shopify-admin-return-reason-analysis
OfficialPinpoint top return causes by product
System Documentation
What problem does it solve?
This skill solves the problem of not knowing which products and listing issues drive the most customer returns.
Core Features & Use Cases
It aggregates return reasons across a chosen date window and groups them by return reason code, product title, and variant SKU. It also provides return counts and return-rate context by comparing total returns to total orders in the same period, helping you prioritize merchandising fixes. A common use case is identifying whether “wrong size,” “damaged/defective,” or “not as described” returns cluster around specific SKUs so you can adjust product content, packaging, or sizing guidance.
Quick Start
Use the skill to analyze return reasons for your store over the last 30 days and output the results to a CSV file.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: shopify-admin-return-reason-analysis Download link: https://github.com/40RTY-ai/shopify-admin-skills/archive/main.zip#shopify-admin-return-reason-analysis Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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