Analyze return resolutions to calculate the revenue recovery rate for your Shopify store.
This skill tracks return outcomes to determine the split between exchanges, store credits, and refunds, providing a clear metric for revenue recovery.
A focused workflow with measurable value.
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188
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19
Updated
Sep 14, 2026
Analyzes return resolutions to calculate the split between exchanges (revenue retained), store credit (revenue deferred), and refunds (revenue lost). Tracks this as a revenue recovery metric over time. Read-only — no mutations.
Helps you monitor the effectiveness of your returns policy by categorizing return outcomes, identifying revenue leakage, and calculating the overall revenue recovery rate of your store.
Measuring the impact of new exchange incentive programs
Identifying return patterns that require improvements in product size guidance
Tracking the percentage of revenue retained during the returns process
Evaluating the effectiveness of customer loyalty and store credit policies
Auditing return resolution trends to inform inventory and sales strategy
npx skills add 40rty-ai/shopify-admin-skills@shopify-admin-exchange-vs-refund-ratioTopics and capabilities