The mini cart started showing how close shoppers were to free shipping, right above the checkout button. Fewer shoppers converted, but those who did placed bigger orders.
A Free Shipping Progress Message in the Mini Cart Shows Mixed Results on Conversion and Revenue


If we show the free shipping threshold in the mini cart, then average order value will increase because shoppers will add more items to reach a visible reward.
What We Changed
- Added a free shipping progress indicator to the mini cart, above the checkout button.
- Updated the message as the cart total changed, showing how much more was needed.
- Switched to a confirmation message once the cart qualified for free shipping.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Orders
Average order value
Key Learnings
- Conversion rate fell 5.9% while revenue per visitor rose 3.2%, so the net effect on sales is unclear.
- On conversion rate, the original had a 73.7% probability of performing better, short of significance.
- Average order value rose 9.2%, so the message may have pushed some shoppers to add more.
- Desktop showed the steepest drop, with conversion rate down 21.0% on 1,711 visitors, too few to rely on.
Detailed results breakdown
Conversion rate
-5.9%
Orders
-7.0%
Average order value
+9.2%
Revenue per visitor
+3.2%
Add-to-cart rate
-3.3%
Start with 3 experiments.
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30,000+ Monthly sessions.
Minimum traffic needed to run statistically significant tests.
Running on Shopify or Shopify Plus.
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Investing in paid traffic.
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Other experiments we've run

Search & Navigation
Loss Prevented
A More Prominent, Guided Search Cuts Conversion Rate 12.0%
The search bar became more visible and opened with examples, product previews, suggested collections and a customization banner. See how it affected orders and revenue.
-12.0% Conversion rate

Product Page (PDP)
Positive signal
Sticky Add-to-Cart Bar With Size Selector Shows a 9.6% Conversion Rate Lift on Mobile
Mobile product pages got a sticky add-to-cart bar with a size dropdown and a find-my-size link. See how it changed orders, add-to-cart and order value.
+9.6% Conversion rate

Product Page (PDP)
Positive signal
Delaying the Promo Pop-Up by 60 Seconds Shows a 7.9% Conversion Rate Lift
The promotional pop-up waited until visitors had spent 60 seconds on the page instead of appearing right away. See how 23,328 visitors responded.
+7.9% Conversion rate
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