Browse tests that generated $7.3M in revenue.

A Single Price-Based Shipping Message on Product Pages Cuts Conversion Rate 5.5%

Product pages showed a single shipping message that changed with the product's price, instead of two similar ones. The change hurt sales, and the test caught it.

Goal
Conversion rate
Result
-5.5% Conversion rate
Category
Product Page (PDP)
Outcome
Loss Prevented
Before
A Single Price-Based Shipping Message on Product Pages Cuts Conversion Rate 5.5% (before)
After
A Single Price-Based Shipping Message on Product Pages Cuts Conversion Rate 5.5% (after)

If we show one clear shipping message based on product price, then conversion rate will increase because shoppers will understand the shipping benefit without conflicting information.

What We Changed

  • Replaced two similar shipping messages on product pages with one message based on product price.
  • Showed a free shipping threshold reminder on products priced below the threshold.
  • Told shoppers on products above the threshold that the item ships free.

The Results

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

-5.5%

Conversion rate

-9.0%

Revenue per visitor

-4.5%

Orders

Key Learnings

  • A simpler message didn't make buying easier: conversion rate fell 5.5% and revenue per visitor 9.0%.
  • The original had a 75.1% probability of performing better after 17 days and 20,974 visitors.
  • Mobile drove the drop, with conversion rate down 10.5% on mobile.
  • Testing showed the cost of a change that looked like a clarity fix.

Detailed results breakdown

Conversion rate

-5.5%

Revenue per visitor

-9.0%

Orders

-4.5%

Average order value

-4.2%

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.