Browse tests that generated $7.3M in revenue.

A Single Price-Aware Shipping Message on Product Pages Shows a 7.1% Conversion Rate Lift

Product pages swapped two overlapping free shipping messages for one that depends on the product's price. See how 24,464 visitors responded.

Goal
Conversion rate
Result
+7.1% Conversion rate
Category
Product Page (PDP)
Outcome
Positive signal
Before
A Single Price-Aware Shipping Message on Product Pages Shows a 7.1% Conversion Rate Lift (before)
After
A Single Price-Aware Shipping Message on Product Pages Shows a 7.1% Conversion Rate Lift (after)

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.

+7.1%

Conversion rate

+5.9%

Orders

+2.6%

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%


Free Trial

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.