diff --git a/sdks/python/apache_beam/io/parquetio_test.py b/sdks/python/apache_beam/io/parquetio_test.py
index 1cd5f1208cc2..06d9a5271404 100644
--- a/sdks/python/apache_beam/io/parquetio_test.py
+++ b/sdks/python/apache_beam/io/parquetio_test.py
@@ -334,6 +334,9 @@ def test_write_batched_display_data(self):
     ]
     hc.assert_that(dd.items, hc.contains_inanyorder(*expected_items))
 
+  @unittest.skipIf(
+      ARROW_MAJOR_VERSION >= 13,
+      'pyarrow 13.x and above does not throw ArrowInvalid error')
   def test_sink_transform_int96(self):
     with tempfile.NamedTemporaryFile() as dst:
       path = dst.name
diff --git a/sdks/python/container/py310/base_image_requirements.txt b/sdks/python/container/py310/base_image_requirements.txt
index a9f94104374e..a80e6611d9cf 100644
--- a/sdks/python/container/py310/base_image_requirements.txt
+++ b/sdks/python/container/py310/base_image_requirements.txt
@@ -25,38 +25,38 @@ attrs==23.1.0
 beautifulsoup4==4.12.2
 bs4==0.0.1
 build==1.0.3
-cachetools==5.3.1
-certifi==2023.7.22
+cachetools==5.3.2
+certifi==2023.11.17
 cffi==1.16.0
-charset-normalizer==3.3.0
+charset-normalizer==3.3.2
 click==8.1.7
 cloudpickle==2.2.1
 crcmod==1.7
-cryptography==41.0.4
+cryptography==41.0.6
 Cython==0.29.36
 deprecation==2.1.0
 dill==0.3.1.1
 dnspython==2.4.2
 docker==6.1.3
 docopt==0.6.2
-exceptiongroup==1.1.3
+exceptiongroup==1.2.0
 execnet==2.0.2
-fastavro==1.8.4
+fastavro==1.9.0
 fasteners==0.19
 freezegun==1.2.2
 future==0.18.3
-google-api-core==2.12.0
-google-api-python-client==2.104.0
+google-api-core==2.14.0
+google-api-python-client==2.108.0
 google-apitools==0.5.31
-google-auth==2.23.3
+google-auth==2.23.4
 google-auth-httplib2==0.1.1
-google-cloud-aiplatform==1.35.0
-google-cloud-bigquery==3.12.0
+google-cloud-aiplatform==1.36.4
+google-cloud-bigquery==3.13.0
 google-cloud-bigquery-storage==2.22.0
 google-cloud-bigtable==2.21.0
 google-cloud-core==2.3.3
 google-cloud-datastore==2.18.0
-google-cloud-dlp==3.12.3
+google-cloud-dlp==3.13.0
 google-cloud-language==2.11.1
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.18.4
@@ -64,26 +64,26 @@ google-cloud-pubsublite==1.8.3
 google-cloud-recommendations-ai==0.10.5
 google-cloud-resource-manager==1.10.4
 google-cloud-spanner==3.40.1
-google-cloud-storage==2.12.0
+google-cloud-storage==2.13.0
 google-cloud-videointelligence==2.11.4
 google-cloud-vision==3.4.5
 google-crc32c==1.5.0
 google-resumable-media==2.6.0
 googleapis-common-protos==1.61.0
-greenlet==3.0.0
-grpc-google-iam-v1==0.12.6
-grpcio==1.59.0
-grpcio-status==1.59.0
-guppy3==3.1.4
+greenlet==3.0.1
+grpc-google-iam-v1==0.12.7
+grpcio==1.59.3
+grpcio-status==1.59.3
+guppy3==3.1.4.post1
 hdfs==2.7.3
 httplib2==0.22.0
-hypothesis==6.88.1
-idna==3.4
+hypothesis==6.91.0
+idna==3.6
 iniconfig==2.0.0
 joblib==1.3.2
