Similar products on out-of-stock pages: +9.5% conversion rate

WinnerProduct page

Adding similar-product recommendations to out-of-stock product pages lifted The Oodie's conversion rate by 9.5%.

Visually ran this test with The Oodie, a loungewear brand, and published it as a Visually case study.

Before, those pages only offered a notify-me button.

+9.5% conversion rate
  • Conversion rate: +9.5% with recommendations on out-of-stock pages.
  • The change gave shoppers a way to buy now instead of waiting.
  • Sample size, duration and confidence level were not shared.

The change

Control (A)
header
title
price
variant picker
Notify me when back
description
reviews
Variant (B)
header
title
price
variant picker
Notify me when back
Similar productsNEW
description
reviews

Similar-product picks added to out-of-stock product pages

Simplified mockup drawn by LiftArchive from the shared screenshots.

Control

Out-of-stock product pages offered only a notify-me button.

Variant

A block of similar products was added to out-of-stock pages, alongside the notify-me option.

Why it likely won

Our reading of the result, not the practitioner's claim.

  • An out-of-stock page with only a notify-me button is a dead end for anyone ready to buy today.
  • Similar items keep shoppers on the site instead of sending them back to search or to a competitor.
  • Many loungewear shoppers may be open to a close alternative in another print or style.

Caveats: Visually reported this result in its own marketing case study. Sample size, test length and statistical confidence were not shared. The case study does not say whether the notify-me button stayed in the variant.

Who ran it

Visually ran this test for The Oodie and published the results (Visually case study). The numbers are theirs; the summary and commentary on this page are ours.

Read the original case study on Visually →

How to run this test on your store

Hypothesis
If we show similar products on out-of-stock product pages, then conversion rate will rise because shoppers can buy an alternative instead of leaving.
Primary metric
Conversion rate
Guardrails
  • Notify-me sign-ups
  • Revenue per visitor
  • Exit rate from out-of-stock pages
Who should test it
Stores with frequent stockouts and products that have close alternatives. It will help less if your products are unique or rarely sell out.

Questions

What should an out-of-stock product page show?

Give shoppers a next step beyond a notify-me form.

The Oodie saw a 9.5% conversion lift by adding similar-product recommendations.

Should I hide out-of-stock products instead?

Hiding them loses search and returning traffic. Keeping the page and suggesting alternatives lets that traffic still convert.

Will recommendations reduce back-in-stock sign-ups?

They might, since some shoppers buy an alternative instead. Track notify-me sign-ups as a guardrail.

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