For Returns-Heavy Apparel & Footwear
Real profit tracking for returns-heavy apparel & footwear brands
Apparel and footwear carry the highest return rates in ecommerce, roughly 25-40% by category, driven mostly by fit and sizing you can't judge from a product page, against roughly 8-10% for electronics. That gap doesn't show up on a standard revenue dashboard. It shows up quietly, order by order, as returns eat a real chunk of a margin that looked fine at the point of sale.
A real, sourced worked example: a $75 DTC apparel order
- Gross revenue
- $75.00
- COGS / landed cost (35%)
- -$26.25
- Ad spend / CAC (25%)
- -$18.75
- Shipping & fulfillment (10%)
- -$7.50
- Returns allocation (7%)
- -$5.25
- Platform fees (2.9%)
- -$2.18
- Payment processing (3.3%)
- -$2.48
- Contribution profit
- $12.59 (16.8%)
- Allocated fixed costs (8%)
- -$6.00
- Net profit
- $6.59 (8.8%)
Built for how returns-heavy apparel & footwear actually works
A named SKU warning, not a buried number
When returns push a specific product's true contribution margin negative, the Data Story Feed names that exact SKU with a plain-English explanation, rather than leaving it as one line in a spreadsheet you'd have to build and re-check yourself every week.
A one-click fix once a SKU is confirmed to be losing money
The Action Queue's sku_pause action lets you pull ad spend off a specific losing SKU with one click, a real, already-shipped Shopify write you confirm before anything changes, not a recommendation you'd still have to go execute somewhere else.
The true cost of a return, not just the refund
A returned item costs more than the refund itself: reverse shipping, restock labor, and the days it spends unsellable in transit or inspection all eat into margin. Upstream's free Cost of Returns Calculator below walks through the fuller number, and the connected app applies the same real per-order cost logic automatically.
Free calculators for returns-heavy apparel & footwear
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A Fox & Otter Data product