Streamlining the product page drove a 10.4% conversion rate lift and 6.1% more orders, but AOV dropped 11.9% and revenue declined.
Streamlined Product Page for Conversion


IF we streamline the product page to remove distractions and create a more direct path to purchase, THEN conversion rates will increase BECAUSE users will focus on the core product and add-to-cart action without being pulled away by secondary content.
The product page was streamlined by removing secondary content elements that competed for attention with the primary product and purchase action. Cross-sell and upsell sections were reduced or removed. The page layout was simplified to create a more focused, linear path from product evaluation to add-to-cart.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Lift in conversion rate
Change in amount of orders
Change in revenue per visitor
Conversion rate surged +10.4% and orders grew +6.1%, confirming the streamlined page made it much easier for users to purchase. However, AOV plummeted -11.9% and revenue dropped -6.53%, indicating the removed cross-sell and upsell elements had been driving meaningful basket value. RPV fell -2.7%, meaning each visitor was worth less despite converting at a higher rate. This is a classic conversion-vs-AOV trade-off — the streamlined page wins on conversion but loses on revenue. A follow-up should reintroduce targeted upsell elements that don't disrupt the simplified purchase flow.
Detailed results breakdown
Average order value
-11.9%
Lift in conversion rate
+10.4%
Change in revenue per visitor
-2.7%
Change in amount of orders
+6.1%
Revenue change
-6.53%
Start with 3 experiments.
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Who qualifies?
30,000+ Monthly sessions.
Minimum traffic needed to run statistically significant tests.
Running on Shopify or Shopify Plus.
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Investing in paid traffic.
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Ready to invest in systematic CRO.
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Other experiments we've run

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+5.6% Conversion rate

Product Page (PDP)
Updated Desktop Experience
Desktop interface updates resulted in a 2.8% conversion decline and 5.6% RPV drop. See why the changes didn't resonate with users.
-2.88% (AOV) AOV

Homepage
Homepage category slider with lifestyle images
Adding large, image-driven tiles for key categories under the hero section aimed to boost engagement. Discover how this change impacted user interactions.
+2.3% Clickthrough rate