Define once, validate anywhere.

The marketplace for data quality rules. Discover, test, and install rules that work with your tools.

Popular:
68+ rules|5 tools supported|Free & open

How It Works

1. Find

Search by category, industry, compliance framework, or tool. 68+ rules and growing.

2. Test

Upload your CSV and test the rule live. See pass/fail results instantly. Your data is never stored.

3. Install

Export in your tool's format — Soda, dbt, Great Expectations, SQL, or Spark.

Works With Your Tools

Upload rules in any format. Download in any format.

Soda
dbt
Great Expectations
SQL
Spark
Import from any tool
Export to any tool

Try the Playground

Upload your data, pick a rule, and see results instantly. No signup required. Your data is processed in memory and never saved.

Open Playground

Compliance Packs — Coming Soon

Pre-built rule bundles mapped to regulatory requirements. SOX, HIPAA, GDPR, BCBS 239, and more.

SOXHIPAAGDPRBCBS 239PCI-DSS