Discovery revealed that each merchandise category followed its own planning and buying process, shaped by product type, seasonality, and operational constraints.
Spreadsheet-based workflows masked these differences and made them brittle to change. This reframed the challenge from replacing Excel to designing a system that could accommodate variation without fragmenting the data foundation.