Assign domain ownership
Data governance improves when business and technology owners are accountable for priority domains, definitions, quality expectations, and lifecycle decisions.
Operationalize quality controls
Freshness, completeness, lineage, exception handling, and access controls need to be visible in everyday delivery workflows, not buried in governance documents.
Prepare reusable data products
AI teams move faster when trusted datasets, semantic layers, feature pipelines, and permission-aware access patterns are available for repeated use.