Monte Carlo discovers freshness, volume, and schema anomalies with lineage; Great Expectations, Soda, and dbt tests enforce the checks you wrote. Collibra, Alation, and Atlan are catalogs and governance; Unity Catalog and Snowflake Horizon are the platform-native versions. DataOS is a platform built around data products themselves: ports, contracts, SLOs, semantics as first-class resources.