Dashboards often appear consistent on the surface. Metrics display clearly, charts update regularly, and stakeholders rely on the visuals to understand performance. Yet beneath the surface, subtle conflicts can exist within the underlying data logic. Different filters, transformation rules, or aggregation methods may produce slightly different results across reports.  These discrepancies are rarely obvious until…