- SourcesOwnership, authorization, freshness
- ContractsSchema, type, null, range
- TransformBusiness rules, dedupe, joins
- Store + indexWarehouse, vectors, features
- AI handoffDataset and model traceability
- Quality dimensions
- Completeness, uniqueness, validity, consistency, timeliness, distribution drift, referential integrity
- Reconcile
- Counts, aggregates, hashes, rejected rows, late arrivals, backfills, and source-to-target samples
- Audit trail
- Source, transform revision, dataset version, access policy, model/index version, and downstream output