Cutting the data by product, discounts, returns, and profit together kept changing the picture.
It became less about finding a result — and more about understanding which patterns were actually worth chasing.
The more the data connected, the more the initial picture changed.
That's usually where the real insight is:
Not in the first pattern you see.
But in the one still standing after you've tried to break it.