A/B Experiments
Product Page (PDP) Tests
Explore product page (pdp) experiments with real data, implementation details, and measurable outcomes.

Product Page (PDP)
Inconclusive
Recently Viewed Products Section
A new "Recently Viewed" products section was added for returning visitors. Learn how this change impacted user engagement and conversion.
+1.0% Conversion rate

Product Page (PDP)
Winner
Enhanced Parent and Kid Testimonials Boost Trust
We added user-generated content with parent testimonials to the product pages. Here’s how those updates moved the needle on key metrics.
+15.0% Revenue per visitor (RPV)

Product Page (PDP)
Inconclusive
Moving Free Shipping Message Below Add to Cart
Adding a free shipping note under the Add to Cart button aimed to boost conversions by reducing purchase hesitation. See how this simple change impacted key metrics.
-0.2% Conversion rate

Product Page (PDP)
Winner
Inspiration Gallery on Custom PDP
Discover how adding a gallery of ready-made hat designs increased engagement and conversions by helping customers visualize customization options.
+6.3% Conversion rate