A product page redesign focused on increasing average order value lifted AOV by 19.7% but decreased conversion rate by 9.9%.
Product Page AOV-Focused Redesign


IF we redesign the product page to emphasize premium options and complementary products, THEN average order value will increase BECAUSE users will be more likely to select higher-value items and add-ons.
The product page was redesigned with a focus on promoting premium product options and complementary items. Higher-value variants were given more visual prominence, and cross-sell sections were expanded to feature related products more aggressively. The page layout was adjusted to ensure upsell content was visible without scrolling.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Average order value
Change in revenue per visitor
Revenue change
AOV surged +19.7% and RPV gained +7.9%, but conversion rate fell -9.9% and orders dropped -10.1%. The aggressive upsell approach successfully increased basket size for buyers, but deterred a significant portion of shoppers from converting at all. While RPV is net positive at +7.9%, the -9.9% CR decline and -10.1% order drop represent a meaningful loss of customers. The redesign traded volume for value — worth exploring a more balanced version that preserves some of the AOV gains while recovering the lost conversions.
Detailed results breakdown
Average order value
+19.7%
Lift in conversion rate
-9.9%
Change in revenue per visitor
+7.9%
Change in amount of orders
-10.1%
Revenue change
NaN%
Start with 3 experiments.
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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?
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Our bet
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Other experiments we've run

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Redesigned “Find Your Size” Feature
We redesigned the “Find Your Size” feature to simplify the process. Read the full write-up.
+14.9% Revenue per visitor (RPV)

Search & Navigation
Simplified Navigation Categories
Reducing navigation categories aimed to simplify the shopping experience but led to significant declines in conversion rate and revenue per visitor.
-20.67% (CVR) CVR

Product Page (PDP)
PDP Redesign Boosts Trust and Conversion Rates
Redesigning the product detail pages improved mobile conversions and visibility of key product information. Learn how these changes impacted user engagement.
+8.1% Conversion rate