Displaying a dynamic free shipping message on the PDP improved the conversion rate by 7.1%. Check out the full breakdown of this test.
Refined Free Shipping Message on PDP


IF we display a single clear dynamic shipping message based on product price THEN more customers will purchase BECAUSE they will be reminded there's no friction or additional costs around shipping charges.
What We Changed
- Displayed only one shipping message per product page.
- Tailored the message based on the product's price.
- Removed redundant shipping information.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Lift in conversion rate
Lift in conversions
Change in amount of orders
Key Learnings
- Simplifying messages results in more customers actually reading the content.
- Clear communication helped break down assumed objections around shipping.
- Saying something once really clearly beat saying the same things multiple times.
Detailed results breakdown
Add-to-cart rate change
+1.0%
Average order value
-3.4%
Click-through rate change
+0.2%
Lift in conversion rate
+7.1%
Change in revenue per visitor
+2.6%
Start with 3 experiments.
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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.
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Other experiments we've run

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+2.74% (CVR) CVR

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Implementing Returns Policy Advertising
We tested the impact of highlighting the returns policy on customer confidence and purchase behavior. Discover how this change affected engagement and conversions.
-3.58% (ACR) ACR

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Visual free shipping progress indicator
A visual indicator was added to the minicart to show how close users are to free shipping. Discover how this change impacted user behavior and average order value.
-5.9% Conversion rate