DQ Gates
Block pipelines automatically when null rates or schema drift exceed thresholds.
Deterministic Replay
Re-run historical logic against time-travelled data snapshots.
Drift Detection
Monitor distribution shifts in key value drivers (rebates, costs).
Schema Enforcement
Strict contract testing between ingestion and consumption layers.