Context-aware shipping message
Discover how refining free shipping messages impacted site behavior and conversion rates. Explore the lessons learned from this A/B test!
Metric
Conversion rate
Lift change
-5.5%
Control
Variation
If we display only one clear, context-specific shipping message based on product price, then conversion rate will increase because users will better understand the shipping benefit for specific items.
What We Changed
- Displayed only one context-aware free shipping message per product.
- Used specific messaging based on product price.
- Removed redundant shipping information.
Detailed breakdown
Conversion Rate
-5.5%
Add-to-Cart Rate
-1.0%
Average Order Value
-4.2%
Revenue
-8.6%
Bounce Rate
-4.0%
Key Learnings
- Simplifying messages did not improve conversion as expected.
- Reduced messaging may have decreased perceived value.
- Context-specific messaging requires further exploration.
