Returns & CX Mar 16, 2027 5 min read
How to Analyze Return Data to Improve Product Pages
Return data tells you exactly what's broken. Track: reason, size, product, customer segment. Then act on patterns.
The Chart
| Pattern | Action |
|---|---|
| One product 2x avg return | Update size chart, photos, description |
| One size returns 2x | Adjust size grading or chart accuracy |
| International >> domestic | Add multi-region sizing |
| First-time buyers higher | Improve onboarding + size guidance |
| Color-swap returns | Improve photography + color accuracy |
FAQs
Where to find return data?
Shopify admin → Reports → Returns. Apps like Loop, Returnly export richer data including reason codes.
How often to review?
Monthly cadence. Weekly for high-volume stores. Look at rolling 30-day numbers to smooth seasonality.
Need this on your store?
Tailor Size Guide ships pre-built size charts for Shopify.