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
Product Page (PDP)
Inconclusive
Display Product Badges on Main Image
Updating product pages to show badges on the main image led to mixed results in conversion rates across devices. Discover the impact on user engagement and revenue.
-0.5% Conversion rate
Product Page (PDP)
Inconclusive
Adding Return Policy Link on Product Pages
Adding a return policy link to product pages aimed to reduce purchase anxiety and answer questions about returns before they become objections. See how it impacted conversions and user engagement.
-1.4% Conversion rate
Product Page (PDP)
Winner
Restructured Product Page Accordion Layout
We updated the product page layout to show key details and moved reviews higher. Discover the impact on conversion and engagement.
+35.6% Revenue per visitor (RPV)
Product Page (PDP)
Winner
Redesigned “Find Your Size” Feature
We redesigned the “Find Your Size” feature to simplify the process. Read the full write-up.
+14.9% Revenue per visitor (RPV)