Product pages got a short free shipping message right under the add-to-cart button. Across 76,500 visitors, conversion didn't move.
A Free Shipping Note Below Add to Cart Makes No Clear Difference to Conversion Rate


If we place a free shipping note directly below the add-to-cart button, then conversion rate will increase because it reassures shoppers about shipping costs at the moment they decide.
What We Changed
- Added a short free shipping threshold message directly below the add-to-cart button.
- Matched its font size and spacing to the surrounding elements.
- Moved the "In stock, ready to ship" note as well.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Revenue per visitor
Average order value
Key Learnings
- Conversion rate moved -0.2% across 76,500 visitors, so there was no clear difference.
- With 99% statistical power, the test was large enough to detect a meaningful effect.
- Revenue per visitor rose 3.7% on a 3.9% higher order value, but within normal variation.
- Desktop leaned positive (+4.7% conversion rate) while mobile leaned negative (-1.6%).
Detailed results breakdown
Conversion rate
-0.2%
Revenue per visitor
+3.7%
Average order value
+3.9%
Add-to-cart rate
+1.1%
Orders
+0.2%
Start with 3 experiments.
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30,000+ Monthly sessions.
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Other experiments we've run

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Product pages got a search bar directly above the product images, so shoppers could look for other items without leaving. The change cost orders, and testing showed it.
-4.2% Conversion rate

Product Page (PDP)
Inconclusive
Sticky Bottom Add to Cart Bar
The mobile version of the website was adjusted to reduce the bounce rate. Learn how these changes impacted user engagement and conversion metrics.
+7.6% Add-to-Cart Rate

Homepage
Positive signal
A Redesigned Shop by Category Block Shows a 2.2% Add-to-Cart Rate Lift
The homepage "Shop by Category" block got a new layout, spacing and card styling on mobile and desktop. See how 38,490 visitors responded.
+2.2% Add-to-cart rate
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