Product Return Analysis
Return activity, shopping behavior and customer recovery.
Understand product returns from four connected perspectives: their revenue impact, the shopping behavior that precedes them, the customers who return, and what happens afterward.
See which products and brands account for the most returns and refunds, and identify where to investigate first. Explore whether behaviors such as viewing more products, revisiting, or comparing variants are associated with higher return rates, helping you uncover patterns in how shoppers make purchase decisions.
Compare return outcomes across first-time buyers, repeat customers, and shoppers with a previous return. These reports help you distinguish broader product issues from patterns associated with different customer groups and shopping habits.
Then look beyond the return itself. Discover which customers purchase again, how quickly they come back, and what they buy next. Together, the four reports give you a clearer view of returns and customer recovery—helping you identify opportunities to improve product information, support purchase decisions, and encourage customers to shop again.
