Analyze Shopify return trends to identify product quality and listing issues.
Shopify Admin Return Reason Analysis
Aggregates return reasons across orders to help identify underlying product quality, sizing, or descriptive listing issues.
Skill impact
A focused workflow with measurable value.
Stars
188
Forks
19
Updated
Sep 14, 2026
About Shopify Admin Return Reason Analysis
Read-only: aggregates return reasons across orders to identify product quality or listing issues.
What Shopify Admin Return Reason Analysis Can Help You Do
Provides analytical insights into why customers return products by processing return request data, categorizing return reasons, and mapping them to specific products and SKUs.
Common use cases
Assessing product quality trends based on return feedback
Optimizing product descriptions to reduce misaligned expectations
Analyzing size and fit issues for apparel categories
Conducting monthly business performance reviews
Comparing return performance across different product lines
Quick start
Install command
npx skills add 40rty-ai/shopify-admin-skills@shopify-admin-return-reason-analysisTags
Topics and capabilities