shopify-admin-top-product-performance

To rank Shopify products by revenue and refund rate, you aggregate order line items and refund line items via GraphQL orders queries over a specified created_at date range. This computes gross revenue, net revenue, units sold, and refund rate for merchandising reviews.

Yes, you can identify high refund risk products by sorting aggregated Shopify order line items by refund rate. This surfaces products needing quality investigation, even if they sell well, by comparing refund line items against total units sold.

The best way to analyze past Shopify product performance is using read-only GraphQL orders queries. This paginates results within a created_at range to compute net revenue and refund metrics safely without performing any store mutations.

Yes, the Shopify product ranking tool supports structured JSON output with computed metrics. Alternatively, it can return a human-readable table truncated to your specified top_n results for quick performance reporting and marketing prioritization.

You calculate net revenue after refunds by aggregating Shopify order line items and subtracting refund line items. This yields accurate performance metrics for ranking top products by actual revenue retained within your selected date range.