Monthly downloads
1.1M
Weekly downloads
249.2K
GitHub stars
1.1K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
<3.15,>=3.10
Licence
MIT
Last Release
3 days ago
First Release
January 27, 2024
Total Releases
94
Python Versions
3
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
67
Adoption
70
Community
85
Provenance
100
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
1,068,109
•
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
1,068,109
Stars
1,085
Stars per 1k downloads
1.02
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
35,600
Month daily avg
35,604
Momentum
+-0.0%
((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
MIT
•
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
94
Releases/year
34.6
•
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
180
Monthly downloads
1,068,109
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
79
Issue Burden
12.9
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
60.2%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
28.6K
macOS
7
Windows
5
Python Versions
3.12
67.7%
19.3K
3.11
30.9%
8.8K
3.14
0.6%
179
3.10
0.4%
114
3.13
0.3%
93
Top Countries
1.
US
17.4K
US
2.
IE
5.7K
IE
3.
DE
3.4K
DE
4.
NL
1.3K
NL
5.
BR
332
BR
6.
GB
252
GB
7.
SG
188
SG
8.
SE
136
SE
9.
ZA
78
ZA
10.
AU
68
AU
Weekly Downloads
GitHub Stars
Dependencies
21
- boto3 <2.0.0,>=1.34.41
- click <9.0.0,>=8.1.0
- datacontract-specification <2.0.0,>=1.2.3
- deepdiff <10.0.0,>=6.0.0
- fastjsonschema <2.23.0,>=2.19.1
- jinja-partials <1.0.0,>=0.2.1
- jinja2 <4.0.0,>=3.1.5
- jsonschema <5.0.0,>=4.23.0
- open-data-contract-standard <3.3.0,>=3.2.0
- pydantic <2.14.0,>=2.8.2
- pydantic-settings <3.0.0,>=2.5.0
- python-dotenv <2.0.0,>=1.0.0
- python-multipart <1.0.0,>=0.0.20
- pytz >=2024.1
- pyyaml ~=6.0.1
- requests <2.35,>=2.31
- rich <16.0,>=13.7
- ruamel-yaml <0.20,>=0.17
- sqlglot <31.0.0,>=26.6.0
- truststore <1.0,>=0.10
- typer <0.28,>=0.18.0
85 optional dependencies
-
avro==1.12.2[avro]extra == "avro"
-
azure-identity<1.26,>=1.17.1[azure]extra == "azure"
-
azure-storage-blob<12.31,>=12.24[azure]extra == "azure"
-
confluent-kafka<3.0.0,>=2.6.0[kafka]extra == "kafka"
-
databricks-sdk<0.143.0[databricks]extra == "databricks"
-
databricks-sql-connector<4.7.0,>=3.7.0[databricks]extra == "databricks"
-
datacontract-cli[mysql]extra == "mysql"
-
datacontract-cli[all]extra == "all"
-
datacontract-cli[azure]extra == "azure"
-
datacontract-cli[csv]extra == "csv"
-
datacontract-cli[databricks-runtime]extra == "databricks-runtime"
-
datacontract-cli[dev]extra == "dev"
-
datacontract-cli[gcs]extra == "gcs"
-
datacontract-cli[iceberg]extra == "iceberg"
-
datacontract-cli[kafka]extra == "kafka"
-
datacontract-cli[s3]extra == "s3"
-
duckdb<1.6.0,>=1.5.0[duckdb]extra == "duckdb"
-
duckdb-extension-aws<1.6.0,>=1.5.0[s3]extra == "s3"
-
duckdb-extension-azure<1.6.0,>=1.5.0[azure]extra == "azure"
-
duckdb-extension-httpfs<1.6.0,>=1.5.0[s3]extra == "s3"
-
fastapi<0.143.0,>=0.115.0[api]extra == "api"
-
fastavro<2.0.0,>=1.9.7[kafka]extra == "kafka"
-
hdbcli<3.0.0,>=2.20.0[hana]extra == "hana"
-
httpx==0.28.1[dev]extra == "dev"
-
ibis-framework<13.0.0,>=10.0.0[exasol]extra == "exasol"
-
ibis-framework<13.0.0,>=10.0.0[duckdb]extra == "duckdb"
-
