Product pages got an announcement bar warning shoppers that stock was running low. The urgency message hurt sales, and testing showed the cost.
A Low-Stock Announcement Bar on Product Pages Cuts Conversion Rate 17.5%


If we show a prominent low-stock announcement bar, then conversion rate will increase because shoppers will feel urgency to buy before the item sells out.
What We Changed
- Added an announcement bar on product pages that tells shoppers stock is low.
- Designed the bar to stand out on mobile screens.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Revenue per visitor
Orders
Key Learnings
- Urgency messaging backfired: conversion rate fell 17.5% and orders 18.5%.
- The original had a 93.8% probability of performing better after 6 days.
- The sample was small at 5,161 visitors, but conversion rate fell on both mobile and desktop.
- Average order value rose 7.4%, but not enough to offset fewer orders.
Detailed results breakdown
Conversion rate
-17.5%
Revenue per visitor
-11.3%
Orders
-18.5%
Average order value
+7.4%
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30,000+ Monthly sessions.
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Other experiments we've run

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New Collection Page Filters Make No Clear Difference to Conversion Rate
Collection pages got a reworked filtering system with more ways to narrow down products. See how it played out on desktop and mobile.
-1.0% Conversion rate

Search & Navigation
Inconclusive
A Customize Your Own Hat Button in the Navigation Shows Mixed Results on Conversion and Revenue
A "Customize Your Own Hat" button went into the main navigation on every page, linking straight to the customization collection. Here's how it changed clicks, orders and order value.
-13.5% Conversion rate

Product Page (PDP)
Inconclusive
Advertising Free Socks With Shoe Purchases Makes No Clear Difference to Conversion Rate
Every shoe order already came with free socks, but few shoppers knew. The product page now said so next to add-to-cart, and the socks went into the cart automatically.
-0.6% Conversion rate
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