Data Contracts engine for the modern data stack. https://www.soda.io
Data checks written in a YAML-based language and run in pipelines.
Alternativen zu
Always know what to expect from your data.
Soda Core, Pandera und Deequ. 3 Alternativen zu Great Expectations, in Python, Scala. Ersatzgrad, Lizenz, Sterne und das neueste signierte Release im Vergleich.
| Tool | Ersatzgrad | Sterne | Lizenz | Bedingungen | Selbst hostbar | Sprache | Neuestes Release | Letzter Push |
|---|---|---|---|---|---|---|---|---|
| Soda Core | Vollwertiger Ersatz | 2.4k | Other | Quelltext verfügbar | Nein | Python | v4.27.0 | 2026-10-16 |
| Pandera | Teilweise | 4.5k | MIT | Open Source | Nein | Python | v0.34.1 | 2026-10-19 |
| Deequ | Teilweise | 3.6k | Apache-2.0 | Open Source | Nein | Scala | 2.1.0 | 2026-10-13 |
3 Alternativen
Data Contracts engine for the modern data stack. https://www.soda.io
Data checks written in a YAML-based language and run in pipelines.
A light-weight, flexible, and expressive statistical data testing library
Schema validation for dataframes in Python, without data docs or a checkpoint runner.
Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.
Data quality checks and metrics on Apache Spark, written in Scala.