Adding clickable size buttons to product cards on desktop streamlined the shopping process, enhancing the add-to-cart rate.
Clickable size buttons on collection pages


If product cards show sizes on hover, then the add-to-cart rate will increase because customers can add items directly from the collection page.
What We Changed
- Made size buttons appear on hover on desktop product cards.
- Enabled direct add-to-cart from collection view.
- Displayed out-of-stock sizes as disabled.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Add-to-cart rate change
Add-to-cart rate change
Click-through rate change
Key Learnings
- Direct add-to-cart options increased user engagement and convenience.
- Displaying sizes on hover reduced bounce rates by keeping users on the page.
- The streamlined process improved the add-to-cart rate significantly.
- The easy access to add to cart, may have reduced the exploration, and in result AOV and RPV data
Detailed results breakdown
Add-to-cart rate change
+29.7%
Average order value
-10.4%
Click-through rate change
+11.0%
Lift in conversion rate
+0.0%
Change in revenue per visitor
-10.4%
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)
Streamlined Product Page for Conversion
Streamlining the product page drove a 10.4% conversion rate lift and 6.1% more orders, but AOV dropped 11.9% and revenue declined.
+10.41% (CVR) CVR

Collection Page (PLP)
Desktop Collection Hover Sizing Buttons
Adding clickable size buttons on desktop product cards enabled direct add-to-cart actions, streamlining the shopping experience.
+7.3% Conversion rate

Banner
Shipping info banner that expand announcement bar information
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+3.3% Conversion rate