Quantify the true financial impact of store returns by calculating comprehensive cost drivers per reason and product.

Shopify Admin Return Cost Attribution

An autonomous agent skill that calculates the total cost of Shopify returns including refunds, shipping losses, COGS write-offs, and restocking labor expenses.

Product & CommerceData WorkflowAgent Workflow

188 Stars19 ForksUpdated Sep 14, 2026View source

Overview Capabilities Quick start

Skill impact

A focused workflow with measurable value.

Stars

188

Forks

Updated

Sep 14, 2026

About Shopify Admin Return Cost Attribution

Read-only: calculates the true cost of returns by reason and product — refund dollars, restocking impact, shipping cost lost, and COGS impact for items written off.

What Shopify Admin Return Cost Attribution Can Help You Do

This tool aggregates complex return data from your Shopify store, mapping refund totals against product costs and operational overhead to identify the most financially detrimental return drivers.

Aggregate return data by reason, product, or SKU

Calculate comprehensive cost impact including COGS write-offs

Model restocking labor costs based on returned quantities

Generate detailed CSV reports of return financial performance

Common use cases

Identifying high-cost return reasons for quality control

Analyzing product-specific return losses to inform inventory decisions

Calculating the impact of defective items on profit margins

Prioritizing operational improvements for specific product lines

Monitoring the financial return on customer service and return policies

Quick start

Install command

npx skills add 40rty-ai/shopify-admin-skills@shopify-admin-return-cost-attribution