apache-beam

Monthly downloads

3.7M

Weekly downloads

927.7K

GitHub stars

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version

2.77.0

Requires Python

>=3.10

Licence

Apache License, Version 2.0

Last Release

1 week ago

Author

Apache Software Foundation

First Release

March 14, 2017

Total Releases

178

Python Versions

3.10 3.11 3.12 3.13 3.14

No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?

Score based on PyPI data only - no linked source repository

N/A

Health Score

Not available

requires GitHub data

Maintenance

Actively Maintained

click for breakdown

Downloads by OS

Linux 70.0K

macOS 148

Windows 95

Python Versions

3.7

47.7% 29.5K

3.11

15.1% 9.3K

3.12

12.9% 8.0K

3.9

12.5% 7.8K

3.10

11.9% 7.3K

Top Countries

61.9K

3.5K

3.1K

1.3K

934

854

564

342

252

10.

244

Weekly Downloads

Last 7 days

927,655

Last 30 days

3,698,239

Peak week (to 2026-10-10)

927,655

2026-09-25 – 2026-10-10. Enable JavaScript for the interactive chart.

GitHub Stars

Charts require JavaScript to render.

Dependencies

beartype <0.23.0,>=0.21.0
cryptography <51.0.0,>=39.0.0
fastavro <2,>=0.23.6
fasteners <1.0,>=0.3
grpcio !=1.48.0,!=1.59.*,!=1.60.*,!=1.61.*,!=1.62.0,!=1.62.1,!=1.66.*,!=1.67.*,!=1.68.*,!=1.69.*,!=1.70.*,<2,>=1.33.1
httplib2 <1.0.0,>=0.8
jsonpickle <5.0.0,>=3.0.4
numpy <2.5.0,>=1.14.3
objsize <0.8.0,>=0.6.1
packaging >=22.0
pillow <13,>=12.1.1
proto-plus <2,>=1.7.1
protobuf !=4.0.*,!=4.21.*,!=4.22.0,!=4.23.*,!=4.24.*,<7.0.0.dev0,>=3.20.3
pyarrow <26.0.0,>=14.0.1
pymongo <5.0.0,>=3.8.0
python-dateutil <3,>=2.8.0
pytz >=2018.3
pyyaml <7.0.0,>=3.12
requests <3.0.0,>=2.32.4
sortedcontainers >=2.4.0
typing-extensions >=3.7.0
zstandard <1,>=0.18.0

