3.10"],
-    "VALIDATES_CONTAINER_DATAFLOW_PYTHON_VERSIONS": ["3.7", "3.8", "3.9", "3.10"],
+    "HIGHEST_SUPPORTED": ["3.11"],
+    "ESSENTIAL_VERSIONS": ["3.7", "3.11"],
+    "CROSS_LANGUAGE_VALIDATES_RUNNER_PYTHON_VERSIONS": ["3.7", "3.11"],
+    "CROSS_LANGUAGE_VALIDATES_RUNNER_DATAFLOW_USING_SQL_PYTHON_VERSIONS": ["3.11"],
+    "VALIDATES_CONTAINER_DATAFLOW_PYTHON_VERSIONS": ["3.7", "3.8", "3.9", "3.10", "3.11" ]
     "LOAD_TEST_PYTHON_VERSION": "3.7",
     "CHICAGO_TAXI_EXAMPLE_FLINK_PYTHON_VERSION": "3.7",
     "DEFAULT_INTERPRETER": "python3.8",
diff --git a/.github/workflows/build_wheels.yml b/.github/workflows/build_wheels.yml
index 040146e12b11..24f464171ac2 100644
--- a/.github/workflows/build_wheels.yml
+++ b/.github/workflows/build_wheels.yml
@@ -48,7 +48,7 @@ jobs:
     runs-on: ubuntu-latest
     env:
       EVENT_NAME: ${{ github.event_name }}
-      PY_VERSIONS_FULL: "cp37-* cp38-* cp39-* cp310-*"
+      PY_VERSIONS_FULL: "cp37-* cp38-* cp39-* cp310-* cp311-*"
     outputs:
       gcp-variables-set: ${{ steps.check_gcp_variables.outputs.gcp-variables-set }}
       py-versions-full: ${{ steps.set-py-versions.outputs.py-versions-full }}
diff --git a/.github/workflows/python_tests.yml b/.github/workflows/python_tests.yml
index 91f26bb3e925..819330d394ad 100644
--- a/.github/workflows/python_tests.yml
+++ b/.github/workflows/python_tests.yml
@@ -105,6 +105,7 @@ jobs:
           {"py_ver": "3.8", "tox_env": "py38"},
           {"py_ver": "3.9", "tox_env": "py39"},
           {"py_ver": "3.10", "tox_env": "py310" },
+          { "py_ver": "3.11", "tox_env": "py311" },
         ]
     steps:
       - name: Checkout code
@@ -115,7 +116,7 @@ jobs:
           python-version: ${{ matrix.params.py_ver }}
       - name: Get build dependencies
         working-directory: ./sdks/python
-        run: pip install -r build-requirements.txt
+        run: pip install -r build-requirements.txt --use-pep517
       - name: Install tox
         run: pip install tox
       - name: Run tests basic unix
@@ -140,7 +141,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
-        python: ["3.7", "3.8", "3.9", "3.10"]
+        python: ["3.7", "3.8", "3.9", "3.10", "3.11"]
     steps:
       - name: Checkout code
         uses: actions/checkout@v3
@@ -168,7 +169,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
-        python: ["3.7", "3.8", "3.9", "3.10"]
+        python: ["3.7", "3.8", "3.9", "3.10", "3.11"]
     steps:
       - name: Checkout code
         uses: actions/checkout@v3
diff --git a/.test-infra/jenkins/PythonTestProperties.groovy b/.test-infra/jenkins/PythonTestProperties.groovy
index f6ea06455608..1ebf7cc84a87 100644
--- a/.test-infra/jenkins/PythonTestProperties.groovy
+++ b/.test-infra/jenkins/PythonTestProperties.groovy
@@ -23,7 +23,8 @@ class PythonTestProperties {
     '3.7',
     '3.8',
     '3.9',
-    '3.10'
+    '3.10',
+    '3.11'
   ]
   final static List<String> SUPPORTED_CONTAINER_TASKS = ALL_SUPPORTED_VERSIONS.collect {
     "py${it.replace('.', '')}"
diff --git a/.test-infra/jenkins/job_PreCommit_Portable_Python.groovy b/.test-infra/jenkins/job_PreCommit_Portable_Python.groovy
index b9f0224bf71a..1f502bef5bc1 100644
--- a/.test-infra/jenkins/job_PreCommit_Portable_Python.groovy
+++ b/.test-infra/jenkins/job_PreCommit_Portable_Python.groovy
@@ -18,6 +18,8 @@
 
 import CommonJobProperties as commonJobProperties
 import PrecommitJobBuilder
+import static PythonTestProperties.LOWEST_SUPPORTED
+import static PythonTestProperties.HIGHEST_SUPPORTED
 
 PrecommitJobBuilder builder = new PrecommitJobBuilder(
     scope: this,
@@ -40,15 +42,17 @@ builder.build {
   // Due to BEAM-7993, run multiple Python version of portable precommit
   // tests in parallel could lead python3 container crash. We manually
   // config gradle steps here to run tests in sequential.
+  def lowestSupported = LOWEST_SUPPORTED.replace('.', '')
+  def highestSupported = HIGHEST_SUPPORTED.replace('.', '')
   steps {
     gradle {
       rootBuildScriptDir(commonJobProperties.checkoutDir)
-      tasks(':sdks:python:test-suites:portable:py37:preCommitPy37')
+      tasks(':sdks:python:test-suites:portable:py${lowestSupported}:preCommitPy${lowestSupported}')
       commonJobProperties.setGradleSwitches(delegate)
     }
     gradle {
       rootBuildScriptDir(commonJobProperties.checkoutDir)
-      tasks(':sdks:python:test-suites:portable:py310:preCommitPy310')
+      tasks(':sdks:python:test-suites:portable:${highestSupported}:preCommitPy${highestSupported}')
       commonJobProperties.setGradleSwitches(delegate)
     }
   }
diff --git a/CHANGES.md b/CHANGES.md
index c5a592114d18..afd2caaf6d53 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -54,8 +54,7 @@
 
 ## Highlights
 
-* New highly anticipated feature X added to Python SDK ([#X](https://github.com/apache/beam/issues/X)).
-* New highly anticipated feature Y added to Java SDK ([#Y](https://github.com/apache/beam/issues/Y)).
+* Apache Beam adds Python 3.11 support ([#23848](https://github.com/apache/beam/issues/23848)).
 
