← back

category

Data quality

Declare tests on datasets and check them in pipelines.

Side by side

Data quality
ToolStarsLicenceTermsSelf-hostedLanguageLatestLast push
Great Expectations12kApache-2.0Open sourceNoPython1.23.22026-10-06
Pandera4.5kMITOpen sourceNoPythonv0.34.12026-10-06
Deequ3.6kApache-2.0Open sourceNoScala2.1.02026-09-16
Soda Core2.4kOtherSource availableNoPythonv4.26.02026-10-06
Elementary2.4kApache-2.0Open sourceNoHTMLv0.26.02026-10-06

5 tools

Pandera

A light-weight, flexible, and expressive statistical data testing library

Language
Python
Licence
MIT
Stars
4.5k
Latest
v0.34.1
Last push
2026-10-06
Deequ

Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.

Language
Scala
Licence
Apache-2.0
Stars
3.6k
Latest
2.1.0
Last push
2026-09-16
Soda Core

Data Contracts engine for the modern data stack. https://www.soda.io

Language
Python
Licence
Other
Stars
2.4k
Latest
v4.26.0
Last push
2026-10-06
Elementary

The dbt-native data observability solution for data & analytics engineers. Monitor your data pipelines in minutes. Available as self-hosted or cloud service with premium features.

Language
HTML
Licence
Apache-2.0
Stars
2.4k
Latest
v0.26.0
Last push
2026-10-06

What these tools replace