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inconclusive

Product: Sticky Call To Action on Product Page

Hypothesis

If we make the primary call-to-action sticky and always visible while scrolling, then conversion rates will improve because the CTA remains accessible at the exact moment users decide to act

CTAProduct PageCross-Industryfloating-buttonproduct-pagepurchase-conversion

Test Results

805,623
Sample size

Key Learning

Context: Key actions on the product disappear as users scroll, creating a gap between intent and the ability to act.

What was tested: Sticky CTAs capture conversions from users who reach purchase intent mid-scroll rather than requiring them to scroll back up; the lift depends heavily on page length and scroll depth This large-scale test (805,623 visitors) provides strong statistical confidence in the directional findings.

Result: No statistically significant difference was detected. CTA changes that don't move the needle often mean the bottleneck is elsewhere — consider testing the surrounding context or the value proposition instead.

How to Apply This to Your Site

This experiment tested product: sticky call to action on product page but produced no statistically significant change. The test was run on a product page page in the cross-industry industry. Inconclusive results suggest this particular change may not be a priority — focus testing effort on higher-impact areas.

Before you test: Consider that cta tests typically require large sample sizes to detect small effects. Run your test for at least 2 full business cycles to account for weekly traffic patterns.

What Was Tested

A floating Add to Basket button was added to a product page. Impact on sales was measured.

Methodology

Confidence Level
70%

Build On These Learnings

Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.

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