Soda Core

Soda Core is a valuable open-source tool and Python library designed for modern data stacks, including SQL, Spark, and Pandas. Operating as a command-line interface (CLI), it facilitates data quality testing by utilizing the Soda Checks Language (SodaCL). This tool seamlessly integrates into data pipelines and development workflows, allowing for both manual and automated testing.

Soda Core conducts scans on datasets, executing user-defined checks to identify invalid, missing, or unexpected data. When issues arise, it highlights the data flagged as poor quality, aiding in quick identification and resolution. For enhanced features and collaboration capabilities, users can explore Soda Library, an extension of Soda Core.