Browse tests that generated $7.3M in revenue.

A Sticky Mobile Filter Button on Collection Pages Cuts Conversion Rate 16.0%

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.

Goal
Conversion rate
Result
-16.0% Conversion rate
Category
Collection Page (PLP)
Outcome
Loss Prevented
Before
A Sticky Mobile Filter Button on Collection Pages Cuts Conversion Rate 16.0% (before)
After
A Sticky Mobile Filter Button on Collection Pages Cuts Conversion Rate 16.0% (after)

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.

-16.0%

Conversion rate

-16.4%

Orders

-5.0%

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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