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Every dashboard showing a different revenue number isn't a bug. It's missing structure. A layered warehouse. Raw to staging to a modeled core to marts, so business logic lives in one place instead of 200 copies in 200 queries. The point of layers is a single source of truth. Analysts query the marts, not the raw bucket, so "revenue" means one ...
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