Return Reason Analysis
Review why customers are returning products and identify patterns.

Return Reason Analysis helps you review why customers are returning products. It is useful when you want a clearer view of return patterns and customer behavior inside your Shopify reporting workflow.
Use this report when you need to identify common return reasons, improve post-purchase decisions, and support retention-focused analysis.
What this report shows
- Return reason data
- Return pattern visibility
- Customer behavior insights tied to returns
- Export-ready return reason reporting
Why merchants use this report
Merchants use this report to understand the most common reasons behind returns and identify patterns that may need attention. It helps with product review, retention planning, and stronger post-purchase decision-making.
How to create this report
- Open Report Pundit
- Go to the Report Library
- Search for Return Reason Analysis
- Open the report
- Export or schedule it as needed
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