 ## I/Os
 
diff --git a/build.gradle.kts b/build.gradle.kts
index 85088a262760..f94f16226320 100644
--- a/build.gradle.kts
+++ b/build.gradle.kts
@@ -456,6 +456,7 @@ tasks.register("pythonPreCommit") {
   dependsOn(":sdks:python:test-suites:tox:py38:preCommitPy38")
   dependsOn(":sdks:python:test-suites:tox:py39:preCommitPy39")
   dependsOn(":sdks:python:test-suites:tox:py310:preCommitPy310")
+  dependsOn(":sdks:python:test-suites:tox:py311:preCommitPy311")
 }
 
 tasks.register("pythonPreCommitIT") {
@@ -473,6 +474,7 @@ tasks.register("pythonDockerBuildPreCommit") {
   dependsOn(":sdks:python:container:py38:docker")
   dependsOn(":sdks:python:container:py39:docker")
   dependsOn(":sdks:python:container:py310:docker")
+  dependsOn(":sdks:python:container:py311:docker")
 }
 
 tasks.register("pythonLintPreCommit") {
@@ -502,6 +504,9 @@ tasks.register("python38PostCommit") {
   dependsOn(":sdks:python:test-suites:direct:py38:hdfsIntegrationTest")
   dependsOn(":sdks:python:test-suites:portable:py38:postCommitPy38")
   // TODO: https://github.com/apache/beam/issues/22651
+  // The default container uses Python 3.8. The goal here is to
+  // duild Docker images for TensorRT tests during run time for python versions
+  // other than 3.8 and add these tests in other python postcommit suites.
   dependsOn(":sdks:python:test-suites:dataflow:py38:inferencePostCommitIT")
   dependsOn(":sdks:python:test-suites:direct:py38:inferencePostCommitIT")
 }
@@ -523,6 +528,13 @@ tasks.register("python310PostCommit") {
   dependsOn(":sdks:python:test-suites:portable:py310:postCommitPy310")
 }
 
+tasks.register("python311PostCommit") {
+  dependsOn(":sdks:python:test-suites:dataflow:py311:postCommitIT")
+  dependsOn(":sdks:python:test-suites:direct:py311:postCommitIT")
+  dependsOn(":sdks:python:test-suites:direct:py311:hdfsIntegrationTest")
+  dependsOn(":sdks:python:test-suites:portable:py311:postCommitPy311")
+}
+
 task("python37SickbayPostCommit") {
   dependsOn(":sdks:python:test-suites:dataflow:py37:postCommitSickbay")
 }
@@ -537,14 +549,14 @@ task("python39SickbayPostCommit") {
 
 tasks.register("portablePythonPreCommit") {
   dependsOn(":sdks:python:test-suites:portable:py37:preCommitPy37")
-  dependsOn(":sdks:python:test-suites:portable:py310:preCommitPy310")
+  dependsOn(":sdks:python:test-suites:portable:py311:preCommitPy311")
 }
 
 tasks.register("pythonSparkPostCommit") {
   dependsOn(":sdks:python:test-suites:portable:py37:sparkValidatesRunner")
   dependsOn(":sdks:python:test-suites:portable:py38:sparkValidatesRunner")
   dependsOn(":sdks:python:test-suites:portable:py39:sparkValidatesRunner")
-  dependsOn(":sdks:python:test-suites:portable:py310:sparkValidatesRunner")
+  dependsOn(":sdks:python:test-suites:portable:py311:sparkValidatesRunner")
 }
 
 tasks.register("websitePreCommit") {
diff --git a/sdks/python/apache_beam/__init__.py b/sdks/python/apache_beam/__init__.py
index 6db495c2137f..a4a13eab9738 100644
--- a/sdks/python/apache_beam/__init__.py
+++ b/sdks/python/apache_beam/__init__.py
@@ -70,7 +70,7 @@
 import warnings
 
 if sys.version_info.major == 3:
-  if sys.version_info.minor <= 6 or sys.version_info.minor >= 11:
+  if sys.version_info.minor <= 6 or sys.version_info.minor >= 12:
     warnings.warn(
         'This version of Apache Beam has not been sufficiently tested on '
         'Python %s.%s. You may encounter bugs or missing features.' %
diff --git a/sdks/python/apache_beam/internal/dill_pickler.py b/sdks/python/apache_beam/internal/dill_pickler.py
index 379c10afe2b3..efa736c2a96f 100644
--- a/sdks/python/apache_beam/internal/dill_pickler.py
+++ b/sdks/python/apache_beam/internal/dill_pickler.py
@@ -46,6 +46,125 @@
 
