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.
주요 기능
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
사용 사례
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