Shopify Refund Rate Analysis

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Calculates Shopify refund rates across products, vendors, and timeframes to pinpoint quality concerns and listing inaccuracies.

This analytics skill automates the complex task of calculating Shopify refund rates, helping merchants and developers identify high-return products and problematic suppliers. By querying order and refund data through the Shopify GraphQL API, it provides a structured breakdown of return activity, calculates percentage rates, and exports the findings to a CSV file. It is a read-only tool designed for financial auditing and operational optimization without the risk of modifying live store data.

主要功能

01Automated CSV report generation for deep-dive analysis
02Read-only GraphQL execution ensuring store data safety
03Multi-dimensional grouping by product, vendor, or time period
04Real-time session tracking and standardized status reporting
05Customizable lookback windows and minimum order thresholds
06156 GitHub stars

使用场景

01Preparing data-driven supplier performance reviews and chargeback discussions
02Analyzing seasonal refund trends to improve customer expectation management
03Identifying low-quality products for inventory removal or improvement