 settings = {'dill_byref': None}
 
+if sys.version_info >= (3, 11) and dill.__version__ == "0.3.1.1":
+  # Let's make dill 0.3.1.1 support Python 3.11.
+
+  # The following function is based on 'save_code' from 'dill'
+  # Author: Mike McKerns (mmckerns @caltech and @uqfoundation)
+  # Copyright (c) 2008-2015 California Institute of Technology.
+  # Copyright (c) 2016-2023 The Uncertainty Quantification Foundation.
+  # License: 3-clause BSD.  The full license text is available at:
+  #  - https://github.com/uqfoundation/dill/blob/master/LICENSE
+
+  # The following function is also based on 'save_codeobject' from 'cloudpickle'
+  # Copyright (c) 2012, Regents of the University of California.
+  # Copyright (c) 2009 `PiCloud, Inc. <http://www.picloud.com>`_.
+  # License: 3-clause BSD.  The full license text is available at:
+  #  - https://github.com/cloudpipe/cloudpickle/blob/master/LICENSE
+
+  from types import CodeType
+
+  @dill.register(CodeType)
+  def save_code(pickler, obj):
+    if hasattr(obj, "co_endlinetable"):  # python 3.11a (20 args)
+      args = (
+          obj.co_argcount,
+          obj.co_posonlyargcount,
+          obj.co_kwonlyargcount,
+          obj.co_nlocals,
+          obj.co_stacksize,
+          obj.co_flags,
+          obj.co_code,
+          obj.co_consts,
+          obj.co_names,
+          obj.co_varnames,
+          obj.co_filename,
+          obj.co_name,
+          obj.co_qualname,
+          obj.co_firstlineno,
+          obj.co_linetable,
+          obj.co_endlinetable,
+          obj.co_columntable,
+          obj.co_exceptiontable,
+          obj.co_freevars,
+          obj.co_cellvars)
+    elif hasattr(obj, "co_exceptiontable"):  # python 3.11 (18 args)
+      args = (
+          obj.co_argcount,
+          obj.co_posonlyargcount,
+          obj.co_kwonlyargcount,
+          obj.co_nlocals,
+          obj.co_stacksize,
+          obj.co_flags,
+          obj.co_code,
+          obj.co_consts,
+          obj.co_names,
+          obj.co_varnames,
+          obj.co_filename,
+          obj.co_name,
+          obj.co_qualname,
+          obj.co_firstlineno,
+          obj.co_linetable,
+          obj.co_exceptiontable,
+          obj.co_freevars,
+          obj.co_cellvars)
+    elif hasattr(obj, "co_linetable"):  # python 3.10 (16 args)
+      args = (
+          obj.co_argcount,
+          obj.co_posonlyargcount,
+          obj.co_kwonlyargcount,
+          obj.co_nlocals,
+          obj.co_stacksize,
+          obj.co_flags,
+          obj.co_code,
+          obj.co_consts,
+          obj.co_names,
+          obj.co_varnames,
+          obj.co_filename,
+          obj.co_name,
+          obj.co_firstlineno,
+          obj.co_linetable,
+          obj.co_freevars,
+          obj.co_cellvars)
+    elif hasattr(obj, "co_posonlyargcount"):  # python 3.8 (16 args)
+      args = (
+          obj.co_argcount,
+          obj.co_posonlyargcount,
+          obj.co_kwonlyargcount,
+          obj.co_nlocals,
+          obj.co_stacksize,
+          obj.co_flags,
+          obj.co_code,
+          obj.co_consts,
+          obj.co_names,
+          obj.co_varnames,
+          obj.co_filename,
+          obj.co_name,
+          obj.co_firstlineno,
+          obj.co_lnotab,
+          obj.co_freevars,
+          obj.co_cellvars)
+    else:  # python 3.7 (15 args)
+      args = (
+          obj.co_argcount,
+          obj.co_kwonlyargcount,
+          obj.co_nlocals,
+          obj.co_stacksize,
+          obj.co_flags,
+          obj.co_code,
+          obj.co_consts,
+          obj.co_names,
+          obj.co_varnames,
+          obj.co_filename,
+          obj.co_name,
+          obj.co_firstlineno,
+          obj.co_lnotab,
+          obj.co_freevars,
+          obj.co_cellvars)
+    pickler.save_reduce(CodeType, args, obj=obj)
+
+  dill._dill.save_code = save_code
+
 
 class _NoOpContextManager(object):
   def __enter__(self):
diff --git a/sdks/python/apache_beam/runners/dataflow/internal/apiclient.py b/sdks/python/apache_beam/runners/dataflow/internal/apiclient.py
index 882617674c83..47b39af8192f 100644
--- a/sdks/python/apache_beam/runners/dataflow/internal/apiclient.py
+++ b/sdks/python/apache_beam/runners/dataflow/internal/apiclient.py
@@ -83,7 +83,7 @@
 
 _LOGGER = logging.getLogger(__name__)
 
-_PYTHON_VERSIONS_SUPPORTED_BY_DATAFLOW = ['3.7', '3.8', '3.9', '3.10']
+_PYTHON_VERSIONS_SUPPORTED_BY_DATAFLOW = ['3.7', '3.8', '3.9', '3.10', '3.11']
 
 
 class Step(object):
diff --git a/sdks/python/apache_beam/runners/dataflow/internal/apiclient_test.py b/sdks/python/apache_beam/runners/dataflow/internal/apiclient_test.py
index 2994b6c5138e..8dfe5555bd27 100644
--- a/sdks/python/apache_beam/runners/dataflow/internal/apiclient_test.py
+++ b/sdks/python/apache_beam/runners/dataflow/internal/apiclient_test.py
@@ -972,7 +972,7 @@ def test_interpreter_version_check_passes_py38(self):
 
   @mock.patch(
       'apache_beam.runners.dataflow.internal.apiclient.sys.version_info',
-      (3, 11, 0))
+      (3, 12, 0))
   @mock.patch(
       'apache_beam.runners.dataflow.internal.apiclient.'
       'beam_version.__version__',
diff --git a/sdks/python/container/base_image_requirements_manual.txt b/sdks/python/container/base_image_requirements_manual.txt
index 17ebd3787ca8..a74878014b5e 100644
--- a/sdks/python/container/base_image_requirements_manual.txt
+++ b/sdks/python/container/base_image_requirements_manual.txt
@@ -32,11 +32,15 @@ cython<1
 # some versions of libraries that launch Beam pipelines, like tensorflow-transform.
 # Leaving 'future' in our containers for now prevent breaking tft users.
 future
-guppy3  # Memory profiler
+# TODO: Uncomment python version once guppy supports it.
+# https://github.com/apache/beam/issues/25984
+guppy3;python_version<"3.11"  # Memory profiler
 mmh3  # Optimizes execution of some Beam codepaths. TODO: Make it Beam's dependency.
 nltk  # Commonly used for natural language processing.
 nose==1.3.7  # For Dataflow internal testing. TODO: remove this.
-python-snappy  # Optimizes execution of some Beam codepaths.
+# TODO: Uncomment python version once python-snappy supports it.
+# https://github.com/apache/beam/issues/25985
+python-snappy;python_version<"3.11"  # Optimizes execution of some Beam codepaths.
 scipy
 scikit-learn
 tensorflow>=2.12.0;python_version>="3.8"
diff --git a/sdks/python/container/build.gradle b/sdks/python/container/build.gradle
index e5e4da7fe33a..4a957e9214b6 100644
--- a/sdks/python/container/build.gradle
+++ b/sdks/python/container/build.gradle
@@ -40,13 +40,15 @@ tasks.register("buildAll") {
   dependsOn ':sdks:python:container:py38:docker'
   dependsOn ':sdks:python:container:py39:docker'
   dependsOn ':sdks:python:container:py310:docker'
+  dependsOn ':sdks:python:container:py311:docker'
 }
 
