Mobile layout changes led to a 4.2% conversion rate decline and 6.1% RPV drop. Learn what went wrong and the key takeaways.
Mobile Layout Adjustments


IF we adjust the mobile layout, THEN conversions will increase BECAUSE users will have a smoother navigation experience.
The mobile layout was modified with updated navigation patterns and redesigned visual elements intended to improve usability.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Revenue change
visitors
Average order value
The mobile layout adjustments resulted in a 4.2% conversion rate decline with orders down 4.9% and RPV dropping 6.1%. AOV also fell 2.0%. The navigation changes appear to have introduced confusion rather than improving the experience, as users converted at a lower rate across the board. With CR at -4.2%, this falls just past the loss prevention threshold and the changes were rolled back.
Detailed results breakdown
Average order value
-2.0%
Lift in conversion rate
-4.2%
Change in revenue per visitor
-6.2%
Change in amount of orders
-4.9%
Revenue change
NaN%
Start with 3 experiments.
Zero cost.
Get a taste of our service. We'll analyze your store, pinpoint low-hanging fruit, design, implement and test solutions to lift your conversion rate in 30 days.
Who qualifies?
30,000+ Monthly sessions.
Minimum traffic needed to run statistically significant tests.
Running on Shopify or Shopify Plus.
Our specialty - we don't work with other platforms.
Investing in paid traffic.
We work with stores committed to growth, not hobbyists.
Ready to invest in systematic CRO.
You understand testing takes time - no magic bullets.
Why free?
The best proof is results. Three real experiments show you exactly how we work and whether it drives revenue for your specific store. You keep everything - no strings attached.
Our bet
We're confident enough in our process to invest our time upfront. If the tests work, you'll see the value in continuing at $5,950/month. If not, you got free optimization work.
Limited spots
We take only 4 free trials monthly to maintain quality. Each trial gets our full attention and expertise. If you qualify, secure your spot before this month fills up.
Other experiments we've run

Product Page (PDP)
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

Collection Page (PLP)
Redesigned square product cards boost mobile engagement despite mixed performance metrics
The redesign of AFTCO's product cards aimed to enhance user engagement and conversions by simplifying the layout and optimizing space. Discover the impact of these changes.
-5.64% (CVR) CVR

Homepage
Directing Ads Traffic to the Homepage Boosts Conversions and Revenue
The test redirected traffic from Hockey ads to either the homepage or the optimized Hockey Landing Page to evaluate the impact on conversion and engagement.
+83.5% Add-to-cart rate