Start with what the sale contributes
Revenue, gross margin and contribution margin answer different questions. Agree which discounts, refunds and variable costs are included before comparing channels or collections. Keep the cost basis and period consistent. A return-adjusted revenue figure is not yet profit, and a contribution amount still has to cover the costs excluded from that calculation.
Use returns to frame a specific investigation
A store-wide return percentage can hide different patterns by style, size and purchase cohort. Compare like-for-like units and allow the same observation time. A size with more returns may need a product-information review, a quality check or a different explanation; the rate alone does not diagnose a fit defect. Review reason codes and the underlying item with the responsible team.
Put stock movement beside the commercial result
Sell-through describes units moving through a defined stock base and period. It is not the same as margin, revenue growth or future demand. A collection can sell quickly after heavy discounting; another can look slow because replenishment arrived late. Look at the size mix, receipts, returns and availability before treating one percentage as a merchandising instruction.
Give the review one owner and a next step
Bring merchandising, finance and growth together around a small shared record: the question, formula, source, period, known gaps and proposed action. Finance confirms the cost definitions; merchandising confirms stock context; the growth owner reviews the campaign or content implication. A specialist brief can connect these questions, but this guide does not assert that Faccelerate automatically changes prices, stock or budgets.
One collection, three complementary questions
Illustration: a dress collection reports healthy revenue. The margin review finds high fulfilment costs, the size-cohort review finds a return pattern to investigate, and the inventory review finds that popular sizes sold out early. The team proposes a cost review, a fit-information check and a replenishment discussion. None of the three observations alone proves which action will increase profit.
Use this at work
- Choose a question before choosing a metric.
- Agree the revenue, cost and unit definitions.
- Keep period, cohort and stock context visible.
- Assign the reviewer and next decision date.
Reference material
- Shopify: contribution margin and gross margin ↗
- Shopify: sales report definitions ↗
- Shopify: inventory report definitions ↗
Platform guidance checked 3 October 2026. Examples and working checklists are Faccelerate editorial illustrations.