Banks run critical data flows across core banking, payments, risk, and reporting, but operational control remains fragmented across isolated teams and tools. Schema changes and pipeline failures surface late, often downstream in regulatory filings or management dashboards, while investigations drag on because evidence is scattered. Consequently, strategic AI and analytics initiatives stall, not from a lack of vision, but because leadership cannot verify the integrity of the underlying data.