A practical workflow
Follow the guide step by step
- 01
Estimate a return rate
Use category experience, reviews that mention returns, and your own history.
- 02
Assign a cost per return
Include the refund, return processing, and the share of items that cannot be resold.
- 03
Spread it across units
Multiply the rate by the cost per return to get an expected cost per unit sold.
- 04
Add it to the audit
Enter the allowance in your return assumptions and compare profit with and without it.
- 05
Re-check after real sales
Replace the estimate with actual return data once you have it.
Returns are a probability, not a certainty
You will not lose the full cost on every unit, but a share of units will come back. Averaging that cost across all sales shows its real effect on margin.
Categories such as apparel and electronics often see higher returns than consumables. Use judgment and keep the assumption editable.
Return risk screen
Read the most recent negative reviews for complaints about fit, defects, or compatibility, since these predict returns better than the average rating.
If the product only works at a very low return rate, start with a small quantity and replace your estimate with real return data.
Quick return-risk screen
Read recent low-rated reviews for complaints about sizing, defects, or compatibility. These predict returns better than the average star rating.
If a product only works with a very low return rate, mark it Review and start with a small test quantity. Treat the result as a planning estimate, and confirm current marketplace rules and fees before you place an order.
- Read recent negative reviews for return causes.
- Test with a small quantity first.
- Replace estimates with real data later.
Common questions
Frequently asked questions
What return rate should I use?
Start with your own history, then category knowledge. If unsure, run two values and compare the profit difference.
Are returns different on Amazon and Walmart?
Programs and fees differ. Use each marketplace's current policy and enter the cost you expect to bear.
How do returns affect profit?
They add refund and handling costs and may leave unsellable stock.
Ready to check a listing?
Put the assumptions to work.
Bring the visible listing facts and your own costs into a product audit before you commit to inventory.