When dashboards disagree, the fix isn’t picking a winner but tracing why they diverge following data lineage, transformations, and filters end to end. Most mismatches come from small logic differences like exclusions or test data leakage. Once found, align everyone on a canonical metric definition. Governance through a shared metrics layer prevents future conflicts without rebuilding dashboards.