Data governance: lessons on data usage and data controls from finance domain
summary
After regulators demand numbers in 2016, a Wells Fargo data program builds a pipeline that detects PII at ingestion using a data scan mechanism, applies scalable type detection (credit card, PAN, DOB, address), and auto-tags assets into a catalog with AI/ML cataloging. Master data management plus lineage links ingestion to consumption, business stewards own access policies, and protection uses tokenization, encryption, masking. Result: faster discovery of usable datasets and auditable controls that reduce risky data swamps.
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