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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