We tested adding an "Add to Cart" button on mobile collection pages to simplify the purchase process. Discover how this change impacted key performance metrics.
Add-to-Cart Button on Mobile Collection Pages To Boost Purchase Convenience


IF we add a visible “Add to Cart” button on mobile collection cards THEN the add to cart rate will increase BECAUSE it will be more convenient for users to add to cart from the collection page instead of having to go into each product detail page.
What We Changed
- Added an “Add to Cart” button on collection pages.
- Displayed the button as a floating icon on each product card.
- Prompted variant selection and enabled add to cart from the collection pages.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Average order value
Change in revenue per visitor
Revenue change
Key Learnings
- The added button did not increase the add-to-cart rate as expected.
- Users may prefer viewing product details before adding to cart.
- The increased average order value suggests that those who purchased may have been more decisive.
Detailed results breakdown
Add-to-cart rate change
-2.7%
Average order value
+6.4%
Click-through rate change
+0.5%
Lift in conversion rate
-4.9%
Change in revenue per visitor
+1.2%
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

Cart
Trust Signals on Cart Page
Adding trust signals on the cart page led to an increase in conversions. Discover how these changes impacted user behavior.
+10.97% (CVR) CVR

Collection Page (PLP)
Category Links on Collection Pages
Adding category links aimed to improve navigation and boost engagement. Discover how this change impacted key metrics.
-0.4% Conversion rate

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