WHAT IT IS
A working data governance program names data owners and stewards, publishes a business glossary of canonical definitions, maintains a data catalog with lineage, defines classification and access tiers (public, internal, confidential, restricted), and encodes legal obligations — GDPR, CPRA, PIPEDA, Quebec's Law 25, HIPAA, and sector-specific rules — into enforceable controls. DAMA-DMBOK and the DCAM framework are the most widely used reference bodies.
HOW IT WORKS
Governance lives on three layers: policy (what's required), process (who does what when), and platform (catalog, lineage, access, DLP, privacy tooling — Collibra, Alation, Atlan, Informatica, Microsoft Purview). Without all three, policy exists on paper and not in the data.
WHEN TO USE
Stand up or rebuild governance when audits are surfacing surprises, when AI initiatives require traceable training data, or when cross-border data transfers trigger new legal exposure.