End-to-end traceability across ingestion, transformation, and serving layers with full audit evidence.
Schema enforcement, business rule validation, and automated quality gates.
Automated profiling with drift detection, distributions, and data health trends.
Cross-system reconciliation for financial and operational accuracy at scale.