Less cluttered product page layout: +4.4% AOV, -0.6% conversion
Test run byClean CommitCRO agency
Commentary byLiftArchiveOur analysis, not theirsDecluttering the product page and playing down secondary elements lifted average order value 4.4%, but conversion rate fell 0.6% and revenue per visitor fell 1.5%.
Clean Commit ran this test for an anonymized Shopify store and published it in its A/B test library.
The agency called the result inconclusive, and so do we.
- Average order value: +4.4%, the only clear positive move.
- Conversion rate: -0.6%, effectively flat.
- Revenue per visitor: -1.5%, a small negative.
- Orders: -0.4%. Inconclusive overall.
The change
The variant reorganizes details and gives secondary elements less weight.
Simplified mockup drawn by LiftArchive from the shared screenshots.
Control
The original product page layout.
Variant
A cleaner layout with product details reorganized for easier reading and secondary elements given less visual weight, keeping focus on the product and the buy button.
Why it likely came out this way
Our reading of the result, not the practitioner's claim.
- A cleaner layout may have made premium options easier to notice, which could explain the AOV gain.
- Playing down secondary elements may have also hidden details some shoppers needed, which held conversion back.
- Small layout tweaks often produce effects too small to detect without a lot of traffic.
Caveats: The test was inconclusive. Sample size, duration and confidence were not shared, and several layout changes were made at once.
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 reduce clutter on the product page and reorganize key details, then conversion will rise because shoppers can judge the product more easily.
- Primary metric
- Revenue per visitor
- Guardrails
- Conversion rate
- Average order value
- Add-to-cart rate
- Who should test it
- Stores with busy product pages and plenty of traffic. If your page is already simple, expect little change.
Questions
Does a cleaner product page always convert better?
No. In this test, decluttering raised order value slightly but did not lift conversion or revenue per visitor.
Which metric should decide a product page layout test?
Revenue per visitor is a good main metric because it combines conversion and order value.
Here it dipped 1.5%, so the AOV gain alone was not enough.
What should I try after an inconclusive layout test?
Keep what seemed to help, such as clearer product details, and test a bigger change aimed at conversion.
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