General: CTA Button Optimization
Hypothesis
If we test a similar change on our any pages as tested, then our conversion metric will likely improve based on their implementation decision.
Test Results
Key Learning
Problem: The primary call-to-action on the general isn't converting at its potential — design, copy, or placement may be the bottleneck.
What worked: implemented this UI change (Apr 17, 2024). Implementation suggests positive internal results
Takeaway: Even small lifts compound — across thousands of sessions, this adds up. CTA changes are fast to iterate — test variations of copy, color, size, and placement independently to maximize this.
How to Apply This to Your Site
This experiment demonstrated that general: cta button optimization can improve conversions. The test was run on a landing page page in the e-commerce industry.
Before you test: Consider that cta tests typically require adequate traffic to reach statistical significance. Run your test for at least 2 full business cycles to account for weekly traffic patterns.
What Was Tested
ran a little A/B test where they probably tried to encourage more searches with the help of a stronger visual cue in their search bar. Instead of using a ghost-like icon only approach for the primary search, they stylized it as a high contrast button. Fast forward a few months and it now looks like the variation was implemented.
Methodology
Build On These Learnings
Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.
Related Experiments
Listing: Visible Payment Options
Context: The primary call-to-action on the listing isn't converting at its potential — design, copy, or placement may be the bottleneck.
Product: Single Or Alternative Buttons
Context: The primary call-to-action on the product isn't converting at its potential — design, copy, or placement may be the bottleneck.
Listing: Filled Or Ghost Buttons
Context: The primary call-to-action on the listing isn't converting at its potential — design, copy, or placement may be the bottleneck.
Checkout: Sticky Call To Action
Problem: Key actions on the checkout disappear as users scroll, creating a gap between intent and the ability to act.