204 optional dependencies

absl-py>=0.12.0[p312-ml-test]
extra == "p312-ml-test"
absl-py>=0.12.0[onnx]
extra == "onnx"
absl-py>=0.12.0[ml-test]
extra == "ml-test"
absl-py>=0.12.0[tensorflow]
extra == "tensorflow"
absl-py>=0.12.0[p313-ml-test]
extra == "p313-ml-test"
absl-py>=0.12.0[p310-ml-test]
extra == "p310-ml-test"
absl-py>=0.12.0[ml-cpu]
extra == "ml-cpu"
azure-core<2,>=1.7.0[azure]
extra == "azure"
azure-identity<2,>=1.12.0[azure]
extra == "azure"
azure-storage-blob<13,>=12.3.2[azure]
extra == "azure"
boto3<2,>=1.9[aws]
extra == "aws"
cachetools<7,>=3.1.0[gcp]
extra == "gcp"
chromedriver-binary<118,>=117[interactive-test]
extra == "interactive-test"
cloud-sql-python-connector<2.0.0,>=1.18.2[gcp]
extra == "gcp"
cloud-sql-python-connector<2.0.0,>=1.0.0[test]
extra == "test"
crcmod<2.0,>=1.7[tfrecord]
extra == "tfrecord"
cryptography>=41.0.2[test]
extra == "test"
dask>=2024.4.2[dask]
extra == "dask"
datatable==1.0.0[xgboost]
extra == "xgboost"
datatable[p310-ml-test]
extra == "p310-ml-test"
datatable[ml-test]
extra == "ml-test"
datatable[p312-ml-test]
extra == "p312-ml-test"
deltalake>=0.15.0[test]
extra == "test"
dill<0.3.2,>=0.3.1.1[dill]
extra == "dill"
dill[ml-test]
extra == "ml-test"
dill[tft]
extra == "tft"
distributed>=2024.4.2[dask]
extra == "dask"
docstring-parser<1.0,>=0.15[docs]
extra == "docs"
docstring-parser<1.0,>=0.15[yaml]
extra == "yaml"
docstring-parser<1.0,>=0.15[test]
extra == "test"
docutils>=0.18.1[docs]
extra == "docs"
embeddings>=0.0.4[ml-test]
extra == "ml-test"
embeddings>=0.0.4[p313-ml-test]
extra == "p313-ml-test"
embeddings>=0.0.4[p310-ml-test]
extra == "p310-ml-test"
embeddings>=0.0.4[p312-ml-test]
extra == "p312-ml-test"
facets-overview<2,>=1.1.0[interactive]
extra == "interactive"
freezegun>=0.3.12[test]
extra == "test"
google-adk==1.28.1[p312-ml-test]
extra == "p312-ml-test"
google-adk==1.28.1[p310-ml-test]
extra == "p310-ml-test"
google-api-core<3,>=2.0.0[gcp]
extra == "gcp"
google-apitools<0.5.32,>=0.5.31[gcp]
python_version < "3.13" and extra == "gcp"
google-auth<3,>=2.0.0[gcp]
extra == "gcp"
google-auth-httplib2<0.3.0,>=0.1.0[gcp]
extra == "gcp"
google-cloud-aiplatform<2.0,>=1.26.0[gcp]
extra == "gcp"
google-cloud-bigquery<4,>=2.0.0[gcp]
extra == "gcp"
google-cloud-bigquery-storage<3,>=2.6.3[gcp]
extra == "gcp"
google-cloud-bigtable<3,>=2.44.0[gcp]
extra == "gcp"
google-cloud-build<4,>=3.35.0[gcp]
extra == "gcp"
google-cloud-core<3,>=2.0.0[gcp]
extra == "gcp"
google-cloud-dataflow-client<0.14.0,>=0.13.0[gcp]
extra == "gcp"
google-cloud-dataproc<6,>=5.0.0[interactive]
extra == "interactive"
google-cloud-datastore<3,>=2.0.0[gcp]
extra == "gcp"
google-cloud-dlp<4,>=3.0.0[gcp]
extra == "gcp"
google-cloud-firestore<3,>=2.0.0[gcp-test]
extra == "gcp-test"
google-cloud-kms<4,>=3.0.0[gcp]
extra == "gcp"
google-cloud-language<3,>=2.0[gcp]
extra == "gcp"
google-cloud-pubsub<3,>=2.1.0[gcp]
extra == "gcp"
google-cloud-recommendations-ai<0.11.0,>=0.1.0[gcp]
extra == "gcp"
google-cloud-resource-manager<2,>=1.12.0[gcp]
extra == "gcp"
google-cloud-secret-manager<3,>=2.0[gcp]
extra == "gcp"
google-cloud-spanner<4,>=3.0.0[gcp]
extra == "gcp"
google-cloud-storage<4,>=2.18.2[gcp]
extra == "gcp"
google-cloud-videointelligence<3,>=2.0[gcp]
extra == "gcp"
google-cloud-vision<4,>=2[gcp]
extra == "gcp"
hdfs<3.0.0,>=2.1.0[hadoop]
extra == "hadoop"
hypothesis<6.148.4,>5.0.0[test]
extra == "test"
ipykernel<7,>=6[interactive]
extra == "interactive"
ipython<9,>=7[interactive]
extra == "interactive"
ipywidgets<9,>=8[interactive]
extra == "interactive"
jinja2<3.2,>=3.0[test]
extra == "test"
jinja2<3.2,>=3.0[yaml]
extra == "yaml"
jinja2<3.2,>=3.0[docs]
extra == "docs"
joblib>=1.0.1[test]
extra == "test"
jsonschema<5.0.0,>=4.0.0[yaml]
