Updates to the product page layout and cart button visibility led to increased user engagement and purchases. Discover the key improvements and their impact.
PDP Updates Drive a 17.9% Increase in Cart Additions


If we enhance the product page layout and cart button visibility, then conversions will increase because users will find it easier to understand product benefits and complete purchases.
What We Changed
- Adjusted sizing and spacing at the top of the product page.
- Moved the benefits section above reviews.
- Updated benefits content and images.
- Enhanced visibility of the add-to-cart button on the cart page.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
cart adds
Add-to-cart rate change
Change in amount of clicks
Key Learnings
- Improved layout clarity increased user engagement.
- Highlighting benefits earlier encouraged quicker decision-making.
- Enhanced button visibility reduced friction in the buying process.
- Streamlined navigation led to lower bounce rates.
Detailed results breakdown
Add-to-cart rate change
+17.8%
Click-through rate change
+2.3%
Change in amount of clicks
+2.4%
visitors
+0.1%
cart adds
+17.9%
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)
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)
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

Other
404 Page Featuring Best Sellers
Adding popular collections to the 404 page encouraged users to continue browsing, leading to increased conversions and engagement.
+6.79% (CVR) CVR