Use cases  /  Operations
Find out why products get returned or exchanged — illustration

Find out why products get returned or exchanged

Ask Claude to pull your return and exchange data, group it by reason and product, and trace repeat-return SKUs back to a likely cause.

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Works with Shopify · Meta
1

Describe the task

Ask Claude to pull your return and exchange data, group it by reason and product, and trace repeat-return SKUs back to a likely cause.

Connect to my Shopify store, pull the last 3 months of returns and exchanges, group them by reason, and tell me which products are returned most and why.

2

What you'll need

  • Your Shopify store connected
  • At least a few months of return or exchange history
  • Your current size charts or product descriptions, if sizing might be the cause
3

What Claude does

  • Pulls return, refund, and exchange data via the Shopify connector
  • Groups returns by product, reason code, and time period
  • Flags SKUs with return rates well above your catalog average
  • Checks whether the product description or size chart likely contributed, and suggests a fix
What you get

A ranked list of your highest-return products with the likely cause behind each, plus specific fixes to the listing, sizing, or packaging where that's the issue.

Ready to try it?

Open this in Claude and point it at your store. You approve everything before it ships.

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