The Returns Dashboard Every Apparel Store Needs
Most returns reporting shows one number: the return rate. That number tells you almost nothing you can act on. These are the metrics that do.
Quick answers
- Most useful returns metric?
- Return rate by product, split too small vs too big
- Least useful?
- The store-wide return rate on its own
- What reveals distrust in your sizing?
- The bracketing rate
- What justifies investment?
- Cost per return
Metrics That Drive Action
| Metric | Decision it drives |
|---|---|
| Return rate by product | Which product page to fix |
| Too small vs too big split | Whether the item runs small/large |
| Size-return share | Whether sizing is your problem |
| Bracketing rate | How much shoppers distrust your chart |
| Exchange vs refund ratio | Whether you're keeping revenue |
| Cost per return | Whether prevention is worth funding |
Notes
The store-wide return rate is a vanity metric. It tells you that you have a problem, not what to do. It doesn't move quickly, it doesn't point at a product, and staring at it changes nothing. Break it down or ignore it.
Return rate by product is where the action is. Sort products by return rate. The worst few are almost always specific items that run small, photograph misleadingly, or have a wrong chart. Fixing three product pages usually beats any store-wide initiative.
The directional split is the diagnosis. "Too small" versus "too big" on a single product is a diagnosis you can act on today: add a 'runs small, size up' note and correct the chart. This is the single highest-leverage number in returns.
Track the exchange:refund ratio to see if your flow works. If you've built exchange-first returns, this ratio tells you whether it's actually working. If refunds still dominate on size-driven returns, your exchange path is too hard or the customer still doesn't know which size to swap to.
FAQs
What returns metrics should I track?
Return rate by product (not just store-wide), the too-small versus too-big split per product, the share of returns caused by size, your bracketing rate, the exchange-to-refund ratio, and your cost per return. Each one drives a specific decision.
Why is the store-wide return rate not enough?
Because it tells you that you have a problem without telling you what to do. It doesn't identify a product, a cause, or a fix. The useful version is return rate broken down by product and by directional reason.
What's the single most actionable returns number?
The too-small versus too-big split on an individual product. A lopsided split is an immediate instruction: the item runs small or large, so correct the chart and add a fit note to the product page.
Need this on your store?
Tailor Size Guide ships pre-built size charts for Shopify.