Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
<3.15,>=3.10
Licence
Apache-2.0
Last Release
2 days ago
Author
ZenML GmbH
First Release
December 13, 2020
Total Releases
197
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
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
80
Adoption
53
Community
80
Provenance
100
How the maintenance status was determined
Last commit
2 days ago
Monthly downloads
201,411
•
Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
201,411
Stars
5,616
Stars per 1k downloads
27.88
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
•
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
5,393
Month daily avg
6,714
Momentum
-19.7%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
<3.15,>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
•
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache-2.0
•
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
2 days ago
Total releases
197
Releases/year
33.7
•
Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
139
Monthly downloads
201,411
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
77
Issue Burden
23.5
per 1k stars
Discussions
2.0
per 1k stars
Fork Ratio
21.0%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
662
macOS
30
Windows
7
Python Versions
3.12
44.1%
296
3.11
34.6%
232
3.13
11.9%
80
3.14
6.4%
43
3.9
3.0%
20
Top Countries
1.
US
398
US
2.
DE
207
DE
3.
IE
175
IE
4.
BE
38
BE
5.
FR
38
FR
6.
IN
27
IN
7.
HR
12
HR
8.
MX
7
MX
9.
CN
6
CN
10.
NL
6
NL
Weekly Downloads
GitHub Stars *
Dependencies
18
- asgiref ~=3.10.0
- click <=8.5.0,>=8.3.3
- cloudpickle >=2.0.0
- distro <2.0.0,>=1.6.0
- docker ~=7.1.0
- gitpython <4.0.0,>=3.1.18
- jsonref
- opentelemetry-instrumentation-logging ==0.64b0
- opentelemetry-sdk ==1.43.0
- packaging >=24.1
- psutil >=5.0.0
- pydantic <=2.12.5,>=2.0
- pydantic-settings <3.0.0,>=2.0.0
- python-dateutil <3.0.0,>=2.8.1
- pyyaml >=6.0.1
- rich >=12.0.0
- setuptools >=70.0.0
- structlog >=25.5.0
114 optional dependencies
-
adlfs>=2021.10.0[adlfs]extra == "adlfs"
-
alembic<=1.15.2,>=1.8.1[local]extra == "local"
-
aws-profile-manager>=0.5.0[connectors-aws]extra == "connectors-aws"
-
azure-ai-ml<2.0.0,>=1.23.1[azureml]extra == "azureml"
-
azure-identity>=1.4.0[connectors-azure]extra == "connectors-azure"
-
azure-identity>=1.4.0[secrets-azure]extra == "secrets-azure"
-
azure-keyvault-secrets>=4.0.0[secrets-azure]extra == "secrets-azure"
-
azure-mgmt-containerregistry>=10.0.0[connectors-azure]extra == "connectors-azure"
-
azure-mgmt-containerservice>=20.0.0[connectors-azure]extra == "connectors-azure"
-
azure-mgmt-resource<25.0.0,>=21.0.0[connectors-azure]extra == "connectors-azure"
-
azure-mgmt-storage>=20.0.0[connectors-azure]extra == "connectors-azure"
-
azure-storage-blob<13.0.0,>=12.17.0[connectors-azure]extra == "connectors-azure"
-
bandit<2.0.0,>=1.7.5[dev]extra == "dev"
-
bcrypt==4.0.1[local]extra == "local"
-
beautifulsoup4<5.0.0,>=4.12.0[dev]extra == "dev"
-
boto3>=1.16.0[secrets-aws]extra == "secrets-aws"
-
boto3>=1.16.0[aws-rds-iam]extra == "aws-rds-iam"
-
boto3>=1.16.0[connectors-aws]extra == "connectors-aws"
-
cachetools<8.0.0,>=5.3.0[server]extra == "server"
-
copier>=8.1.0[templates]extra == "templates"
-
coverage<8.0.0,>=7.6.1[dev]extra == "dev"
-
croniter>=6.0.0[server]extra == "server"
-
fastapi<0.139.0,>=0.138.0[server]extra == "server"
-
gcsfs>=2022.11.0[gcsfs]extra == "gcsfs"
-
google-cloud-aiplatform>=1.34.0[vertex]extra == "vertex"
-
google-cloud-artifact-registry>=1.11.3[connectors-gcp]extra == "connectors-gcp"
-
google-cloud-container>=2.21.0[connectors-gcp]extra == "connectors-gcp"
-
google-cloud-pipeline-components>=2.19.0[vertex]extra == "vertex"
-
google-cloud-secret-manager>=2.12.5[secrets-gcp]extra == "secrets-gcp"
-
google-cloud-storage>=2.9.0[connectors-gcp]extra == "connectors-gcp"
-
httpx<1.0.0,>=0.23.0[dev]extra == "dev"
-
httpx2<3.0.0,>=2.5.0[dev]extra == "dev"
-
hvac>=0.11.2[secrets-hashicorp]extra == "secrets-hashicorp"
-
hypothesis>=6.43.1[dev]extra == "dev"
