Navigation & Menu A/B Tests: 14 Results + 18 Ideas

All 14 measured navigation tests in this collection won, and the most useful pattern is clear: menus that sell (best sellers, search, clear category guidance) beat menus that only list links. The largest single result is Oliver Kenyon's mega menu with category descriptions and a testimonial, reported at +$151,192/month.

There are no recorded losses, which says more about which tests get shared than about navigation being risk-free. Twelve of the 14 results come from Oliver Kenyon, so treat this as one team's playbook backed by two outside tests from Kasper Dolk and Peter Christensen.

Below: what a menu has to do, which elements were tested, the biggest wins, the 18 ideas nobody has measured yet, and a checklist built from the results.

15measured results
15–0won vs lost or flat
18ideas to test
$274,667biggest est. monthly gain
A
→
B
+$3.3M projected annual revenue
Mega menu, landing page, product page and cart changes for a pro-age makeup brand
Navigation & menuNavigation & mega menus@oliverkenyon
A
→
B
+$151,192/month
Mega menu with category descriptions and testimonial, no product images
Navigation & menuReviews & star ratings@oliverkenyon
A
→
B
+$106,886 per month
Mega menu: added Trending Now best-sellers, clearer category links, simpler layout
Navigation & menuNavigation & mega menus@oliverkenyon
A
→
B
+$92,000/month
Mobile menu: search at top, Clearance first with 60% off label, no dropdown
Navigation & menuSales, urgency & limited-time offers@oliverkenyon
A
→
B
+$81,050/month
Added a search bar inside the mega menu
Navigation & menuFilters, sorting & site search@oliverkenyon
A
→
B
+$50,568 per month
Full-screen mobile mega menu with larger tap targets
Navigation & menuNavigation & mega menus@oliverkenyon
A
→
B
+$48,607 per month
Mobile menu reordered by RPS with Best Sellers slider
Navigation & menuSubscriptions & subscribe-and-save@oliverkenyon
A
→
B
+$48,332 per month
Mobile menu: best-seller carousel, categories reordered by revenue, in-menu testimonial
Navigation & menuReviews & star ratings@oliverkenyon
A
→
B
+$42,736 per month
Added category icons and a Best Sellers section with product images to the megamenu
Navigation & menuProduct images & gallery@oliverkenyon
A
→
B
+$22,000 per month
Mega menu with gender tabs, thumbnails and split link groups
Navigation & menuProduct images & gallery@oliverkenyon
A
→
B
+$14,598.60 per month
Mega menu: removed off-site social icons, added images beside categories
Navigation & menuProduct images & gallery@oliverkenyon
A
→
B
+$13,192 per month
Turned a text-only megamenu into a visual panel with category images
Navigation & menuProduct images & gallery@oliverkenyon
A
→
B
+$13K per month
Mega menu with search bar, top-2 collection visuals and USPs
Navigation & menuUSP bars & benefit icons@oliverkenyon
A
→
B
+30% revenue per visitor
Removed the 'Track Order' link from the main navigation
Navigation & menuNavigation & mega menus@peterac_
A
→
B
Revenue lift +€127,112
Optimised site-wide navigation vs current navigation
Navigation & menuNavigation & mega menus@kasper_dolk
A
→
B
Idea, no result yet
Fix 'no results' site searches with synonyms
Navigation & menuFilters, sorting & site search@CROguy_
A
→
B
Idea, no result yet
Put actionable links and timers in the announcement bar
Navigation & menuCountdown timers@DaveDiederen
A
→
B
Idea, no result yet
Add an announcement bar stating which countries you ship to
Navigation & menuShipping & delivery messaging@DaveDiederen
A
→
B
Idea, no result yet
Turn the mobile nav menu into a merchandising menu with visual tiles
Navigation & menuBundles & quantity breaks@DaveDiederen
A
→
B
Idea, no result yet
Mega menu with featured product images, USP taglines and stars
Navigation & menuReviews & star ratings@kasper_dolk
A
→
B
Idea, no result yet
Streamlined the mobile menu, surfaced bestsellers above the fold and compressed images
Navigation & menuHero & above-the-fold section@joshtCRO
A
→
B
Idea, no result yet
Nav collections by problem solved or body part
Navigation & menuNavigation & mega menus@kasper_dolk
A
→
B
Idea, no result yet
Add a Bestsellers block to the nav bar
Navigation & menuFilters, sorting & site search@kasper_dolk
A
→
B
Idea, no result yet
Reduced steps to checkout, simplified collection pages and highlighted top categories
Navigation & menuCheckout steps, fields & flow@joshtCRO
A
→
B
Idea, no result yet
Add a featured products section inside the mobile navigation
Navigation & menuBundles & quantity breaks@DaveDiederen
A
→
B
Idea, no result yet
Cut checkout clicks from 5 to 3 and simplified the hamburger menu to show best-selling collections
Navigation & menuNavigation & mega menus@joshtCRO
A
→
B
Idea, no result yet
Strategic mobile menu: high-value pages first, CTAs and social proof
Navigation & menuSocial proof, authority & press@kasper_dolk
A
→
B
Idea, no result yet
Mobile menu with grouped sub-collections, best-collection tiles and Shop Now CTA
Navigation & menuAdd-to-cart & CTA buttons@kasper_dolk
A
→
B
Idea, no result yet
Simplify nav and add predictive search with bestseller suggestions
Navigation & menuBestseller badges & product labels@kasper_dolk
A
→
B
Idea, no result yet
Mobile nav: announcement under the bar, UGC in menu, badges on key routes
Navigation & menuSocial proof, authority & press@kasper_dolk
A
→
B
Idea, no result yet
Mobile menu: bestsellers on the first tap, icons and thumb-friendly layout
Navigation & menuNavigation & mega menus@joshtCRO
A
→
B
Idea, no result yet
Show popular-product suggestions in search
Navigation & menuFilters, sorting & site search@kasper_dolk
A
→
B
Idea, no result yet
Move the announcement bar below the navbar
Navigation & menuNavigation & mega menus@kasper_dolk

