An A/B test evaluated a homepage product promotion carousel to boost high-value sales. This analysis reveals the impact on conversion and revenue metrics.
Homepage product promotion carousel aims to boost high-value sales


IF we add a product promotion carousel to the homepage, THEN high-value sales will increase, BECAUSE featured products gain more visibility and drive purchase intent.
A product promotion carousel was added to the homepage to feature selected products and drive visibility for higher-value items.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Revenue change
visitors
Lift in conversion rate
The homepage carousel produced catastrophic results across every metric—CVR dropped -46.2%, AOV fell -76.9%, and RPV plummeted -87.6%. The carousel likely distracted users from their natural browsing flow and failed to present relevant products. Rather than driving high-value purchases, it may have confused visitors or directed them to products they weren't interested in, causing significant abandonment. This underscores how disruptive homepage carousels can be when they override user intent rather than supporting it.
Detailed results breakdown
Average order value
-76.9%
Lift in conversion rate
-46.2%
Change in revenue per visitor
-87.6%
Change in amount of orders
-48.0%
Revenue change
NaN%
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30,000+ Monthly sessions.
Minimum traffic needed to run statistically significant tests.
Running on Shopify or Shopify Plus.
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Investing in paid traffic.
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Other experiments we've run

Collection Page (PLP)
Updated Category Link Design
Updating the category link design led to severe declines across all metrics, with conversion rate dropping 20.1% and RPV falling 26.3%.
-20.08% (CVR) CVR

Banner
Shipping Banner with Info Modal
A shipping info banner was added to improve user confidence and increase conversions. See how this change impacted key metrics.
+4.7% Conversion rate

Product Page (PDP)
Mobile Experience Optimization
Optimizing the mobile experience drove a 4.7% conversion rate lift, 5.9% more orders, and 5.79% revenue increase.
+4.69% (CVR) CVR