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ANALYTICS-ENGINEERING5 MIN READ

Metrics Definitions Belong Upstream of BI

Explain why centralized metric definitions reduce cross-tool drift.

A metric label is not a metric definition. A real metric definition includes the business event, the entity being counted or summed, the time dimension used for grouping, the filters baked into the rule, and any derived logic like ratios or rolling windows. If those ingredients are scattered across dashboards, teams will produce different answers with the same label. Why centralization matters dbt's semantic and metric definitions let teams define business logic where code review, lineage, and documentation already exist. That moves debates out of dashboard settings and into a governed transformation workflow. What gets better downstream BI tools, notebooks,…

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