After a successful desktop navigation test, the mobile menu went back to its earlier, category-focused layout without account links. The change hurt revenue, and testing showed the cost.
Reverting to the Previous Mobile Navigation Cuts Conversion Rate 5.7%


If we revert to the previous mobile navigation layout and remove distractions, then users will navigate more efficiently and convert at higher rates because familiar, category-focused navigation makes mobile shopping easier.
What We Changed
- Reverted the mobile menu to the previous layout, which gave better access to categories.
- Removed the login and account buttons to reduce distractions.
- Restored the original navigation order.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Revenue per visitor
Orders
Key Learnings
- The older layout didn't help shoppers buy: conversion rate fell 5.7% and revenue per visitor 21.1%.
- The original had a 66.3% probability of performing better, so the evidence was moderate, not conclusive.
- Click-through rate barely moved (+0.5%), so shoppers used the menu about as often but spent less.
- A navigation change that worked on desktop can't be assumed to work on mobile.
Detailed results breakdown
Conversion rate
-5.7%
Revenue per visitor
-21.1%
Orders
-7.0%
Average order value
-16.3%
Add-to-cart rate
-2.6%
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Other experiments we've run

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Testimonials Above the Fold on Product Pages Cut Conversion Rate 9.2%
Product pages showed three short customer testimonials near the title, price and add-to-cart area. Shoppers engaged more but bought less, and the test caught it.
-9.2% Conversion rate

Cart
Positive signal
A Decluttered Mini-Cart Shows a 7.5% Conversion Rate Lift
The mini-cart overlay was rebuilt mobile-first, with less room for promotions and more for the path to checkout. See how it changed sales across 35,480 visitors.
+7.5% Conversion rate

Product Page (PDP)
Positive signal
Updated Product Page Design on Desktop
The desktop product page was redesigned to improve navigation and engagement. See how the updated design lifted conversion rate by 8.5% and RPV by 17.6%.
+8.5% Conversion Rate
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