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DATA-PIPELINE-ENGINEERING5 MIN READ

Turn a business invariant into dbt tests

Select data tests by mapping a business invariant to the failure it should catch.

fact_orders feeds monthly revenue reporting. It has a not-null test on order_id, but Finance found negative net revenue caused by refund rows mixed with sale rows. Invariant -> failure mode -> test type Adding generic column tests without naming the business assumption can create a false sense of coverage. Name the grain invariant One row represents one order line, so order_id plus line_id must be unique and not null. Grain tests prevent duplicate facts, which are often more damaging than missing descriptive fields. Name the relationship invariant Every customer_id in facts must exist in dim_customer, so add a relationship test.…

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