 tasks.register("pushAll") {
   dependsOn ':sdks:python:container:py37:dockerPush'
   dependsOn ':sdks:python:container:py38:dockerPush'
   dependsOn ':sdks:python:container:py39:dockerPush'
-  dependsOn ':sdks:python:container:py310:dockerPush'
+  dependsOn ':sdks:python:container:py310:docker'
+  dependsOn ':sdks:python:container:py311:docker'
 }
 
 tasks.register("generatePythonRequirementsAll") {
@@ -54,6 +56,7 @@ tasks.register("generatePythonRequirementsAll") {
   dependsOn ':sdks:python:container:py38:generatePythonRequirements'
   dependsOn ':sdks:python:container:py39:generatePythonRequirements'
   dependsOn ':sdks:python:container:py310:generatePythonRequirements'
+  dependsOn ':sdks:python:container:py311:generatePythonRequirements'
 }
 
 artifacts {
diff --git a/sdks/python/container/py310/base_image_requirements.txt b/sdks/python/container/py310/base_image_requirements.txt
index 5404cd41e9fe..6ddb5cb8eca9 100644
--- a/sdks/python/container/py310/base_image_requirements.txt
+++ b/sdks/python/container/py310/base_image_requirements.txt
@@ -34,7 +34,7 @@ click==8.1.3
 cloudpickle==2.2.1
 crcmod==1.7
 cryptography==40.0.1
-Cython==0.29.33
+Cython==0.29.34
 deprecation==2.1.0
 dill==0.3.1.1
 dnspython==2.3.0
@@ -52,7 +52,7 @@ google-api-core==2.11.0
 google-apitools==0.5.31
 google-auth==2.17.1
 google-auth-httplib2==0.1.0
-google-auth-oauthlib==0.4.6
+google-auth-oauthlib==1.0.0
 google-cloud-bigquery==3.9.0
 google-cloud-bigquery-storage==2.19.1
 google-cloud-bigtable==2.17.0
@@ -63,7 +63,7 @@ google-cloud-language==2.9.1
 google-cloud-pubsub==2.15.2
 google-cloud-pubsublite==1.8.1
 google-cloud-recommendations-ai==0.10.3
-google-cloud-spanner==3.29.0
+google-cloud-spanner==3.30.0
 google-cloud-videointelligence==2.11.1
 google-cloud-vision==3.4.1
 google-crc32c==1.5.0
@@ -78,7 +78,7 @@ guppy3==3.1.2
 h5py==3.8.0
 hdfs==2.7.0
 httplib2==0.21.0
-hypothesis==6.70.1
+hypothesis==6.70.2
 idna==3.4
 iniconfig==2.0.0
 jax==0.4.8
@@ -105,8 +105,8 @@ parameterized==0.8.1
 pluggy==1.0.0
 proto-plus==1.22.2
 protobuf==4.22.1
-psycopg2-binary==2.9.5
-pyarrow==9.0.0
+psycopg2-binary==2.9.6
+pyarrow==11.0.0
 pyasn1==0.4.8
 pyasn1-modules==0.2.8
 pycparser==2.21
@@ -134,8 +134,8 @@ sortedcontainers==2.4.0
 soupsieve==2.4
 SQLAlchemy==1.4.47
 sqlparse==0.4.3
-tenacity==5.1.5
-tensorboard==2.12.0
+tenacity==8.2.2
+tensorboard==2.12.1
 tensorboard-data-server==0.7.0
 tensorboard-plugin-wit==1.8.1
 tensorflow==2.12.0
diff --git a/sdks/python/container/py311/base_image_requirements.txt b/sdks/python/container/py311/base_image_requirements.txt
new file mode 100644
index 000000000000..417eedc0d33e
--- /dev/null
+++ b/sdks/python/container/py311/base_image_requirements.txt
@@ -0,0 +1,150 @@
+#    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 py311 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==1.4.0
+astunparse==1.6.3
+attrs==22.2.0
+beautifulsoup4==4.12.0
+bs4==0.0.1
+cachetools==4.2.4
+certifi==2022.12.7
+cffi==1.15.1
+charset-normalizer==3.1.0
+click==8.1.3
+cloudpickle==2.2.1
+crcmod==1.7
+cryptography==40.0.1
+Cython==0.29.34
+deprecation==2.1.0
+dill==0.3.1.1
+dnspython==2.3.0
+docker==6.0.1
+docopt==0.6.2
+execnet==1.9.0
+fastavro==1.7.3
+fasteners==0.18
+flatbuffers==23.3.3
+freezegun==1.2.2
+future==0.18.3
+gast==0.4.0
+google-api-core==2.11.0
+google-apitools==0.5.31
+google-auth==2.17.1
+google-auth-httplib2==0.1.0
+google-auth-oauthlib==1.0.0
+google-cloud-bigquery==3.9.0
+google-cloud-bigquery-storage==2.19.1
+google-cloud-bigtable==2.17.0
+google-cloud-core==2.3.2
+google-cloud-datastore==2.15.1
+google-cloud-dlp==3.12.1
+google-cloud-language==2.9.1
+google-cloud-pubsub==2.15.2
+google-cloud-pubsublite==1.8.1
+google-cloud-recommendations-ai==0.10.3
+google-cloud-spanner==3.30.0
+google-cloud-videointelligence==2.11.1
+google-cloud-vision==3.4.1
+google-crc32c==1.5.0
+google-pasta==0.2.0
+google-resumable-media==2.4.1
+googleapis-common-protos==1.59.0
+greenlet==2.0.2
+grpc-google-iam-v1==0.12.6
+grpcio==1.53.0
+grpcio-status==1.53.0
+h5py==3.8.0
+hdfs==2.7.0
+httplib2==0.21.0
+hypothesis==6.70.2
+idna==3.4
+iniconfig==2.0.0
+jax==0.4.8
+joblib==1.2.0
+keras==2.12.0
+libclang==16.0.0
+Markdown==3.4.3
+MarkupSafe==2.1.2
+ml-dtypes==0.0.4
+mmh3==3.1.0
+mock==5.0.1
+nltk==3.8.1
+nose==1.3.7
+numpy==1.23.5
+oauth2client==4.1.3
+oauthlib==3.2.2
+objsize==0.6.1
+opt-einsum==3.3.0
+orjson==3.8.9
+overrides==6.5.0
+packaging==23.0
+pandas==1.5.3
+parameterized==0.8.1
+pluggy==1.0.0
+proto-plus==1.22.2
+protobuf==4.22.1
+psycopg2-binary==2.9.6
+pyarrow==11.0.0
+pyasn1==0.4.8
+pyasn1-modules==0.2.8
+pycparser==2.21
+pydot==1.4.2
+PyHamcrest==1.10.1
+pymongo==4.3.3
+PyMySQL==1.0.3
+pyparsing==3.0.9
+pytest==7.2.2
+pytest-timeout==2.1.0
+pytest-xdist==3.2.1
+python-dateutil==2.8.2
+pytz==2023.3
+PyYAML==6.0
+regex==2023.3.23
+requests==2.28.2
+requests-mock==1.10.0
+requests-oauthlib==1.3.1
+rsa==4.9
+scikit-learn==1.2.2
+scipy==1.10.1
+six==1.16.0
+sortedcontainers==2.4.0
+soupsieve==2.4
+SQLAlchemy==1.4.47
+sqlparse==0.4.3
+tenacity==8.2.2
+tensorboard==2.12.1
+tensorboard-data-server==0.7.0
+tensorboard-plugin-wit==1.8.1
+tensorflow==2.12.0
+tensorflow-estimator==2.12.0
+tensorflow-io-gcs-filesystem==0.32.0
+termcolor==2.2.0
+testcontainers==3.7.1
+threadpoolctl==3.1.0
+tqdm==4.65.0
+typing_extensions==4.5.0
+urllib3==1.26.15
+websocket-client==1.5.1
+Werkzeug==2.2.3
+wrapt==1.14.1
+zstandard==0.20.0
diff --git a/sdks/python/container/py311/build.gradle b/sdks/python/container/py311/build.gradle
