Analyzing 8,500+ retail records to uncover revenue drivers, outlet strategy signals, and product performance patterns.
Driving 65% of total revenue from one outlet type creates vulnerability. Medium outlets show stronger sales efficiency and should anchor expansion plans.
Low Fat products outperform Regular across categories — this is a procurement signal to shift shelf allocation, not a one-category anomaly.
Low-visibility products still generate strong revenue, suggesting product type and price point matter more than shelf placement optimization.
Medium-rated products outsell high-rated ones, pointing to habit and availability as the real purchase drivers. A UX experiment on rating visibility is warranted.