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    Added 6/25/2026

    Soda

    Data quality testing defined in a readable check language

    Soda is profiled here as a Testing tool for engineering teams. Read about features, pricing, and how it compares to related options in the tools directory.

    TestingObservabilityData QualityFree
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    Description

     Soda is a data quality platform built around Soda Core, an open-source CLI, and the SodaCL check language. Engineers write checks for freshness, completeness, schema, and custom SQL conditions in YAML, then run them against warehouses and pipelines to catch bad data before it spreads downstream. Soda Cloud adds monitoring, anomaly detection, and collaboration on top of the open-source scanner. Writing checks in a readable language lets data and engineering teams collaborate on quality rules without deep tooling knowledge. The scanner plugs into orchestrators and transformation tools, so checks run as part of existing pipelines.

    Key Capabilities:

    • SodaCL language for declaring data quality checks

    • Validation across Snowflake, BigQuery, Databricks, Postgres, and Spark

    • Checks for freshness, completeness, validity, and schema

    • Anomaly detection on metrics over time in Soda Cloud

    • Pipeline integration with Airflow, dbt, and CI tools

    • Apache 2.0 Soda Core with a managed cloud option

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