Pointblank lets you quarantine bad rows in pandas, Polars, DuckDB pipelines
Pointblank adds a quality gate to any pandas, Polars, DuckDB, or PostgreSQL workflow: you declare rules and thresholds, and the library flags or routes offending rows, optionally aborting pipelines or logging failures. Its CLI plugs into CI, letting you enforce data hygiene automatically.