What a navigation menu has to do

The menu is the shopper's route to a product when the landing page is not the right one. Its job is to get people to a product page they want with as few taps as possible, and on mobile it is often the second thing a visitor opens.

The tests below treat the menu as a sales surface, not a site map. Almost every winner added something that helps a shopper choose: a best seller, a search box, an image, or a line explaining a category.

Most-tested navigation elements

A→
B
+$151,192/month
Mega menu with category descriptions and testimonial, no product images
Navigation & menuReviews & star ratings@oliverkenyon
A→
B
+$106,886 per month
Mega menu: added Trending Now best-sellers, clearer category links, simpler layout
Navigation & menuNavigation & mega menus@oliverkenyon
A→
B
+$92,000/month
Mobile menu: search at top, Clearance first with 60% off label, no dropdown
Navigation & menuSales, urgency & limited-time offers@oliverkenyon
A→
B
+$81,050/month
Added a search bar inside the mega menu
Navigation & menuFilters, sorting & site search@oliverkenyon
A→
B
+30% revenue per visitor
Removed the 'Track Order' link from the main navigation
Navigation & menuNavigation & mega menus@peterac_
A→
B
Revenue lift +€127,112
Optimised site-wide navigation vs current navigation
Navigation & menuNavigation & mega menus@kasper_dolk

Biggest measured wins

The top result, Oliver Kenyon's mega menu with category descriptions and a testimonial, used no product images at all and still reported +$151,192/month. Images are not the point by themselves. Helping the shopper understand which category fits them is.

Want results like this on your store?

Oliver Kenyon at Conversionwise. Oliver co-founded Conversionwise and has spent 13 years helping ecommerce brands turn clicks into customers.

Book a call with Conversionwise → See all their tests

Kasper Dolk's optimised site-wide navigation reported +€127,112 in revenue at 90% confidence across 451,943 unique visitors, the largest sample stated in this set. Peter Christensen's removal of the Track Order link from the main navigation reported +30% revenue per visitor and +24% conversion rate at 98% significance.

Tests that lost (and why)

None of the 14 measured tests lost. That is a gap in the evidence, not proof that menu changes are safe. Most results here are reported as monthly or forecasted yearly revenue rather than conversion rate with confidence levels, and only Kasper Dolk and Peter Christensen state confidence.

If you run your own menu test, expect some to come back flat. The removed Track Order link is a useful reminder that taking links out can matter as much as adding blocks.

Ideas not yet tested

  • Milos suggests fixing 'no results' site searches with synonyms.
  • Kasper Dolk suggests grouping nav collections by problem solved or body part, adding predictive search with bestseller suggestions, and moving the announcement bar below the navbar.
  • Dave Diederen suggests a featured products section inside the mobile navigation and turning the mobile menu into visual merchandising tiles.
  • Josh Thompson suggests putting bestsellers on the first tap of the mobile menu with icons and a thumb-friendly layout.

Navigation checklist built from the results

  • Put best sellers or trending products inside the menu, on desktop and mobile.
  • Add a search bar inside the menu, at the top on mobile.
  • Order categories by revenue, not alphabetically or by catalog structure.
  • Add one line explaining what each main category is for.
  • Make mobile tap targets large and consider a full-screen menu.
  • Remove links that pull buyers away from shopping, such as order tracking or social icons.

Tools to run these tests

Menu changes are theme-level, so you need a tool that can split traffic on every page, not one landing page. See the Shopify A/B testing apps comparison and use heatmap tools to see which menu items people tap. For deeper dives, browse navigation menu tests and filter and search tests.

Questions

Do mega menu changes increase ecommerce revenue?

In this collection, all 14 measured navigation tests won. The largest was Oliver Kenyon's mega menu with category descriptions and a testimonial, reported at +$151,192/month. No losing tests have been recorded, so expect your own results to vary.

What should go inside an ecommerce mobile menu?

The winning mobile menus added search at the top, best sellers near the top, categories ordered by revenue and larger tap targets. Oliver Kenyon's full-screen mobile mega menu with larger tap targets reported +$50,568/month.

Should I remove links from my main navigation?

Peter Christensen removed the Track Order link from a store's main navigation and reported +30% revenue per visitor and +24% conversion rate at 98% significance. Oliver Kenyon also won with a mega menu that removed off-site social icons and added images beside categories, reported at +$14,598.60/month.