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winner+10.0% lift

Homepage: Cart Resume for Returning Drop-Off Users

Hypothesis

Showing returning visitors who abandoned checkout a summary of their progress and a 'resume' option will increase completed purchases.

PersonalizationHomepageE-commercepersonalizationcart abandonmentreturning usersresume

Test Results

Key Learning

Problem: Visual elements on the homepage aren't doing enough to communicate value, build trust, or guide users toward the next step.

What worked: Re-engagement of near-converters (users who started but didn't finish) through personalized re-entry experiences is a high-ROI tactic. Reducing re-start friction is especially important for multi-step purchase flows where momentum matters. (+10.0% lift)

Takeaway: A meaningful improvement that compounds with other optimizations. Use this win as a foundation for further iteration on adjacent elements.

How to Apply This to Your Site

This experiment demonstrated that homepage: cart resume for returning drop-off users can produce a +10.0% improvement in conversions. The test was run on a homepage page in the e-commerce industry.

Before you test: Consider that personalization tests typically require adequate traffic to reach statistical significance. Run your test for at least 2 full business cycles to account for weekly traffic patterns.

What Was Tested

Test #510 on Formelskin.de: non-purchasers returning to homepage were shown a 'Welcome Back' summary with completed steps (vs control where they restarted the flow). +9.7% sales. Test #521 : users who completed checkout step 1 and returned after 7+ minutes were shown a filled shopping cart icon with resume functionality. +6.1% sales.

Methodology

Confidence Level
85%
Lift Range
5.0% to 15.0%

Build On These Learnings

Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.

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