Rebuilt best-seller product page: +128% revenue per visitor
Test run byMilos
Commentary byLiftArchiveOur analysis, not theirsRebuilding the product page for Hypoair's best-selling product lifted revenue per visitor by 128.46% in a test run by Milos. Conversion rate rose 71.18% and average order value rose 33.46%. The post does not describe what the new page changed.
- Revenue per visitor: +128.46% ($6.79 to $15.50). The range shown is +28% to +308%, so the lift is positive but its true size is very uncertain.
- Conversion rate: +71.18% (3.02% to 5.17%). Many more visitors placed an order.
- Average order value: +33.46% ($224.53 to $299.66). Buyers also spent more, though the range of -12% to +101% means this part is not certain.
- Estimated impact in the testing tool: about 37 more orders and $14,867 more revenue a month.
The change
The whole product page was rebuilt; the actual new layout was not shared.
Simplified mockup drawn by LiftArchive from the shared screenshots.
Control
Hypoair's existing product page for its best seller. The post does not show it.
Variant
A fully rebuilt product page for the same product, tested against the same traffic. The specific changes to layout, copy or offer were not shared.
Why it likely won
Our reading of the result, not the practitioner's claim.
- a full rebuild usually fixes several weak spots at once, such as clarity, proof and offer framing, so the gains stack.
- Milos frames the page, not the traffic, as the bottleneck. Ad visitors who already want the product may simply have been let down by the old page.
- the order value lift suggests the new page did a better job of presenting bundles or larger options, but the post does not confirm this.
Caveats: The post does not say what changed, so the result cannot be tied to any one element. The estimated 37 extra orders a month points to a fairly small sample, and test length was not shared.
Who ran it
Milos (@CROguy_) shared this test on X. The numbers and screenshots are theirs.
View the original post on X
How to run this test on your store
- Hypothesis
- If we rebuild the product page for our best seller around the buyer's main questions, then revenue per visitor will rise because more ready-to-buy visitors will find what they need to order.
- Primary metric
- Revenue per visitor
- Guardrails
- Average order value
- Refund rate
- Page load speed
- Who should test it
- Stores where one product drives most sales and the current page has not been worked on in a while. If the page is already well tested, a full rebuild is riskier than testing single changes.
Questions
Can a product page redesign really double revenue per visitor?
In this test it did, with revenue per visitor up 128.46% on the same traffic. The wide range shown (+28% to +308%) means the real effect could be much smaller.
Should I redesign a whole product page or test one change at a time?
A full rebuild can find big wins fast, as here, but you will not know which change drove the result. Many teams rebuild first, then test single elements on the new page.
Which product page should I rebuild first?
Milos chose the best seller. That page gets the most traffic, so any lift is worth the most and the test reaches a result faster.
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