shopify-admin-return-cost-attribution

To calculate the true cost of Shopify returns, you attribute refund dollars, lost shipping revenue, estimated restocking labor, and COGS write-offs to specific return reasons and products over a configurable lookback window.

Return cost attribution is the process of quantifying the full margin impact of returns by identifying lost shipping revenue, COGS write-offs, and restocking labor. It is important for profit analysis because standard reporting often hides these real margin impacts.

You can group Shopify return costs by reason, product, SKU, or reason × product to generate a structured CSV summary. This aggregation identifies the biggest operational drivers to prioritize merchandising decisions and return operations.

Yes, analyzing refund attribution requires read-only access to returns, orders, and inventory unit costs. The unitCost data is essential for computing the COGS write-offs for non-restockable items like DEFECTIVE returns.

The best way to export a P&L summary of Shopify return reasons to CSV is to run a cost attribution analysis over a specific lookback window. This outputs a structured CSV file aggregating refund totals, shipping loss, and labor costs by return reason.