ibis-framework<13.0.0,>=10.0.0[dataframe]extra == "dataframe"
-
ibis-framework<13.0.0,>=10.0.0[databricks]extra == "databricks"
-
ibis-framework<13.0.0,>=10.0.0[clickhouse]extra == "clickhouse"
-
ibis-framework<13.0.0,>=10.0.0[bigquery]extra == "bigquery"
-
ibis-framework<13.0.0,>=10.0.0[athena]extra == "athena"
-
ibis-framework<13.0.0,>=10.0.0[impala]extra == "impala"
-
ibis-framework<13.0.0,>=10.0.0[oracle]extra == "oracle"
-
ibis-framework<13.0.0,>=10.0.0[postgres]extra == "postgres"
-
ibis-framework<13.0.0,>=10.0.0[redshift]extra == "redshift"
-
ibis-framework<13.0.0,>=10.0.0[snowflake]extra == "snowflake"
-
ibis-framework<13.0.0,>=10.0.0[sqlserver]extra == "sqlserver"
-
ibis-framework<13.0.0,>=10.0.0[trino]extra == "trino"
-
ibis-framework<13.0.0,>=10.0.0[hive]extra == "hive"
-
kafka-python[dev]extra == "dev"
-
minio==7.2.20[dev]extra == "dev"
-
moto==5.2.3[dev]extra == "dev"
-
mysql-connector-python<26.8.0,>=8.0.30[dev]extra == "dev"
-
numpy<3,>=1.23.2[dataframe]extra == "dataframe"
-
openapi-spec-validator<0.10,>=0.7[dev]extra == "dev"
-
openpyxl<4.0.0,>=3.1.5[excel]extra == "excel"
-
packaging<27.0,>=21.3[trino]extra == "trino"
-
packaging<27.0,>=21.3[sqlserver]extra == "sqlserver"
-
packaging<27.0,>=21.3[redshift]extra == "redshift"
-
packaging<27.0,>=21.3[postgres]extra == "postgres"
-
packaging<27.0,>=21.3[oracle]extra == "oracle"
-
packaging<27.0,>=21.3[impala]extra == "impala"
-
packaging<27.0,>=21.3[hive]extra == "hive"
-
packaging<27.0,>=21.3[exasol]extra == "exasol"
-
packaging<27.0,>=21.3[dataframe]extra == "dataframe"
-
packaging<27.0,>=21.3[databricks]extra == "databricks"
-
packaging<27.0,>=21.3[clickhouse]extra == "clickhouse"
-
packaging<27.0,>=21.3[athena]extra == "athena"
-
pandas<4,>=1.5.3[dataframe]extra == "dataframe"
-
pandas>=2.1.0[dev]extra == "dev"
-
pre-commit<4.7.0,>=3.7.1[dev]extra == "dev"
-
proto-schema-parser<3.0,>=1.0[protobuf]extra == "protobuf"
-
psycopg<4.0,>=3.1[postgres]extra == "postgres"
-
psycopg<4.0,>=3.1[redshift]extra == "redshift"
-
psycopg2-binary<3.0,>=2.9[dev]extra == "dev"
-
pyarrow>=10.0.1[dataframe]extra == "dataframe"
-
pyarrow>=18.1.0[parquet]extra == "parquet"
-
pyarrow-hotfix>=0.4[dataframe]extra == "dataframe"
-
pydbml>=1.1.1[dbml]extra == "dbml"
-
pyexasol>=1.1.0[exasol]extra == "exasol"
-
pyiceberg==0.12.0[iceberg]extra == "iceberg"
-
pymssql==2.4.2[dev]extra == "dev"
-
pytest[dev]extra == "dev"
-
pytest-cov[dev]extra == "dev"
-
pytest-xdist[dev]extra == "dev"
-
rdflib==7.6.0[rdf]extra == "rdf"
-
rich>=12.4.4[dataframe]extra == "dataframe"
-
ruff==0.16.10[dev]extra == "dev"
-
s3fs<2027.0.0,>=2025.2.0[s3]extra == "s3"
-
snowflake-connector-python<4.9,>=3.6[snowflake]extra == "snowflake"
-
sqlglot>=26.31.0[exasol]extra == "exasol"
-
testcontainers==4.15.0[dev]extra == "dev"
-
trino==0.339.0[dev]extra == "dev"
-
uvicorn<0.55.0,>=0.44.0[api]extra == "api"
-
xmlschema<5.0,>=4.0[xml]extra == "xml"
Used By
13
- dbt-data-engineering-toolkit-compiler 1.6K/mo
- airflow-provider-datacontract 946/mo
- dv-utils 854/mo
- carlton 848/mo
- datacontract-x 771/mo
- datacontract-helper 637/mo
- dagster-datacontract 317/mo
- dataproduct-sdk 277/mo
- tiozin 272/mo
- semapact 196/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh