On mobile collection pages, the filter button stayed fixed at the bottom of the screen while shoppers scrolled. The change hurt sales, and testing showed the cost.
A Sticky Mobile Filter Button on Collection Pages Cuts Conversion Rate 16.0%


If we make the mobile filter button sticky, then more shoppers will use filters and find relevant products because the button stays within reach as they scroll.
What We Changed
- Fixed the filter button to the bottom of the screen on mobile collection pages.
- Kept the button visible as shoppers scrolled through products.
- Opened the existing mobile filter panel when the button was tapped.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Orders
Revenue per visitor
Key Learnings
- A filter button that never left the screen didn't help: conversion rate fell 16.0% and orders 16.4%.
- The original had a 95.7% probability of performing better after 5 days on 14,858 mobile visitors.
- Average order value rose 11.6%, which softened the revenue per visitor drop to 5.0%.
- Testing showed the cost of a change that looked like a usability fix.
Detailed results breakdown
Conversion rate
-16.0%
Orders
-16.4%
Revenue per visitor
-5.0%
Average order value
+11.6%
Add-to-cart rate
-4.2%
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30,000+ Monthly sessions.
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Other experiments we've run

Product Page (PDP)
Loss Prevented
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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