A/B Experiments
See the Tests That Generated $7.3M+ in Revenue
Explore real A/B tests and conversion experiments run for Shopify stores across multiple industries. Every test shown here includes actual data, implementation details, and measurable outcomes—no theoretical advice, just proven results.

Other
Loss Prevented
Adjusted Pricing Strategy
A pricing strategy adjustment increased AOV by 7.4% but caused a 17.5% conversion rate decline. Learn about the trade-offs and key takeaways.
-17.47% (CVR) CVR

Product Page (PDP)
Winner
Enhanced Desktop Experience
The desktop experience was enhanced with improved navigation and visuals. See how add-to-cart rate lifted 7.1% and bounce rate dropped 4.7%.
+1.81% (ACR) ACR

Product Page (PDP)
Inconclusive
Improved Mobile Conversion Rate
Mobile conversion rate increased 3.5% after UX improvements. Learn how navigation and checkout optimizations drove incremental gains.
+3.37% (CVR) CVR

Product Page (PDP)
Inconclusive
Simplified Product Page Layout
Simplifying the product page layout lifted AOV by 4.4% but had minimal impact on conversion rate and revenue per visitor.
-0.92% (AOV) AOV

Product Page (PDP)
Winner
Increased Average Order Value
Product page improvements lifted AOV by 6.4% and RPV by 7.5%. See how layout and CTA enhancements drove higher-value purchases.
+0.99% (CVR) CVR

Cart
Inconclusive
Simplified Checkout Process
Simplifying the checkout lifted AOV by 9.9% and RPV by 8.9%, but conversion rate was flat at -1.0%.
-0.97% (CVR) CVR
Product Page (PDP)
Winner
Mobile Site Optimization
Mobile site optimization drove a 5.1% conversion rate lift and 7.9% RPV increase. Learn how performance and navigation improvements translated to more orders.
-3.79% (CVR) CVR

Product Page (PDP)
Loss Prevented
Mobile Layout Adjustments
Mobile layout changes led to a 4.2% conversion rate decline and 6.1% RPV drop. Learn what went wrong and the key takeaways.
-4.24% (CVR) CVR

Product Page (PDP)
Loss Prevented
Product Page AOV-Focused Redesign
A product page redesign focused on increasing average order value lifted AOV by 19.7% but decreased conversion rate by 9.9%.
+19.70% (AOV) AOV

Product Page (PDP)
Winner
PDP Updates Drive a 17.9% Increase in Cart Additions
Updates to the product page layout and cart button visibility led to increased user engagement and purchases. Discover the key improvements and their impact.
+17.80% (ACR) ACR

Search & Navigation
Inconclusive
Simplified Navigation Bar
Simplifying the navigation bar produced modest positive trends across conversion rate, AOV, and RPV, but none reached statistical significance.
+2.35% (CVR) CVR

Product Page (PDP)
Winner
Mobile Experience Optimization
Optimizing the mobile experience drove a 4.7% conversion rate lift, 5.9% more orders, and 5.79% revenue increase.
+4.69% (CVR) CVR