The header shrank to a single row, and collection links moved into image-led menus on desktop and mobile. Conversion fell sharply, and the test caught it within a week.
A Single-Row Header With Image Mega-Menus Cuts Conversion Rate 22.5%


If we redesign the navigation for both mobile and desktop, then conversion rate will increase because shoppers will find their way around the store more easily.
What We Changed
- Shrank the header and navigation into a single row to save vertical space.
- Added a "Collections" menu item and moved all collection links into its mega-menu.
- Used collection images in the desktop mega-menu and the mobile menu.
- Grouped secondary links such as Reviews, About and Wholesale into one submenu.
- Kept "Customize" as its own dedicated link.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Orders
Revenue per visitor
Key Learnings
- Conversion rate fell 22.5% and orders 22.7%, with a 99.5% probability that the original performs better.
- Mobile drove the drop: conversion rate fell 26.2% across 10,957 mobile visitors.
- Average order value rose 13.2%, which softened the hit to revenue per visitor (-12.3%).
- Putting every collection behind one menu item may have made them harder to reach on small screens.
Detailed results breakdown
Conversion rate
-22.5%
Orders
-22.7%
Revenue per visitor
-12.3%
Average order value
+13.2%
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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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Other experiments we've run

Search & Navigation
Inconclusive
A Customize Your Own Hat Button in the Navigation Shows Mixed Results on Conversion and Revenue
A "Customize Your Own Hat" button went into the main navigation on every page, linking straight to the customization collection. Here's how it changed clicks, orders and order value.
-13.5% Conversion rate

Homepage
Positive signal
A Redesigned Shop by Category Block Shows a 2.2% Add-to-Cart Rate Lift
The homepage "Shop by Category" block got a new layout, spacing and card styling on mobile and desktop. See how 38,490 visitors responded.
+2.2% Add-to-cart rate

Homepage
Positive signal
Best Sellers Below the Homepage Hero Show a 16.9% Conversion Rate Lift
The best-selling category moved to the first spot below the homepage hero, with other categories ranked by performance. See how it changed conversions.
+16.9% Conversion rate
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