Detect High-Refund Dropshipping Products Before They Drain Your Profit

An overall refund rate hides the problem. Your store might sit at a healthy 4% while one product is refunding at 30% and silently erasing the margin from three good products. Because dropshipping margins are thin, a single high-refund item — wrong sizing, misleading photos, a defect-prone supplier — can turn your whole store unprofitable while the top-line looks fine. Per-product visibility is the only way to find and cut it.

Refunds and disputes usually carry a note or reason (customer complaint, 'not as described', 'defective', 'never arrived'). The workflow feeds those reasons for each flagged product to Claude, which clusters them into the dominant cause. 'Runs two sizes small' is fixable with a sizing note; 'arrives broken' means a supplier problem; 'not as pictured' is a listing issue. Knowing the cause tells you whether to fix or drop.

It's yours to set, but a common rule is flagging any product above roughly 2-3x your store's average refund rate, with a minimum order count so a single refund on a new product doesn't trigger a false alarm. The workflow computes each product's rate over a trailing window and compares against that threshold, which you keep in a config value.

No — it recommends, a human decides. Some high-refund products are worth keeping with a fix (a sizing chart, better photos); others should be cut. The weekly report gives you the rate, the AI-summarized cause and a suggested action per product, so you make an informed call in minutes rather than never noticing the problem at all.