 Js2Py==0.74
-jsonschema==4.19.1
-jsonschema-specifications==2023.7.1
+jsonschema==4.20.0
+jsonschema-specifications==2023.11.1
 mmh3==4.0.1
 mock==5.1.0
 nltk==3.8.1
@@ -91,47 +91,47 @@ nose==1.3.7
 numpy==1.24.4
 oauth2client==4.1.3
 objsize==0.6.1
-orjson==3.9.9
+orjson==3.9.10
 overrides==6.5.0
 packaging==23.2
 pandas==1.5.3
 parameterized==0.9.0
 pluggy==1.3.0
 proto-plus==1.22.3
-protobuf==4.25.0
+protobuf==4.25.1
 psycopg2-binary==2.9.9
-pyarrow==11.0.0
-pyarrow-hotfix==0.4
-pyasn1==0.5.0
+pyarrow==14.0.1
+pyarrow-hotfix==0.6
+pyasn1==0.5.1
 pyasn1-modules==0.3.0
 pycparser==2.21
 pydot==1.4.2
-PyHamcrest==2.0.4
+PyHamcrest==2.1.0
 pyjsparser==2.7.1
-pymongo==4.5.0
+pymongo==4.6.0
 PyMySQL==1.1.0
 pyparsing==3.1.1
 pyproject_hooks==1.0.0
-pytest==7.4.2
+pytest==7.4.3
 pytest-timeout==2.2.0
-pytest-xdist==3.3.1
+pytest-xdist==3.5.0
 python-dateutil==2.8.2
 python-snappy==0.6.1
 pytz==2023.3.post1
 PyYAML==6.0.1
-referencing==0.30.2
+referencing==0.31.0
 regex==2023.10.3
 requests==2.31.0
 requests-mock==1.11.0
-rpds-py==0.10.6
+rpds-py==0.13.1
 rsa==4.9
-scikit-learn==1.3.1
-scipy==1.11.3
+scikit-learn==1.3.2
+scipy==1.11.4
 shapely==2.0.2
 six==1.16.0
 sortedcontainers==2.4.0
 soupsieve==2.5
-SQLAlchemy==1.4.49
+SQLAlchemy==1.4.50
 sqlparse==0.4.4
 tenacity==8.2.3
 testcontainers==3.7.1
@@ -139,9 +139,9 @@ threadpoolctl==3.2.0
 tomli==2.0.1
 tqdm==4.66.1
 typing_extensions==4.8.0
-tzlocal==5.1
+tzlocal==5.2
 uritemplate==4.1.1
-urllib3==2.0.7
+urllib3==2.1.0
 websocket-client==1.6.4
-wrapt==1.15.0
-zstandard==0.21.0
+wrapt==1.16.0
+zstandard==0.22.0
diff --git a/sdks/python/container/py311/base_image_requirements.txt b/sdks/python/container/py311/base_image_requirements.txt
index 865b856683a4..04d9fc28c273 100644
--- a/sdks/python/container/py311/base_image_requirements.txt
+++ b/sdks/python/container/py311/base_image_requirements.txt
@@ -25,14 +25,14 @@ attrs==23.1.0
 beautifulsoup4==4.12.2
 bs4==0.0.1
 build==1.0.3
-cachetools==5.3.1
-certifi==2023.7.22
+cachetools==5.3.2
+certifi==2023.11.17
 cffi==1.16.0
-charset-normalizer==3.3.0
+charset-normalizer==3.3.2
 click==8.1.7
 cloudpickle==2.2.1
 crcmod==1.7
-cryptography==41.0.4
+cryptography==41.0.6
 Cython==0.29.36
 deprecation==2.1.0
 dill==0.3.1.1
@@ -40,47 +40,47 @@ dnspython==2.4.2
 docker==6.1.3
 docopt==0.6.2
 execnet==2.0.2
-fastavro==1.8.4
+fastavro==1.9.0
 fasteners==0.19
 freezegun==1.2.2
 future==0.18.3
-google-api-core==2.12.0
+google-api-core==2.14.0
 google-apitools==0.5.31
-google-auth==2.23.3
+google-auth==2.23.4
 google-auth-httplib2==0.1.1
-google-cloud-aiplatform==1.35.0
-google-cloud-bigquery==3.12.0
+google-cloud-aiplatform==1.36.4
+google-cloud-bigquery==3.13.0
 google-cloud-bigquery-storage==2.22.0
 google-cloud-bigtable==2.21.0
 google-cloud-core==2.3.3
 google-cloud-datastore==2.18.0