new file mode 100644
index 000000000000..729686587c55
--- /dev/null
+++ b/sdks/python/container/py311/build.gradle
@@ -0,0 +1,28 @@
+/*
+ * 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.
+ */
+
+plugins {
+  id 'base'
+  id 'org.apache.beam.module'
+}
+applyDockerNature()
+applyPythonNature()
+
+pythonVersion = '3.11'
+
+apply from: "../common.gradle"
diff --git a/sdks/python/container/py37/base_image_requirements.txt b/sdks/python/container/py37/base_image_requirements.txt
index 2e2860a7a1ef..f4a39e957330 100644
--- a/sdks/python/container/py37/base_image_requirements.txt
+++ b/sdks/python/container/py37/base_image_requirements.txt
@@ -32,7 +32,7 @@ click==8.1.3
 cloudpickle==2.2.1
 crcmod==1.7
 cryptography==40.0.1
-Cython==0.29.33
+Cython==0.29.34
 deprecation==2.1.0
 dill==0.3.1.1
 dnspython==2.3.0
@@ -58,7 +58,7 @@ google-cloud-language==2.9.1
 google-cloud-pubsub==2.15.2
 google-cloud-pubsublite==1.7.0
 google-cloud-recommendations-ai==0.10.3
-google-cloud-spanner==3.29.0
+google-cloud-spanner==3.30.0
 google-cloud-videointelligence==2.11.1
 google-cloud-vision==3.4.1
 google-crc32c==1.5.0
@@ -71,7 +71,7 @@ grpcio-status==1.53.0
 guppy3==3.1.2
 hdfs==2.7.0
 httplib2==0.21.0
-hypothesis==6.70.1
+hypothesis==6.70.2
 idna==3.4
 importlib-metadata==6.1.0
 iniconfig==2.0.0
@@ -91,8 +91,8 @@ parameterized==0.8.1
 pluggy==1.0.0
 proto-plus==1.22.2
 protobuf==4.22.1
-psycopg2-binary==2.9.5
-pyarrow==9.0.0
+psycopg2-binary==2.9.6
+pyarrow==11.0.0
 pyasn1==0.4.8
 pyasn1-modules==0.2.8
 pycparser==2.21
@@ -119,7 +119,7 @@ sortedcontainers==2.4.0
 soupsieve==2.4
 SQLAlchemy==1.4.47
 sqlparse==0.4.3
-tenacity==5.1.5
+tenacity==8.2.2
 testcontainers==3.7.1
 threadpoolctl==3.1.0
 tomli==2.0.1
diff --git a/sdks/python/container/py38/base_image_requirements.txt b/sdks/python/container/py38/base_image_requirements.txt
index 928759556340..3b9559f11e77 100644
--- a/sdks/python/container/py38/base_image_requirements.txt
+++ b/sdks/python/container/py38/base_image_requirements.txt
@@ -34,7 +34,7 @@ click==8.1.3
 cloudpickle==2.2.1
 crcmod==1.7
 cryptography==40.0.1
-Cython==0.29.33
+Cython==0.29.34
 deprecation==2.1.0
 dill==0.3.1.1
 dnspython==2.3.0
@@ -52,7 +52,7 @@ google-api-core==2.11.0
 google-apitools==0.5.31
 google-auth==2.17.1
 google-auth-httplib2==0.1.0
-google-auth-oauthlib==0.4.6
+google-auth-oauthlib==1.0.0
 google-cloud-bigquery==3.9.0
 google-cloud-bigquery-storage==2.19.1
 google-cloud-bigtable==2.17.0
@@ -63,7 +63,7 @@ google-cloud-language==2.9.1
 google-cloud-pubsub==2.15.2
 google-cloud-pubsublite==1.8.1
 google-cloud-recommendations-ai==0.10.3
-google-cloud-spanner==3.29.0
+google-cloud-spanner==3.30.0
 google-cloud-videointelligence==2.11.1
 google-cloud-vision==3.4.1
 google-crc32c==1.5.0
@@ -78,7 +78,7 @@ guppy3==3.1.2
 h5py==3.8.0
 hdfs==2.7.0
 httplib2==0.21.0
-hypothesis==6.70.1
+hypothesis==6.70.2
 idna==3.4
 importlib-metadata==6.1.0
 iniconfig==2.0.0
@@ -106,8 +106,8 @@ parameterized==0.8.1
 pluggy==1.0.0
 proto-plus==1.22.2
 protobuf==4.22.1
-psycopg2-binary==2.9.5
-pyarrow==9.0.0
+psycopg2-binary==2.9.6
+pyarrow==11.0.0
 pyasn1==0.4.8
 pyasn1-modules==0.2.8
 pycparser==2.21
@@ -135,8 +135,8 @@ sortedcontainers==2.4.0
 soupsieve==2.4
 SQLAlchemy==1.4.47
 sqlparse==0.4.3
-tenacity==5.1.5
-tensorboard==2.12.0
+tenacity==8.2.2
+tensorboard==2.12.1
 tensorboard-data-server==0.7.0
 tensorboard-plugin-wit==1.8.1
 tensorflow==2.12.0
diff --git a/sdks/python/container/py39/base_image_requirements.txt b/sdks/python/container/py39/base_image_requirements.txt
index 272f5e8ad59b..2c725521bdb4 100644
--- a/sdks/python/container/py39/base_image_requirements.txt
+++ b/sdks/python/container/py39/base_image_requirements.txt
@@ -34,7 +34,7 @@ click==8.1.3
 cloudpickle==2.2.1
 crcmod==1.7
 cryptography==40.0.1
-Cython==0.29.33
+Cython==0.29.34
 deprecation==2.1.0
 dill==0.3.1.1
 dnspython==2.3.0
@@ -52,7 +52,7 @@ google-api-core==2.11.0
 google-apitools==0.5.31
 google-auth==2.17.1
 google-auth-httplib2==0.1.0
-google-auth-oauthlib==0.4.6
+google-auth-oauthlib==1.0.0
 google-cloud-bigquery==3.9.0
 google-cloud-bigquery-storage==2.19.1
 google-cloud-bigtable==2.17.0
@@ -63,7 +63,7 @@ google-cloud-language==2.9.1
 google-cloud-pubsub==2.15.2
 google-cloud-pubsublite==1.8.1
 google-cloud-recommendations-ai==0.10.3
-google-cloud-spanner==3.29.0
+google-cloud-spanner==3.30.0
 google-cloud-videointelligence==2.11.1
 google-cloud-vision==3.4.1
 google-crc32c==1.5.0
@@ -78,7 +78,7 @@ guppy3==3.1.2
 h5py==3.8.0
 hdfs==2.7.0
 httplib2==0.21.0
-hypothesis==6.70.1
+hypothesis==6.70.2
 idna==3.4
 importlib-metadata==6.1.0
 iniconfig==2.0.0
@@ -106,8 +106,8 @@ parameterized==0.8.1
 pluggy==1.0.0
 proto-plus==1.22.2
 protobuf==4.22.1
-psycopg2-binary==2.9.5
-pyarrow==9.0.0
+psycopg2-binary==2.9.6
+pyarrow==11.0.0
 pyasn1==0.4.8
 pyasn1-modules==0.2.8
 pycparser==2.21
@@ -135,8 +135,8 @@ sortedcontainers==2.4.0
 soupsieve==2.4
 SQLAlchemy==1.4.47
 sqlparse==0.4.3
-tenacity==5.1.5
-tensorboard==2.12.0
+tenacity==8.2.2
+tensorboard==2.12.1
 tensorboard-data-server==0.7.0
 tensorboard-plugin-wit==1.8.1
 tensorflow==2.12.0
diff --git a/sdks/python/setup.py b/sdks/python/setup.py
index ea824be7fd29..10795a493d36 100644
--- a/sdks/python/setup.py
+++ b/sdks/python/setup.py
@@ -141,7 +141,7 @@ def cythonize(*args, **kwargs):
 if sys.platform == 'win32' and sys.maxsize <= 2**32:
   pyarrow_dependency = ''
 else:
-  pyarrow_dependency = 'pyarrow>=3.0.0,<10.0.0'
+  pyarrow_dependency = 'pyarrow>=3.0.0,<12.0.0'
 
