Adding an "Add to Cart" button on mobile collection pages aimed to simplify the shopping process. Discover the impact on user engagement and purchasing behavior.
Collection Pages with Quick Add-to-Cart Button


IF we add a visible “Add to Cart” button on mobile collection cards, THEN the add to cart rate will increase from the collection page BECAUSE it will be more convenient for users to add to cart from the collection page instead of having to go into each PDP
What We Changed
- Added a floating "Add to Cart" icon on mobile product cards.
- Icon appeared consistently on each card.
- Tapping the icon prompted variant selection.
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
- Immediate access to cart actions didn't significantly increase add-to-cart rates.
- The change slightly boosted engagement but didn't convert into higher sales.
- Simplifying the add-to-cart process did not overcome the need for detailed product exploration.
- User behavior still favors in-depth product review before purchase.
Detailed results breakdown
Add-to-cart rate change
-2.4%
Average order value
+7.2%
Click-through rate change
+1.8%
Lift in conversion rate
-5.6%
Change in revenue per visitor
+2.9%
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

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+0.6% Revenue per visitor (RPV)

Product Page (PDP)
Enhanced Customization Flow
We tested adding placeholders for the input field in the customization process to improve conversions. Discover the impact on user behavior and key metrics.
+15.1% Conversion rate

Cart
Redesigned mini cart boosts user engagement and checkout conversions
Discover how implementing a mini cart improved user engagement and increased checkout conversions by optimizing the shopping experience.
+3.6% Conversion rate