Duplicate metrics in a dashboard: how I fixed it

I saw this during a busy shift while maintaining a sales dashboard with multiple sources. The problem was that metrics were being duplicated when customers, orders, and returns were cross-referenced. At first, it didn't seem serious, but in a real work environment, that kind of detail can affect timelines, costs, or customer trust. Before touching anything, I organized the case data. I checked…