The add-to-cart process was redesigned. Discover how these changes affected key metrics and overall performance.
Tactical Bottom Sticky Add-to-Cart


IF we introduce a top sticky Add to Cart bar with a size selector and preselection, THEN the add to cart rate will increase on PDPs, BECAUSE users can complete the purchase flow faster without needing to scroll back up or select sizes manually.
What We Changed
- Enhanced the visibility of the add-to-cart button by adding the sticky add-to-cart bar.
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
- A more visible add-to-cart button increased engagement.
- Despite higher engagement, conversion rates decreased, indicating potential issues in later stages of the funnel.
- Improvements in the add-to-cart process alone may not increase overall conversions.
Detailed results breakdown
Add-to-cart rate change
+13.5%
Average order value
-0.5%
Click-through rate change
+3.3%
Lift in conversion rate
-10.6%
Change in revenue per visitor
-12.3%
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)
Adding Category Links on Product Pages
Adding a product category link on product pages increased product discovery and improved certain engagement metrics. Discover the detailed outcomes and insights from this test.
+8.7% Clickthrough rate

Product Page (PDP)
Condensed Product Gallery Increases Conversions
Reducing the product image gallery height increased key metrics by making critical purchase information visible without scrolling. Discover how this change improved conversions and user engagement.
+23.9% Conversion rate

Collection Page (PLP)
Customer review-inspired FAQs on collection pages
Displaying FAQs at the bottom of collection pages increased conversion rates and reduced bounce rates. Read the full writeup.
+8.4% Conversion rate