Listing: Links Or Buttons
Hypothesis
If we A/B test Links Or Buttons on listing pages, then we can measure its impact and determine if it suits our context
Test Results
Key Learning
Context: The primary call-to-action on the listing isn't converting at its potential — design, copy, or placement may be the bottleneck.
What was tested: has been validated across multiple real A/B tests. Use this as a high-priority test hypothesis backed by industry meta-analysis.
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 listing: links or buttons but produced no statistically significant change. The test was run on a category 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 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
Testing whether Links Or Buttons improves conversion performance. This is a meta-pattern derived from multiple A/B tests across different companies. Applicable to content, listing page types.
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.