 
 # We must generate protos after setup_requires are installed.
@@ -169,7 +169,7 @@ def get_portability_package_data():
 
 python_requires = '>=3.7'
 
-if sys.version_info.major == 3 and sys.version_info.minor >= 11:
+if sys.version_info.major == 3 and sys.version_info.minor >= 12:
   warnings.warn(
       'This version of Apache Beam has not been sufficiently tested on '
       'Python %s.%s. You may encounter bugs or missing features.' %
@@ -279,7 +279,7 @@ def get_portability_package_data():
             'pyhamcrest>=1.9,!=1.10.0,<2.0.0',
             'pyyaml>=3.12,<7.0.0',
             'requests_mock>=1.7,<2.0',
-            'tenacity>=5.0.2,<6.0',
+            'tenacity>=8.0.0,<9',
             'pytest>=7.1.2,<8.0',
             'pytest-xdist>=2.5.0,<4',
             'pytest-timeout>=2.1.0,<3',
@@ -365,6 +365,7 @@ def get_portability_package_data():
           'Programming Language :: Python :: 3.8',
           'Programming Language :: Python :: 3.9',
           'Programming Language :: Python :: 3.10',
+          'Programming Language :: Python :: 3.11',
           # When updating version classifiers, also update version warnings
           # above and in apache_beam/__init__.py.
           'Topic :: Software Development :: Libraries',
diff --git a/sdks/python/test-suites/dataflow/py311/build.gradle b/sdks/python/test-suites/dataflow/py311/build.gradle
new file mode 100644
index 000000000000..67b347516962
--- /dev/null
+++ b/sdks/python/test-suites/dataflow/py311/build.gradle
@@ -0,0 +1,24 @@
+/*
+ * 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.
+ */
+
+apply plugin: org.apache.beam.gradle.BeamModulePlugin
+applyPythonNature()
+
+// Required to setup a Python 3 virtualenv and task names.
+pythonVersion = '3.11'
+apply from: "../common.gradle"
diff --git a/sdks/python/test-suites/direct/py311/build.gradle b/sdks/python/test-suites/direct/py311/build.gradle
new file mode 100644
index 000000000000..234ae00b3e88
--- /dev/null
+++ b/sdks/python/test-suites/direct/py311/build.gradle
@@ -0,0 +1,24 @@
+/*
+ * 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.
+ */
+
+plugins { id 'org.apache.beam.module' }
+applyPythonNature()
+
+// Required to setup a Python 3 virtualenv and task names.
+pythonVersion = '3.11'
+apply from: '../common.gradle'
diff --git a/sdks/python/test-suites/gradle.properties b/sdks/python/test-suites/gradle.properties
index 055bb484bfa6..cce99ebec946 100644
--- a/sdks/python/test-suites/gradle.properties
+++ b/sdks/python/test-suites/gradle.properties
@@ -23,7 +23,7 @@
 # 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=3.7,3.10
+dataflow_precommit_it_task_py_versions=3.7,3.11
 dataflow_mongodbio_it_task_py_versions=3.7
 dataflow_chicago_taxi_example_task_py_versions=3.7
 