-
ipinfo>=4.4.3[server]extra == "server"
-
itsdangerous~=2.2.0[server]extra == "server"
-
jinja2[server]extra == "server"
-
jinja2-time<0.3.0,>=0.2.0[templates]extra == "templates"
-
jsonschema>=4.0.0[local]extra == "local"
-
kfp>=2.6.0[vertex]extra == "vertex"
-
kubernetes>=18.20.0[connectors-kubernetes]extra == "connectors-kubernetes"
-
kubernetes>=18.20.0[connectors-aws]extra == "connectors-aws"
-
kubernetes>=18.20.0[connectors-azure]extra == "connectors-azure"
-
kubernetes>=18.20.0[connectors-gcp]extra == "connectors-gcp"
-
maison<2.0[dev]extra == "dev"
-
marshmallow<4.0.0[connectors-azure]extra == "connectors-azure"
-
mike<2.0.0,>=1.1.2[dev]extra == "dev"
-
mkdocs<2.0.0,>=1.6.1[dev]extra == "dev"
-
mkdocs-autorefs<2.0.0,>=1.4.0[dev]extra == "dev"
-
mkdocs-awesome-pages-plugin<3.0.0,>=2.10.1[dev]extra == "dev"
-
mkdocs-material==9.7.7[dev]extra == "dev"
-
mkdocstrings<1.0.0,>=0.28.1[dev]extra == "dev"
-
mkdocstrings-python[dev]extra == "dev"
-
mypy==1.18.2[dev]extra == "dev"
-
opentelemetry-exporter-otlp-proto-http<1.44.0,>=1.43.0[otel]extra == "otel"
-
opentelemetry-instrumentation-fastapi<0.65b0,>=0.64b0[otel]extra == "otel"
-
opentelemetry-instrumentation-requests<0.65b0,>=0.64b0[otel]extra == "otel"
-
opentelemetry-instrumentation-sqlalchemy<0.65b0,>=0.64b0[otel]extra == "otel"
-
passlib~=1.7.4[local]extra == "local"
-
pre-commit[dev]extra == "dev"
-
pydoclint>=0.8.3[dev]extra == "dev"
-
pyjwt<2.14.0,>=2.13.0[server]extra == "server"
-
pyment<0.4.0,>=0.3.3[dev]extra == "dev"
-
pymysql>=1.1.1,~=1.1.0[local]extra == "local"
-
pytest<10.0.0,>=9.0.3[dev]extra == "dev"
-
pytest-clarity<2.0.0,>=1.0.1[dev]extra == "dev"
-
pytest-instafail>=0.5.0[dev]extra == "dev"
-
pytest-mock<4.0.0,>=3.6.1[dev]extra == "dev"
-
pytest-randomly<4.0.0,>=3.10.1[dev]extra == "dev"
-
pytest-rerunfailures<17.0.0,>=16.1[dev]extra == "dev"
-
pytest-split<0.12.0,>=0.11.0[dev]extra == "dev"
-
python-multipart~=0.0.9[server]extra == "server"
-
python-terraform[terraform]extra == "terraform"
-
pyyaml-include<2.0[templates]extra == "templates"
-
redis<8.0.0,>=7.1.0[server-streaming]extra == "server-streaming"
-
requests<3.0.0,>=2.27.11[connectors-azure]extra == "connectors-azure"
-
rich>=12.0.0[jupyter]extra == "jupyter"
-
ruff>=0.1.7[dev]extra == "dev"
-
ruff>=0.1.7[templates]extra == "templates"
-
s3fs!=2025.3.1,>=2022.11.0[s3fs]extra == "s3fs"
-
sagemaker<3.0.0,>=2.237.3[sagemaker]extra == "sagemaker"
-
secure~=1.0.1[server]extra == "server"
-
sqlalchemy<3.0.0,>=2.0.0[local]extra == "local"
-
sqlalchemy-utils[local]extra == "local"
-
sqlmodel==0.0.38[local]extra == "local"
-
tldextract~=5.1.0[server]extra == "server"
-
tox>=3.24.3[dev]extra == "dev"
-
types-cachetools<8.0.0,>=5.3.0[dev]extra == "dev"
-
types-certifi>=2021.10.8.0[dev]extra == "dev"
-
types-croniter>=1.0.2[dev]extra == "dev"
-
types-futures>=3.3.1[dev]extra == "dev"
-
types-hvac>=2.3.0[dev]extra == "dev"
-
types-jsonschema>=4.26.0[dev]extra == "dev"
-
types-markdown>=3.3.6[dev]extra == "dev"
-
types-paramiko<4.0.0,>=3.4.0[dev]extra == "dev"
-
types-passlib>=1.7.7[dev]extra == "dev"
-
types-pillow>=9.2.1[dev]extra == "dev"
-
types-protobuf>=3.18.0[dev]extra == "dev"
-
types-psutil>=5.8.13[dev]extra == "dev"
-
types-pymysql>=1.0.4[dev]extra == "dev"
-
types-python-dateutil>=2.8.2[dev]extra == "dev"
-
types-python-slugify>=5.0.2[dev]extra == "dev"
-
types-pyyaml>=6.0.0[dev]extra == "dev"
-
types-redis>=4.1.19[dev]extra == "dev"
-
types-requests>=2.27.11[dev]extra == "dev"
-
types-setuptools>=57.4.2[dev]extra == "dev"
-
types-six>=1.16.2[dev]extra == "dev"
-
types-termcolor>=1.1.2[dev]extra == "dev"
-
typing-extensions>=3.7.4[dev]extra == "dev"
-
urllib3<2.6.0[vertex]extra == "vertex"
-
uvicorn>=0.17.5[server]extra == "server"
-
yamlfix>=1.16.0[dev]extra == "dev"
-
zenml[server]extra == "server"
-
zizmor>=1.0.0[dev]extra == "dev"
Used By
5
- fair-py-ops 2.1K/mo
- xfmr-zem 411/mo
- zennews 191/mo
- project-eden 141/mo
- pydeevo 53/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh