shopify-admin-exchange-vs-refund-ratio

To calculate the exchange versus refund ratio for Shopify returns, the Skill categorizes resolved returns by checking for exchange line items, store credit, or refunds. It then computes a revenue recovery rate and exports the split to a CSV file.

Revenue recovery rate tracking measures the percentage of returned order value retained by your store. It is calculated by dividing the sum of exchanges and store credit by total resolved returns, helping you monitor revenue retention trends over time.

Yes, analyzing Shopify return outcomes requires authenticated read-only access to the read_returns and read_orders scopes. These permissions allow the tool to execute GraphQL returns and orders queries to categorize resolutions.

Yes, you can compare Shopify return analytics across different time periods by using the optional prior-period comparison window. This feature tracks changes in return handling and revenue recovery over a configurable lookback window.

Yes, the tool exports Shopify returns analytics directly to a CSV summary. This file contains the categorized resolution types and monetary outcomes, providing a ready-to-analyze format for reporting return trends.

The best way to track store credit and exchange outcomes is to run a report with a configurable lookback window, such as 30 days. The tool categorizes each return resolution and quantifies the exact monetary outcomes retained versus refunded.