Browse tests that generated $7.3M in revenue.

A Cart Icon on the Add-to-Cart Button Cuts Conversion Rate 10.6%

The add-to-cart button on product pages got a cart icon to make its purpose clearer. Conversion fell instead, and testing showed the cost.

Goal
Conversion rate
Result
-10.6% Conversion rate
Category
Product Page (PDP)
Outcome
Loss Prevented
Before
A Cart Icon on the Add-to-Cart Button Cuts Conversion Rate 10.6% (before)
After
A Cart Icon on the Add-to-Cart Button Cuts Conversion Rate 10.6% (after)

If we add a cart icon to the add-to-cart button, then more shoppers will add to cart and buy because the icon makes the button easier to recognize.

What We Changed

  • Added a cart icon to the add-to-cart button on product pages.
  • Aimed to make the button's purpose clearer at a glance.

The Results

How the new version compared with the original, across all devices.

-10.6%

Conversion rate

-11.9%

Orders

-9.5%

Revenue per visitor

Key Learnings

  • Conversion rate fell 10.6% and orders 11.9%, and the original had a 73.8% probability of performing better.
  • Mobile took the bigger hit, with conversion rate down 13.1%.
  • With 5,609 visitors over 16 days, the result is far from significance. Still, conversion, orders and revenue per visitor all fell.
  • A familiar button didn't need extra decoration to be understood.

Detailed results breakdown

Conversion rate

-10.6%

Orders

-11.9%

Revenue per visitor

-9.5%

Average order value

+1.2%


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