| Tool | Purpose |
|---|---|
| Datacontract CLI | Define and validate YAML/JSON data contracts |
| SodaCL | Declarative data quality checks |
| dbt Contracts | Built-in schema enforcement and testing |
| OpenLineage + Great Expectations | Contract-aware lineage and monitoring |
| LakeFS + Delta Lake | Versioned enforcement and rollback |
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