Product pages swapped two overlapping free shipping messages for one that depends on the product's price. See how 24,464 visitors responded.
A Single Price-Aware Shipping Message on Product Pages Shows a 7.1% Conversion Rate Lift


If we show one clear shipping message based on the product's price, then conversion rate will increase because shoppers understand the shipping benefit without conflicting information.
What We Changed
- Replaced two similar shipping messages with a single message on each product page.
- Showed products below the free shipping threshold with the order total needed to qualify.
- Told shoppers when a product at or above the threshold ships free.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Orders
Revenue per visitor
Key Learnings
- Conversion rate rose 7.1% and orders 5.9%, with an 80.6% probability that the variant beats the original.
- The result didn't reach significance, so treat it as a positive signal, not proof.
- Desktop responded most, with conversion rate up 28.8%, while mobile rose 3.4%.
- Average order value dipped 3.4%, so revenue per visitor rose a smaller 2.6%.
Detailed results breakdown
Conversion rate
+7.1%
Orders
+5.9%
Revenue per visitor
+2.6%
Average order value
-3.4%
Add-to-cart rate
+1.0%
Start with 3 experiments.
Zero cost.
Get a taste of our service. We'll analyze your store, pinpoint low-hanging fruit, design, implement and test solutions to lift your conversion rate in 30 days.
Who qualifies?
30,000+ Monthly sessions.
Minimum traffic needed to run statistically significant tests.
Running on Shopify or Shopify Plus.
Our specialty - we don't work with other platforms.
Investing in paid traffic.
We work with stores committed to growth, not hobbyists.
Ready to invest in systematic CRO.
You understand testing takes time - no magic bullets.
Why free?
The best proof is results. Three real experiments show you exactly how we work and whether it drives revenue for your specific store. You keep everything - no strings attached.
Our bet
We're confident enough in our process to invest our time upfront. If the tests work, you'll see the value in continuing at $5,950/month. If not, you got free optimization work.
Limited spots
We take only 4 free trials monthly to maintain quality. Each trial gets our full attention and expertise. If you qualify, secure your spot before this month fills up.
Other experiments we've run

Product Page (PDP)
Inconclusive
Tactical Bottom Sticky Add-to-Cart
The add-to-cart process was redesigned. Discover how these changes affected key metrics and overall performance.
+45.3% Add-to-Cart Rate (Desktop)

Product Page (PDP)
Loss Prevented
A Shipping Timeline Message on Product Pages Cuts Conversion Rate 6.9%
Product pages got a section telling shoppers when to expect their order to ship. Conversion fell, and testing showed the cost.
-6.9% Conversion rate

Collection Page (PLP)
Inconclusive
Desktop Collection Hover Sizing Buttons
Adding clickable size buttons on desktop product cards enabled direct add-to-cart actions, streamlining the shopping experience.
+17.3% Add-to-Cart Rate
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