Product page redesign: -16.3% conversion rate, -12.2% RPV
Test run byClean CommitCRO agency
Commentary byLiftArchiveOur analysis, not theirsRedesigning the product page with new visuals and a reorganized layout cut conversion rate by 16.3% and revenue per visitor by 12.2%.
Clean Commit ran this test for an anonymized Shopify store and published it in its A/B test library.
Shoppers engaged more, with bounce rate down 23.5%, but fewer of them bought.
- Conversion rate: -16.3%. The original had an 84.3% probability of performing better.
- Revenue per visitor: -12.2%, and orders fell 16.0%.
- Add-to-cart rate: -9.9%.
- Bounce rate: -23.5%. More people stayed, but that did not turn into sales.
The change
The variant uses new visuals and reorganizes the product info and actions.
Simplified mockup drawn by LiftArchive from the shared screenshots.
Control
The original product page, with its existing visuals and arrangement of product information and buttons.
Variant
A redesigned product page with updated visuals and a new layout for product information and key actions.
Why it likely lost
Our reading of the result, not the practitioner's claim.
- Moving product details and buttons around may have broken habits for shoppers who knew the old page.
- New visuals can draw attention away from the price and add-to-cart button.
- A page that holds attention longer is not the same as a page that makes buying easier.
Caveats: The sample was small: 3,522 visitors over 14 days, and the result was not fully significant. The redesign changed visuals and layout together, so no single change can be blamed.
Who ran it
Clean Commit ran this test for a Shopify store (anonymized) and published the results (Clean Commit A/B test library). The numbers are theirs; the summary and commentary on this page are ours.
Read the original case study on Clean Commit →
How to run this test on your store
- Hypothesis
- If we redesign the product page with better visuals and a clearer layout, then conversion rate will rise because products are easier to evaluate and buy.
- Primary metric
- Conversion rate
- Guardrails
- Add-to-cart rate
- Revenue per visitor
- Bounce rate
- Who should test it
- Stores planning a full product page redesign. Run it as a test, not a straight launch, and get enough traffic to read the result. Smaller, separate tests will show more clearly what helps.
Questions
Can a product page redesign lower conversions?
Yes. In this test, the redesign cut conversion rate by 16.3% even though it looked more engaging.
If bounce rate drops, is the new page better?
Not always. Here bounce rate fell 23.5% while sales fell too, so judge a page on conversion and revenue.
How much traffic does a redesign test need?
Enough to reach significance on your main metric.
With 3,522 visitors, this test gave a strong signal but not proof.
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