Validation

OndatraSQL constraints validate rows before data is written. If any row fails, the model is blocked and nothing is inserted into your DuckLake tables.

OndatraSQL audits detect dataset-level regressions inside the materialize transaction. A failing audit aborts atomically with no data committed.

OndatraSQL warnings surface data quality issues without stopping the data pipeline. Monitor thresholds and track known issues over time.