Model golden records, matching rules, stewardship, and downstream sync for MDM
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Harvest metadata, lineage, and governance to power discovery and policy enforcement
Implement policies, access controls, lineage, and approvals to keep data compliant
Design domain-owned data products with platform capabilities and federated governance
Common questions about ai master data management architecture generator
Use deterministic keys plus fuzzy matching on names, addresses, and emails. Tune thresholds and review queues.
Define source trust scores and field-level rules. Track lineage of winning values.
Add stewardship workflows, approvals, and audits. Document data domains and owners.
Expose APIs, CDC streams, and batch exports. Keep subscribers updated on changes.
Track duplicates, match rates, merge accuracy, and SLA adherence. Run periodic data quality checks.
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