Foundation · 2 min
What you need to know
What return metrics should ecommerce stores track?
Track return rate, refund value, net return cost, reason, time to resolution, recovery value, exchange rate and repeat contacts. Break results down by product and cohort.
What is ecommerce return rate?
Ecommerce return rate measures how much sold merchandise is returned within a defined cohort and time window. State whether the unit is orders, items or sales value.
How should return rate be calculated?
Choose units, orders or value as the numerator and the matching eligible sales cohort as the denominator. Account for the delay between sale and return in the reporting period.
Should return rate be measured by product?
Yes. Product-level measurement reveals fit, quality, description, or packaging problems hidden by a store-wide average.
Should return rate be measured by reason?
Yes. A consistent reason taxonomy connects returns to actions such as improving size information, packaging, picking or quality control.
Should return rate be measured by customer segment?
Yes, when segmentation is lawful and useful. Compare acquisition source, country or customer cohort without using sensitive attributes unfairly.
How can return reasons improve products and merchandising?
Group detailed reasons by product and look for repeated expectation, fit, defect or quality patterns. Send findings to product, content, buying and fulfillment owners.
How can returns reveal inaccurate product information?
Repeated reasons such as “smaller than expected,” “wrong color” or “missing part” point to specific content gaps. Compare the complaint with the current title, specifications, images and package contents.
Foundation · 2 min
Frequently asked questions
Should one store-wide return rate drive decisions?
No. Product mix and customer behavior differ. Break the rate down before deciding which products or processes need attention.
What denominator should return rate use?
Define it consistently, such as returned units divided by eligible sold units for the same cohort and period. State whether the metric uses orders, units or value.