Browse tests that generated $7.3M in revenue.

Sticky mobile filters boost product discovery and navigation accessibility

Implementing sticky mobile filters aimed to streamline product discovery by keeping filters accessible while browsing. Discover the impact on user engagement and sales.

Goal
Conversion rate
Result
-16.0% Conversion rate
Category
Collection Page (PLP)
Outcome
Loss Prevented
Before
Sticky mobile filters boost product discovery and navigation accessibility (before)
After
Sticky mobile filters boost product discovery and navigation accessibility (after)

IF we make the mobile filter button sticky, THEN users will be more likely to use filters and find relevant products, BECAUSE keeping the filter button accessible throughout the scroll improves usability and navigation.

A sticky filter button was implemented on mobile collection pages, positioned at the bottom of the viewport. The button opened the existing filter panel and was styled to be clear and non-intrusive while remaining accessible during scrolling.

The Results

We dig through every data source to map what's actually broken. By the end, there's no confusion.

+11.6%

Average order value

+1.3%

Click-through rate change

-0.5%

Change in amount of clicks

The sticky mobile filter button led to a steep -16.0% conversion rate drop and -6.74% revenue decline despite a strong +11.6% AOV increase. While the persistent filter access may have encouraged users to refine their searches more aggressively—potentially narrowing options too much—the higher AOV suggests those who did purchase were finding more relevant, higher-priced products. The -4.2% add-to-cart decline indicates the sticky element may have disrupted the natural browsing flow on mobile rather than enhancing it.

Detailed results breakdown

Add-to-cart rate change

-4.2%

Average order value

+11.6%

Click-through rate change

+1.3%

Lift in conversion rate

-16.0%

Change in revenue per visitor

-5.0%


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