-google-cloud-dlp==3.12.3
+google-cloud-dlp==3.13.0
 google-cloud-language==2.11.1
 google-cloud-pubsub==2.18.4
 google-cloud-pubsublite==1.8.3
 google-cloud-recommendations-ai==0.10.5
 google-cloud-resource-manager==1.10.4
 google-cloud-spanner==3.40.1
-google-cloud-storage==2.12.0
+google-cloud-storage==2.13.0
 google-cloud-videointelligence==2.11.4
 google-cloud-vision==3.4.5
 google-crc32c==1.5.0
 google-resumable-media==2.6.0
 googleapis-common-protos==1.61.0
-greenlet==3.0.0
-grpc-google-iam-v1==0.12.6
-grpcio==1.59.0
-grpcio-status==1.59.0
-guppy3==3.1.4
+greenlet==3.0.1
+grpc-google-iam-v1==0.12.7
+grpcio==1.59.3
+grpcio-status==1.59.3
+guppy3==3.1.4.post1
 hdfs==2.7.3
 httplib2==0.22.0
-hypothesis==6.88.1
-idna==3.4
+hypothesis==6.91.0
+idna==3.6
 iniconfig==2.0.0
 joblib==1.3.2
 Js2Py==0.74
-jsonschema==4.19.1
-jsonschema-specifications==2023.7.1
+jsonschema==4.20.0
+jsonschema-specifications==2023.11.1
 mmh3==4.0.1
 mock==5.1.0
 nltk==3.8.1
@@ -88,54 +88,54 @@ nose==1.3.7
 numpy==1.24.4
 oauth2client==4.1.3
 objsize==0.6.1
-orjson==3.9.9
+orjson==3.9.10
 overrides==6.5.0
 packaging==23.2
 pandas==1.5.3
 parameterized==0.9.0
 pluggy==1.3.0
 proto-plus==1.22.3
-protobuf==4.25.0
+protobuf==4.25.1
 psycopg2-binary==2.9.9
-pyarrow==11.0.0
-pyarrow-hotfix==0.4
-pyasn1==0.5.0
+pyarrow==14.0.1
+pyarrow-hotfix==0.6
+pyasn1==0.5.1
 pyasn1-modules==0.3.0
 pycparser==2.21
 pydot==1.4.2
-PyHamcrest==2.0.4
+PyHamcrest==2.1.0
 pyjsparser==2.7.1
-pymongo==4.5.0
+pymongo==4.6.0
 PyMySQL==1.1.0
 pyparsing==3.1.1
 pyproject_hooks==1.0.0
-pytest==7.4.2
+pytest==7.4.3
 pytest-timeout==2.2.0
-pytest-xdist==3.3.1
+pytest-xdist==3.5.0
 python-dateutil==2.8.2
 pytz==2023.3.post1
 PyYAML==6.0.1
-referencing==0.30.2
+referencing==0.31.0
 regex==2023.10.3
 requests==2.31.0
 requests-mock==1.11.0
-rpds-py==0.10.6
+rpds-py==0.13.1
 rsa==4.9
-scikit-learn==1.3.1
-scipy==1.11.3
+scikit-learn==1.3.2
+scipy==1.11.4
 shapely==2.0.2
 six==1.16.0
 sortedcontainers==2.4.0
 soupsieve==2.5
-SQLAlchemy==1.4.49
+SQLAlchemy==1.4.50
 sqlparse==0.4.4
 tenacity==8.2.3
 testcontainers==3.7.1
 threadpoolctl==3.2.0
 tqdm==4.66.1
 typing_extensions==4.8.0
-tzlocal==5.1
-urllib3==2.0.7
+tzlocal==5.2
+urllib3==2.1.0
 websocket-client==1.6.4
-wrapt==1.15.0
-zstandard==0.21.0
+wrapt==1.16.0
+zstandard==0.22.0
diff --git a/sdks/python/container/py38/base_image_requirements.txt b/sdks/python/container/py38/base_image_requirements.txt
index 83580f65f2d4..f22bbfe7d719 100644
--- a/sdks/python/container/py38/base_image_requirements.txt
+++ b/sdks/python/container/py38/base_image_requirements.txt
@@ -26,10 +26,10 @@ backports.zoneinfo==0.2.1
 beautifulsoup4==4.12.2
 bs4==0.0.1
 build==1.0.3
-cachetools==5.3.1
-certifi==2023.7.22
+cachetools==5.3.2
+certifi==2023.11.17
 cffi==1.16.0