@@ -32,24 +32,24 @@ dataflow_chicago_taxi_example_task_py_versions=3.7
 dataflow_validates_runner_batch_tests=3.7,3.9
 dataflow_validates_runner_streaming_tests=3.7,3.9
 
-dataflow_validates_container_tests=3.7,3.8,3.9,3.10
+dataflow_validates_container_tests=3.7,3.8,3.9,3.10,3.11
 # TODO: Enable following tests after making sure we have enough capacity.
-dataflow_validates_runner_batch_tests_V2=3.7,3.10
-dataflow_validates_runner_streaming_tests_V2=3.7,3.10
-dataflow_examples_postcommit_py_versions=3.10
+dataflow_validates_runner_batch_tests_V2=3.7,3.11
+dataflow_validates_runner_streaming_tests_V2=3.7,3.11
+dataflow_examples_postcommit_py_versions=3.11
 # 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=3.10
-direct_examples_postcommit_py_versions=3.7,3.8,3.9,3.10
+direct_mongodbio_it_task_py_versions=3.11
+direct_examples_postcommit_py_versions=3.7,3.8,3.9,3.10,3.11
 
 # flink runner test-suites
-flink_validates_runner_precommit_py_versions=3.10
-flink_validates_runner_postcommit_py_versions=3.7,3.10
-flink_examples_postcommit_py_versions=3.7,3.10
+flink_validates_runner_precommit_py_versions=3.11
+flink_validates_runner_postcommit_py_versions=3.7,3.11
+flink_examples_postcommit_py_versions=3.7,3.11
 
 # samza runner test-suites
-samza_validates_runner_postcommit_py_versions=3.7,3.10
+samza_validates_runner_postcommit_py_versions=3.7,3.11
 
 # spark runner test-suites
-spark_examples_postcommit_py_versions=3.7,3.10
+spark_examples_postcommit_py_versions=3.7,3.11
diff --git a/sdks/python/test-suites/portable/py311/build.gradle b/sdks/python/test-suites/portable/py311/build.gradle
new file mode 100644
index 000000000000..9913f7d0bd71
--- /dev/null
+++ b/sdks/python/test-suites/portable/py311/build.gradle
@@ -0,0 +1,26 @@
+/*
+ * 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.
+ */
+
+apply plugin: org.apache.beam.gradle.BeamModulePlugin
+applyPythonNature()
+
+addPortableWordCountTasks()
+
+// Required to setup a Python 3 virtualenv and task names.
+pythonVersion = '3.11'
+apply from: "../common.gradle"
diff --git a/sdks/python/test-suites/tox/py311/build.gradle b/sdks/python/test-suites/tox/py311/build.gradle
new file mode 100644
index 000000000000..1bb3766500bb
--- /dev/null
+++ b/sdks/python/test-suites/tox/py311/build.gradle
@@ -0,0 +1,32 @@
+/*
+ * 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.
+ */
+
+/**
+ * Unit tests for Python 3.11
+ */
+
+plugins { id 'org.apache.beam.module' }
+applyPythonNature()
+
+// Required to setup a Python 3 virtualenv and task names.
+pythonVersion = '3.11'
+
+apply from: "../common.gradle"
+
+// TODO(https://github.com/apache/beam/issues/20051): Remove this once tox uses isolated builds.
+testPy311Cython.mustRunAfter testPython311, testPy311Cloud
diff --git a/sdks/python/tox.ini b/sdks/python/tox.ini
index 7b6883e4b002..b45ac9e3c1ef 100644
--- a/sdks/python/tox.ini
+++ b/sdks/python/tox.ini
@@ -17,7 +17,7 @@
 
 [tox]
 # new environments will be excluded by default unless explicitly added to envlist.
-envlist = py37,py38,py39,py310,py37-{cloud,cython,lint,mypy,dask},py38-{cloud,cython,docs,cloudcoverage,dask},py39-{cloud,cython},py310-{cloud,cython,dask},whitespacelint
+envlist = py37,py38,py39,py310,py311,py37-{cloud,cython,lint,mypy,dask},py38-{cloud,cython,docs,cloudcoverage,dask},py39-{cloud,cython},py310-{cloud,cython,dask},py311-{cloud,cython,dask},whitespacelint
 toxworkdir = {toxinidir}/target/{env:ENV_NAME:.tox}
 
 [pycodestyle]
@@ -38,7 +38,7 @@ allowlist_externals =
   bash
   rm
 deps =
-  cython: cython==0.29.27
+  cython: cython==0.29.33
   -r build-requirements.txt
 setenv =
   RUN_SKIPPED_PY3_TESTS=0
@@ -62,19 +62,19 @@ commands_post =
   bash {toxinidir}/scripts/run_tox_cleanup.sh
 commands = false {envname} is misconfigured
 
-[testenv:py{37,38,39,310}]
+[testenv:py{37,38,39,310,311}]
 commands =
   python apache_beam/examples/complete/autocomplete_test.py
   bash {toxinidir}/scripts/run_pytest.sh {envname} "{posargs}"
 
