Know which SKUs are coming back before returns become margin leaks

Returns Intelligence gives Shopify operators the visibility to spot return risks early, understand why items come back, and take action on SKUs that impact margin.

Code-native Shopify app
No manual exports
Actionable insights

Monthly return rate by SKU

30d90dLTD
May 1 - May 31, 2026

Return rate

8.73%

+0.86 pp

Sold units

24,842

+12.4%

Returned units

2,169

+9.1%

SKUs analyzed

312

ready

SKUProductReturn rateSold unitsReturnedTop reason
TSH-100-BLK-MEssential Tee14.62%1,245182Size
BRH-200-STN-8Everyday Hoodie11.08%932103Fit
JOG-300-BLK-LAthletic Jogger9.35%1,103103Too long
CAP-400-OLV-OSDad Cap6.21%2,045127Changed mind
TSH-101-WHT-MEssential Tee4.18%1,87678Size

Built for Shopify brands who want fewer surprises

Spot risk early

See which SKUs have rising return rates before they erode margin.

Understand why

Break down return reasons by product, fit, channel, and month.

Take action

Prioritize what to fix, test, or pull so your bestsellers keep performing.

Works with your Shopify data

Connect your Shopify store to analyze orders, returns, refunds, and products without spreadsheets or browser-side Shopify API calls.

Your Shopify dataAnalyzed securelyActionable insights

Security and trust, built in

Minimal customer data

The v1 dashboard avoids direct customer identity fields for analytics, exports, APIs, and logs.

Verified webhooks

Shopify webhook routes verify HMAC signatures before changing installation state.

Server-side secrets

Shopify tokens and vendor credentials stay encrypted and server-side.

Retention documented

Deletion, uninstall cleanup, support access, and audit retention are covered in the public policies.

Ready to get clarity on returns?

Install Returns Intelligence from Shopify and start building a cleaner return-rate view by SKU.

Install for Shopify