-charset-normalizer==3.3.0
+charset-normalizer==3.3.2
 click==8.1.7
 cloudpickle==2.2.1
 crcmod==1.7
@@ -40,24 +40,24 @@ dill==0.3.1.1
 dnspython==2.4.2
 docker==6.1.3
 docopt==0.6.2
-exceptiongroup==1.1.3
+exceptiongroup==1.2.0
 execnet==2.0.2
-fastavro==1.8.4
+fastavro==1.9.0
 fasteners==0.19
 freezegun==1.2.2
 future==0.18.3
-google-api-core==2.12.0
-google-api-python-client==2.104.0
+google-api-core==2.14.0
+google-api-python-client==2.108.0
 google-apitools==0.5.31
-google-auth==2.23.3
+google-auth==2.23.4
 google-auth-httplib2==0.1.1
-google-cloud-aiplatform==1.35.0
-google-cloud-bigquery==3.12.0
+google-cloud-aiplatform==1.36.4
+google-cloud-bigquery==3.13.0
 google-cloud-bigquery-storage==2.22.0
 google-cloud-bigtable==2.21.0
 google-cloud-core==2.3.3
 google-cloud-datastore==2.18.0
-google-cloud-dlp==3.12.3
+google-cloud-dlp==3.13.0
 google-cloud-language==2.11.1
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.18.4
@@ -65,28 +65,28 @@ google-cloud-pubsublite==1.8.3
 google-cloud-recommendations-ai==0.10.5
 google-cloud-resource-manager==1.10.4
 google-cloud-spanner==3.40.1
-google-cloud-storage==2.12.0
+google-cloud-storage==2.13.0
 google-cloud-videointelligence==2.11.4
 google-cloud-vision==3.4.5
 google-crc32c==1.5.0
 google-resumable-media==2.6.0
 googleapis-common-protos==1.61.0
-greenlet==3.0.0
-grpc-google-iam-v1==0.12.6
-grpcio==1.59.0
-grpcio-status==1.59.0
-guppy3==3.1.4
+greenlet==3.0.1
+grpc-google-iam-v1==0.12.7
+grpcio==1.59.3
+grpcio-status==1.59.3
+guppy3==3.1.4.post1
 hdfs==2.7.3
 httplib2==0.22.0
-hypothesis==6.88.1
-idna==3.4
+hypothesis==6.91.0
+idna==3.6
 importlib-metadata==6.8.0
-importlib-resources==6.1.0
+importlib-resources==6.1.1
 iniconfig==2.0.0
 joblib==1.3.2
 Js2Py==0.74
-jsonschema==4.19.1
-jsonschema-specifications==2023.7.1
+jsonschema==4.20.0
+jsonschema-specifications==2023.11.1
 mmh3==4.0.1
 mock==5.1.0
 nltk==3.8.1
@@ -94,7 +94,7 @@ nose==1.3.7
 numpy==1.24.4
 oauth2client==4.1.3
 objsize==0.6.1
-orjson==3.9.9
+orjson==3.9.10
 overrides==6.5.0
 packaging==23.2
 pandas==1.5.3
@@ -102,40 +102,40 @@ parameterized==0.9.0
 pkgutil_resolve_name==1.3.10
 pluggy==1.3.0
 proto-plus==1.22.3
-protobuf==4.25.0
+protobuf==4.25.1
 psycopg2-binary==2.9.9
-pyarrow==11.0.0
-pyarrow-hotfix==0.4
-pyasn1==0.5.0
+pyarrow==14.0.1
+pyarrow-hotfix==0.6
+pyasn1==0.5.1
 pyasn1-modules==0.3.0
 pycparser==2.21
 pydot==1.4.2
-PyHamcrest==2.0.4
+PyHamcrest==2.1.0
 pyjsparser==2.7.1
-pymongo==4.5.0
+pymongo==4.6.0
 PyMySQL==1.1.0
 pyparsing==3.1.1
 pyproject_hooks==1.0.0
-pytest==7.4.2
+pytest==7.4.3
 pytest-timeout==2.2.0
-pytest-xdist==3.3.1
+pytest-xdist==3.5.0
 python-dateutil==2.8.2
 python-snappy==0.6.1
 pytz==2023.3.post1
 PyYAML==6.0.1
-referencing==0.30.2
+referencing==0.31.0
 regex==2023.10.3
 requests==2.31.0
 requests-mock==1.11.0
-rpds-py==0.10.6
+rpds-py==0.13.1
 rsa==4.9
-scikit-learn==1.3.1
+scikit-learn==1.3.2
 scipy==1.10.1
 shapely==2.0.2
 six==1.16.0
 sortedcontainers==2.4.0
 soupsieve==2.5
-SQLAlchemy==1.4.49
+SQLAlchemy==1.4.50
 sqlparse==0.4.4
 tenacity==8.2.3
 testcontainers==3.7.1
@@ -143,10 +143,10 @@ threadpoolctl==3.2.0
 tomli==2.0.1
 tqdm==4.66.1
 typing_extensions==4.8.0
-tzlocal==5.1
+tzlocal==5.2
 uritemplate==4.1.1
-urllib3==2.0.7
+urllib3==2.1.0
 websocket-client==1.6.4
-wrapt==1.15.0
+wrapt==1.16.0
 zipp==3.17.0
-zstandard==0.21.0
+zstandard==0.22.0
diff --git a/sdks/python/container/py39/base_image_requirements.txt b/sdks/python/container/py39/base_image_requirements.txt
index 1b8ad7a2e748..f42b6f8c2b45 100644
--- a/sdks/python/container/py39/base_image_requirements.txt
+++ b/sdks/python/container/py39/base_image_requirements.txt
@@ -25,38 +25,38 @@ attrs==23.1.0
 beautifulsoup4==4.12.2
 bs4==0.0.1
 build==1.0.3
-cachetools==5.3.1
-certifi==2023.7.22
+cachetools==5.3.2
+certifi==2023.11.17
 cffi==1.16.0
-charset-normalizer==3.3.0
+charset-normalizer==3.3.2
 click==8.1.7
 cloudpickle==2.2.1
 crcmod==1.7
-cryptography==41.0.4
+cryptography==41.0.6
 Cython==0.29.36
 deprecation==2.1.0
 dill==0.3.1.1
 dnspython==2.4.2
 docker==6.1.3
 docopt==0.6.2
-exceptiongroup==1.1.3
+exceptiongroup==1.2.0
 execnet==2.0.2
-fastavro==1.8.4
+fastavro==1.9.0
 fasteners==0.19
 freezegun==1.2.2
 future==0.18.3
-google-api-core==2.12.0
-google-api-python-client==2.104.0
+google-api-core==2.14.0
+google-api-python-client==2.108.0
 google-apitools==0.5.31
-google-auth==2.23.3
+google-auth==2.23.4
 google-auth-httplib2==0.1.1
-google-cloud-aiplatform==1.35.0
-google-cloud-bigquery==3.12.0
+google-cloud-aiplatform==1.36.4
+google-cloud-bigquery==3.13.0
 google-cloud-bigquery-storage==2.22.0
 google-cloud-bigtable==2.21.0
 google-cloud-core==2.3.3
 google-cloud-datastore==2.18.0
-google-cloud-dlp==3.12.3
+google-cloud-dlp==3.13.0
 google-cloud-language==2.11.1
 google-cloud-profiler==4.1.0
 google-cloud-pubsub==2.18.4
@@ -64,27 +64,27 @@ google-cloud-pubsublite==1.8.3
 google-cloud-recommendations-ai==0.10.5
 google-cloud-resource-manager==1.10.4
 google-cloud-spanner==3.40.1
-google-cloud-storage==2.12.0
+google-cloud-storage==2.13.0
 google-cloud-videointelligence==2.11.4
 google-cloud-vision==3.4.5
 google-crc32c==1.5.0
 google-resumable-media==2.6.0
 googleapis-common-protos==1.61.0
-greenlet==3.0.0
-grpc-google-iam-v1==0.12.6
-grpcio==1.59.0
-grpcio-status==1.59.0
-guppy3==3.1.4
+greenlet==3.0.1
+grpc-google-iam-v1==0.12.7
+grpcio==1.59.3
+grpcio-status==1.59.3
+guppy3==3.1.4.post1
 hdfs==2.7.3
 httplib2==0.22.0
-hypothesis==6.88.1
-idna==3.4
+hypothesis==6.91.0
+idna==3.6
 importlib-metadata==6.8.0
 iniconfig==2.0.0
 joblib==1.3.2
 Js2Py==0.74
-jsonschema==4.19.1
-jsonschema-specifications==2023.7.1
+jsonschema==4.20.0
+jsonschema-specifications==2023.11.1
 mmh3==4.0.1
 mock==5.1.0
 nltk==3.8.1
@@ -92,47 +92,47 @@ nose==1.3.7
 numpy==1.24.4
 oauth2client==4.1.3
 objsize==0.6.1
-orjson==3.9.9
+orjson==3.9.10
 overrides==6.5.0
 packaging==23.2
 pandas==1.5.3
 parameterized==0.9.0
 pluggy==1.3.0
 proto-plus==1.22.3
-protobuf==4.25.0
+protobuf==4.25.1
 psycopg2-binary==2.9.9
-pyarrow==11.0.0
-pyarrow-hotfix==0.4
-pyasn1==0.5.0
+pyarrow==14.0.1
+pyarrow-hotfix==0.6
+pyasn1==0.5.1
 pyasn1-modules==0.3.0
 pycparser==2.21
 pydot==1.4.2
-PyHamcrest==2.0.4
+PyHamcrest==2.1.0
 pyjsparser==2.7.1
-pymongo==4.5.0
+pymongo==4.6.0
 PyMySQL==1.1.0
 pyparsing==3.1.1
 pyproject_hooks==1.0.0
-pytest==7.4.2
+pytest==7.4.3
 pytest-timeout==2.2.0
-pytest-xdist==3.3.1
+pytest-xdist==3.5.0
 python-dateutil==2.8.2
 python-snappy==0.6.1
 pytz==2023.3.post1
 PyYAML==6.0.1
-referencing==0.30.2
+referencing==0.31.0
 regex==2023.10.3
 requests==2.31.0
 requests-mock==1.11.0
-rpds-py==0.10.6
+rpds-py==0.13.1
 rsa==4.9
-scikit-learn==1.3.1
-scipy==1.11.3
+scikit-learn==1.3.2
+scipy==1.11.4
 shapely==2.0.2
 six==1.16.0
 sortedcontainers==2.4.0
 soupsieve==2.5
-SQLAlchemy==1.4.49
+SQLAlchemy==1.4.50
 sqlparse==0.4.4
 tenacity==8.2.3
 testcontainers==3.7.1
@@ -140,10 +140,10 @@ threadpoolctl==3.2.0
 tomli==2.0.1
 tqdm==4.66.1
 typing_extensions==4.8.0
-tzlocal==5.1
+tzlocal==5.2
 uritemplate==4.1.1
-urllib3==2.0.7
+urllib3==2.1.0
 websocket-client==1.6.4
-wrapt==1.15.0
+wrapt==1.16.0
 zipp==3.17.0
-zstandard==0.21.0
+zstandard==0.22.0
diff --git a/sdks/python/setup.py b/sdks/python/setup.py
index 1785cd75df80..cdd3ecb1994c 100644
--- a/sdks/python/setup.py
+++ b/sdks/python/setup.py
@@ -141,9 +141,21 @@ def cythonize(*args, **kwargs):
 # [BEAM-8181] pyarrow cannot be installed on 32-bit Windows platforms.
 if sys.platform == 'win32' and sys.maxsize <= 2**32:
   pyarrow_dependency = ['']
+elif sys.platform == 'win32' or sys.platform == 'cygwin':
+  # https://github.com/apache/beam/issues/28410 - pyarrow>=13 seeing issues
+  # on windows with error
+  # C:\arrow\cpp\src\arrow\filesystem\s3fs.cc:2904:  arrow::fs::FinalizeS3 was
+  # not called even though S3 was initialized.  This could lead to a
+  # segmentation fault at exit. Keep pyarrow<13 until this is resolved.
+  pyarrow_dependency = [
+        'pyarrow>=3.0.0,<12.0.0',
+        # NOTE: We can remove this once Beam increases the pyarrow lower bound
+        # to a version that fixes CVE.
+        'pyarrow-hotfix<1'
+    ]
 else:
   pyarrow_dependency = [
-      'pyarrow>=3.0.0,<12.0.0',
+      'pyarrow>=3.0.0,<15.0.0',
       # NOTE(https://github.com/apache/beam/issues/29392): We can remove this
       # once Beam increases the pyarrow lower bound to a version that fixes CVE.
       'pyarrow-hotfix<1'