Most ad traffic lands on collection pages, so they got better visuals, a reworked product grid and landing-page style content. Here's what happened across 10,421 visitors.
A Landing-Page Style Collection Page Redesign Shows Mixed Results on Conversion and Revenue


If we redesign collection pages with a clearer layout and better navigation, then click-through rate and conversion rate will increase because shoppers will find products faster with less friction.
What We Changed
- Redesigned collection pages, which receive most of the store's ad traffic.
- Improved the visuals and optimized the product grid.
- Added landing-page style elements to make the pages more informative.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Orders
Revenue per visitor
Key Learnings
- Conversion rate fell 2.4% while revenue per visitor rose 21.1%, so the net effect on sales is unclear.
- Nearly all the revenue rise came from 707 desktop visitors, where revenue per visitor rose 106.6%. That sample is too small to rely on.
- On mobile, where 9,714 visitors browsed, conversion rate fell 7.1% and revenue per visitor 16.6%.
- On conversion rate, the original had a 61% probability of performing better, well short of significance.
Detailed results breakdown
Conversion rate
-2.4%
Orders
-5.2%
Revenue per visitor
+21.1%
Average order value
+24.0%
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.
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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)
Inconclusive
A Simpler Custom Text Input on Product Pages Shows Mixed Results on Conversion and Revenue
Product pages got clearer prompts and error messages for adding custom text. Conversion rate rose, but revenue per visitor and add-to-cart rate slipped.
+4.2% Conversion rate

Cart
Positive signal
A Cart Scarcity Message Shows a 2.7% Conversion Rate Lift
The cart told shoppers their items were in high demand and couldn't be reserved. See how that urgency affected checkout over 18 days.
+2.7% Conversion rate

Product Page (PDP)
Inconclusive
A Free Shipping Note Below Add to Cart Makes No Clear Difference to Conversion Rate
Product pages got a short free shipping message right under the add-to-cart button. Across 76,500 visitors, conversion didn't move.
-0.2% Conversion rate
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