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DATA-WAREHOUSE-MANAGEMENT4 MIN READ

Sort Quality Checks by Risk

Match warehouse data tests to the quality risk they are designed to catch.

Sort each warehouse check by the risk it is meant to control. Grain duplication Missing required key Invalid business value Broken relationship Stale data Cross-system mismatch Ensure invoice_line_id is unique in the revenue fact Require customer_id on every paid invoice row Allow only active, paused, canceled, and trial in subscription_status Verify every invoice customer_id exists in the customer dimension Warn when the billing source has not loaded in 90 minutes Compare monthly recognized revenue to the Finance ledger within tolerance Check that one product event ID appears only once after deduplication Require owner_id on every active sales opportunity Reject lifecycle_stage…

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