Adding Return Policy Link on Product Pages Boosts Customer Trust and Conversion Rates
Adding a return policy link near Add to Cart on PDPs led to a -6.0% conversion rate drop, suggesting it introduced doubt at the purchase decision point.
Metric
Conversion rate
Lift change
-6.0%

Control

Variation
IF we add a visible return policy link to product detail pages (PDPs), THEN the conversion rate will increase, BECAUSE clearly presenting return information reduces purchase anxiety and builds trust, making users more likely to complete a transaction.
A visible return policy link was added near the Add to Cart section on product detail pages. The link was positioned to be easy to find without interrupting the natural purchase flow.
Detailed breakdown
Conversion Rate
-6.0%
Add-to-Cart Rate
+0.8%
Bounce Rate
-0.4%
Revenue
-7.33%
Adding a return policy link near the Add to Cart button led to a -6.0% drop in conversion rate and -7.33% revenue decline. While the intent was to reduce purchase anxiety, the link may have actually introduced doubt at the decision point—prompting users to think about returns rather than completing their purchase. The marginal +0.8% add-to-cart lift and -0.4% bounce rate improvement suggest the link didn't hurt initial engagement, but the downstream conversion impact indicates it disrupted buying momentum.
