Browse tests that generated $7.3M in revenue.

A Free Shipping Note Below Add to Cart Makes No Clear Difference to Conversion Rate

Product pages got a short free shipping message right under the add-to-cart button. Across 76,500 visitors, conversion didn't move.

Goal
Conversion rate
Result
-0.2% Conversion rate
Category
Product Page (PDP)
Outcome
Inconclusive
Before
A Free Shipping Note Below Add to Cart Makes No Clear Difference to Conversion Rate (before)
After
A Free Shipping Note Below Add to Cart Makes No Clear Difference to Conversion Rate (after)

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.

-0.2%

Conversion rate

+3.7%

Revenue per visitor

+3.9%

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%


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