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Schema and statistical validation for pandas, Polars and PySpark DataFrames.
pip install pandera
Package pandera, last 26 weeks.
pandera
Other tools in the same categories.
fivetran/great_expectations
Python framework for declaring data quality tests (Expectations) and validating pipelines; now under Fivetran.
sodadata/soda-core
Data quality checks written in a YAML-based language (SodaCL) that run against many data sources.
elementary-data/elementary
dbt-native data observability for anomaly detection, test results and lineage.
montecarlodata.com
Leading commercial data and AI observability platform for detecting freshness, volume and schema incidents.
datahub-project/datahub
Open-source metadata platform for data discovery, lineage, governance and AI asset catalogs.
open-metadata/OpenMetadata
Unified open-source platform for data discovery, observability, quality and governance.
atlan.com
Active metadata platform and data catalog for collaboration, lineage and AI governance.
amundsen-io/amundsen
Lyft's open-source data discovery engine; the repo is archived, so prefer DataHub or OpenMetadata.