extra == "yaml"
jupyter-client!=6.1.13,<8.2.1,>=6.1.11[interactive]
extra == "interactive"
keyrings-google-artifactregistry-auth[gcp]
extra == "gcp"
langchain[p312-ml-test]
extra == "p312-ml-test"
langchain[ml-test]
extra == "ml-test"
langchain[p310-ml-test]
extra == "p310-ml-test"
langchain[p313-ml-test]
extra == "p313-ml-test"
markdown[docs]
extra == "docs"
mock<6.0.0,>=1.0.1[test]
extra == "test"
nbconvert<8,>=6.2.0[interactive]
extra == "interactive"
nbformat<6,>=5.0.5[interactive]
extra == "interactive"
needle<1,>=0.5.0[interactive-test]
extra == "interactive-test"
onnx<2,>=1.14.1[ml-test]
extra == "ml-test"
onnx<2,>=1.14.1[p312-ml-test]
extra == "p312-ml-test"
onnx<2,>=1.14.1[p313-ml-test]
extra == "p313-ml-test"
onnx<2,>=1.14.1[p310-ml-test]
extra == "p310-ml-test"
onnxruntime==1.13.1[onnx]
extra == "onnx"
onnxruntime[p310-ml-test]
extra == "p310-ml-test"
onnxruntime[p313-ml-test]
extra == "p313-ml-test"
onnxruntime[p312-ml-test]
extra == "p312-ml-test"
onnxruntime[ml-test]
extra == "ml-test"
openai==1.107.1[vllm]
extra == "vllm"
openai[docs]
extra == "docs"
opentelemetry-api==1.37.0[p310-ml-test]
extra == "p310-ml-test"
opentelemetry-api==1.37.0[p312-ml-test]
extra == "p312-ml-test"
opentelemetry-exporter-otlp-proto-http==1.37.0[p312-ml-test]
extra == "p312-ml-test"
opentelemetry-exporter-otlp-proto-http==1.37.0[p310-ml-test]
extra == "p310-ml-test"
opentelemetry-sdk==1.37.0[p310-ml-test]
extra == "p310-ml-test"
opentelemetry-sdk==1.37.0[p312-ml-test]
extra == "p312-ml-test"
oracledb>=3.1.1[test]
extra == "test"
orjson<4,>=3.9.7[gcp]
extra == "gcp"
pandas!=1.5.0,!=1.5.1,<2.4,>=1.4.3[interactive]
extra == "interactive"
pandas<2.4.0[test]
extra == "test"
pandas<2.4.0[docs]
extra == "docs"
pandas!=1.5.0,!=1.5.1,<2.4,>=1.4.3[yaml]
extra == "yaml"
pandas!=1.5.0,!=1.5.1,<2.4,>=1.4.3[dataframe]
extra == "dataframe"
parameterized<0.10.0,>=0.7.1[test]
extra == "test"
pg8000>=1.31.5[gcp]
extra == "gcp"
pg8000>=1.31.5[test]
extra == "test"
pillow<10,>=7.1.1[interactive-test]
extra == "interactive-test"
proto-plus<2,>=1.26.1[p312-ml-test]
extra == "p312-ml-test"
proto-plus<2,>=1.26.1[p310-ml-test]
extra == "p310-ml-test"
psycopg2-binary<3.0,>=2.8.5[test]
extra == "test"
pydot<2,>=1.2.0[interactive]
extra == "interactive"
pydot<2,>=1.2.0[test]
extra == "test"
pyhamcrest!=1.10.0,<3.0.0,>=1.9[test]
extra == "test"
pymilvus<3.0.0,>=2.5.10[p313-ml-test]
extra == "p313-ml-test"
pymilvus<3.0.0,>=2.5.10[milvus]
extra == "milvus"
pymysql>=1.1.0[gcp]
extra == "gcp"
pymysql>=1.1.0[test]
extra == "test"
pyod>=0.7.6[p310-ml-test]
extra == "p310-ml-test"
pyod>=0.7.6[ml-test]
extra == "ml-test"
pyod>=0.7.6[p312-ml-test]
extra == "p312-ml-test"
pyod>=0.7.6[p313-ml-test]
extra == "p313-ml-test"
pyrefly==1.1.1[dev]
extra == "dev"
pytest<10.0,>=7.1.2[test]
extra == "test"
pytest-timeout<3,>=2.1.0[test]
extra == "test"
pytest-xdist<4,>=2.5.0[test]
extra == "test"
python-tds>=1.16.1[test]
extra == "test"
python-tds>=1.16.1[gcp]
extra == "gcp"
qdrant-client>=1.15.0[p313-ml-test]
extra == "p313-ml-test"
qdrant-client>=1.15.0[p310-ml-test]
extra == "p310-ml-test"
qdrant-client>=1.15.0[p312-ml-test]
extra == "p312-ml-test"
qdrant-client>=1.15.0[qdrant]
extra == "qdrant"
quickjs-ng<1.0.0,>=0.14.0[yaml]
extra == "yaml"
redis<6,>=5.0.0[redis]
extra == "redis"
regex>=2020.6.8[gcp]
extra == "gcp"
requests-mock<2.0,>=1.7[test]
extra == "test"
ruff==0.15.22[dev]
extra == "dev"
scikit-learn<1.8.0,>=0.20.0[test]
extra == "test"
sentence-transformers>=2.2.2[p312-ml-test]
extra == "p312-ml-test"
sentence-transformers>=2.2.2[ml-test]
extra == "ml-test"
sentence-transformers>=2.2.2[p310-ml-test]
extra == "p310-ml-test"
sentence-transformers>=2.2.2[p313-ml-test]
extra == "p313-ml-test"
skl2onnx[p310-ml-test]
extra == "p310-ml-test"
skl2onnx[ml-test]
extra == "ml-test"
skl2onnx==1.13[onnx]
extra == "onnx"
skl2onnx[p312-ml-test]
extra == "p312-ml-test"
skl2onnx[p313-ml-test]
extra == "p313-ml-test"
sphinx<8.0,>=7.0.0[docs]
extra == "docs"
sqlalchemy<3.0,>=1.3[test]
extra == "test"
sqlalchemy-pytds>=1.0.2[test]
extra == "test"
tenacity<10,>=8.0.0[test]
extra == "test"
tensorflow==2.11.0[onnx]
extra == "onnx"
tensorflow[p310-ml-test]
extra == "p310-ml-test"
tensorflow[p312-ml-test]
extra == "p312-ml-test"
tensorflow[p313-ml-test]
extra == "p313-ml-test"
tensorflow<2.22,>=2.12rc1[tensorflow]
extra == "tensorflow"
tensorflow>=2.12.0[transformers]
extra == "transformers"
tensorflow[ml-test]
extra == "ml-test"
tensorflow>=2.12.0[ml-cpu]
extra == "ml-cpu"
tensorflow-hub[p312-ml-test]
extra == "p312-ml-test"
tensorflow-hub[p313-ml-test]
extra == "p313-ml-test"
tensorflow-hub<0.16.0,>=0.14.0[tensorflow-hub]
extra == "tensorflow-hub"
tensorflow-hub[ml-test]
extra == "ml-test"
tensorflow-hub[p310-ml-test]
extra == "p310-ml-test"
tensorflow-transform<1.22.0,>=1.21.0[ml-test]
extra == "ml-test"
tensorflow-transform<1.22.0,>=1.21.0[tft]
extra == "tft"
testcontainers<5.0.0,>=4.0.0[test]
extra == "test"
tf2onnx<1.18,>=1.17.0[p310-ml-test]
extra == "p310-ml-test"
tf2onnx<1.18,>=1.17.0[p312-ml-test]
extra == "p312-ml-test"
tf2onnx==1.17.0[onnx]
extra == "onnx"
tf2onnx<1.18,>=1.17.0[ml-test]
extra == "ml-test"
timeloop<2,>=1.0.2[interactive]
extra == "interactive"
tokenizers<0.23[ml-test]
extra == "ml-test"
tokenizers<0.23[p310-ml-test]
extra == "p310-ml-test"
tokenizers<0.23[p312-ml-test]
extra == "p312-ml-test"
tokenizers<0.23[p313-ml-test]
extra == "p313-ml-test"
torch==1.13.1[onnx]
extra == "onnx"
torch<2.12.0[p310-ml-test]
extra == "p310-ml-test"
torch<2.12.0[p312-ml-test]
extra == "p312-ml-test"
torch<2.12.0[p313-ml-test]
extra == "p313-ml-test"
torch<2.8.0,>=1.9.0[torch]
extra == "torch"
torch<2.12.0,>=1.9.0[transformers]
extra == "transformers"
torch<2.12.0[ml-test]
extra == "ml-test"
torch==2.8.0+cpu[ml-cpu]
extra == "ml-cpu"
transformers==4.25.1[onnx]
extra == "onnx"
transformers<4.56.0,>=4.28.0[p310-ml-test]
extra == "p310-ml-test"
transformers<4.56.0,>=4.28.0[p312-ml-test]
extra == "p312-ml-test"
transformers<4.56.0,>=4.28.0[p313-ml-test]
extra == "p313-ml-test"
transformers<4.56.0,>=4.28.0[transformers]
extra == "transformers"
transformers<4.56.0,>=4.28.0[ml-cpu]
extra == "ml-cpu"
transformers<4.56.0,>=4.28.0[ml-test]
extra == "ml-test"
triton==3.3.1[vllm]
extra == "vllm"
urllib3<2,>=1.21.1[interactive-test]
extra == "interactive-test"
virtualenv-clone<1.0,>=0.5[docs]
extra == "docs"
virtualenv-clone<1.0,>=0.5[test]
extra == "test"
virtualenv-clone<1.0,>=0.5[yaml]
extra == "yaml"
vllm==0.10.1.1[vllm]
extra == "vllm"
xgboost<2.1.3,>=1.6.0[xgboost]
extra == "xgboost"
yapf==0.43.0[dev]
extra == "dev"

Used By

apache-airflow-providers-apache-beam 243.4K/mo
tfx-bsl 170.8K/mo
apache-flink 158.3K/mo
tensorflow-data-validation 117.2K/mo
tensorflow-transform 86.9K/mo
tensorflow-model-analysis 18.1K/mo
tfx 14.6K/mo
codalab 13.4K/mo
lingvo 10.6K/mo
beam-postgres-connector 6.2K/mo

View all 68 dependents

Repository details

Forks

Issues

Last Commit

Contributors

Open PRs

Archived

Data and sources

Tracking Since

September 26, 2026

Data Updated

October 11, 2026

Data Freshness

Fresh

Keywords

apache beam

Sources and methodology

Package Information

Package Insights

Downloads by OS

Python Versions

Top Countries

Weekly Downloads

GitHub Stars

Dependencies

Used By

Repository details

Data and sources

Health Score

Maintenance

Category

Momentum

Python Support

License Type

Release Cadence

Contributor Risk

Additional Metrics