-[testenv:py{37,38,39,310}-win]
+[testenv:py{37,38,39,310,311}-win]
 commands =
   python apache_beam/examples/complete/autocomplete_test.py
   bash {toxinidir}/scripts/run_pytest.sh {envname} "{posargs}"
 install_command = {envbindir}/python.exe {envbindir}/pip.exe install --retries 10 {opts} {packages}
 list_dependencies_command = {envbindir}/python.exe {envbindir}/pip.exe freeze
 
-[testenv:py{37,38,39,310}-cython]
+[testenv:py{37,38,39,310,311}-cython]
 # cython tests are only expected to work in linux (2.x and 3.x)
 # If we want to add other platforms in the future, it should be:
 # `platform = linux2|darwin|...`
@@ -87,12 +87,12 @@ commands =
   python apache_beam/examples/complete/autocomplete_test.py
   bash {toxinidir}/scripts/run_pytest.sh {envname} "{posargs}"
 
-[testenv:py{37,38,39,310}-cloud]
+[testenv:py{37,38,39,310,311}-cloud]
 extras = test,gcp,interactive,dataframe,aws,azure
 commands =
   bash {toxinidir}/scripts/run_pytest.sh {envname} "{posargs}"
 
-[testenv:py{37,38,39}-dask]
+[testenv:py{37,38,39,310,311}-dask]
 extras = test,dask
 commands =
   bash {toxinidir}/scripts/run_pytest.sh {envname} "{posargs}"
@@ -296,7 +296,20 @@ commands =
   # Allow exit code 5 (no tests run) so that we can run this command safely on arbitrary subdirectories.
   /bin/sh -c 'pytest -o junit_suite_name={envname} --junitxml=pytest_{envname}.xml -n 6 -m uses_pyarrow {posargs}; ret=$?; [ $ret = 5 ] && exit 0 || exit $ret'
 
-[testenv:py{37,38,39,310}-pandas-{14,15}]
+[testenv:py{37,38,39,310,311}-pyarrow-{10,11}]
+deps =
+  10: pyarrow>=10,<11
+  11: pyarrow>=11,<12
+commands =
+  # Log pyarrow and numpy version for debugging
+  /bin/sh -c "pip freeze | grep -E '(pyarrow|numpy)'"
+  # Run pytest directly rather using run_pytest.sh. It doesn't handle
+  # selecting tests with -m (BEAM-12985).
+  # Allow exit code 5 (no tests run) so that we can run this command safely on arbitrary subdirectories.
+  /bin/sh -c 'pytest -o junit_suite_name={envname} --junitxml=pytest_{envname}.xml -n 6 -m uses_pyarrow {posargs}; ret=$?; [ $ret = 5 ] && exit 0 || exit $ret'
+
+
+[testenv:py{37,38,39,310,311}-pandas-{14,15}]
 deps =
   14: pandas>=1.4.3,<1.5.0
   # Exclude 1.5.0 and 1.5.1 because of https://github.com/pandas-dev/pandas/issues/45725
@@ -307,7 +320,7 @@ commands =
   # Run all DataFrame API unit tests
   bash {toxinidir}/scripts/run_pytest.sh {envname} 'apache_beam/dataframe'
 
-[testenv:py{37,38,39,310}-pytorch-{19,110,111,112,113}]
+[testenv:py{37,38,39,310,311}-pytorch-{19,110,111,112,113}]
 deps =
   -r build-requirements.txt
   19: torch>=1.9.0,<1.10.0
diff --git a/settings.gradle.kts b/settings.gradle.kts
index 4800313f26a5..1781223c7952 100644
--- a/settings.gradle.kts
+++ b/settings.gradle.kts
@@ -239,26 +239,31 @@ include(":sdks:python:container:py37")
 include(":sdks:python:container:py38")
 include(":sdks:python:container:py39")
 include(":sdks:python:container:py310")
+include(":sdks:python:container:py311")
 include(":sdks:python:test-suites:dataflow")
 include(":sdks:python:test-suites:dataflow:py37")
 include(":sdks:python:test-suites:dataflow:py38")
 include(":sdks:python:test-suites:dataflow:py39")
 include(":sdks:python:test-suites:dataflow:py310")
+include(":sdks:python:test-suites:dataflow:py311")
 include(":sdks:python:test-suites:direct")
 include(":sdks:python:test-suites:direct:py37")
 include(":sdks:python:test-suites:direct:py38")
 include(":sdks:python:test-suites:direct:py39")
 include(":sdks:python:test-suites:direct:py310")
+include(":sdks:python:test-suites:direct:py311")
 include(":sdks:python:test-suites:direct:xlang")
 include(":sdks:python:test-suites:portable:py37")
 include(":sdks:python:test-suites:portable:py38")
 include(":sdks:python:test-suites:portable:py39")
 include(":sdks:python:test-suites:portable:py310")
+include(":sdks:python:test-suites:portable:py311")
 include(":sdks:python:test-suites:tox:pycommon")
 include(":sdks:python:test-suites:tox:py37")
 include(":sdks:python:test-suites:tox:py38")
 include(":sdks:python:test-suites:tox:py39")
 include(":sdks:python:test-suites:tox:py310")
+include(":sdks:python:test-suites:tox:py311")
 include(":sdks:python:test-suites:xlang")
 include(":sdks:typescript")
 include(":sdks:typescript:container")
diff --git a/website/www/site/content/en/documentation/programming-guide.md b/website/www/site/content/en/documentation/programming-guide.md
index fc259f9cb81c..16e6ef1a3798 100644
--- a/website/www/site/content/en/documentation/programming-guide.md
+++ b/website/www/site/content/en/documentation/programming-guide.md
@@ -35,7 +35,7 @@ programming guide, take a look at the
 {{< language-switcher java py go typescript >}}
 
 {{< paragraph class="language-py" >}}
-The Python SDK supports Python 3.7, 3.8, 3.9, and 3.10.
+The Python SDK supports Python 3.7, 3.8, 3.9, 3.10, and 3.11.
 {{< /paragraph >}}
 
 {{< paragraph class="language-go">}}