Customer photos featured on product pages: +1.8% add-to-cart (flat)

Flat / inconclusiveProduct page

Giving customer photos a more prominent spot on product pages raised add-to-cart rate by 1.8%, which we treat as inconclusive.

Clean Commit ran this test for an anonymized Shopify apparel store and published it in its A/B test library.

The variant had a 76.4% probability of beating the original, and mobile barely moved.

+1.8% add-to-cart (flat)
  • Add-to-cart rate: +1.8% across all devices, with a 76.4% probability of beating the original. Inconclusive.
  • Desktop add-to-cart rate: +7.1%, but only 2,485 desktop visitors saw the test.
  • Mobile add-to-cart rate: +0.2%, effectively flat, and mobile was where most visitors browsed.
  • Bounce rate: -3.4% and click-through rate: +1.5%, small engagement gains that did not turn into more adds to cart.

The change

Control (A)
header
title
price
variant picker
Add to cart
description
Customer photos, lower downREPLACED
reviews
Variant (B)
header
Customer photos featuredNEW
title
price
variant picker
Add to cart
description
reviews

Customer photos move from low on the page to a featured spot.

Simplified mockup drawn by LiftArchive from the shared screenshots.

Control

Product pages where customer photos sat in a less prominent spot.

Variant

Customer-submitted photos, pulled from Reviews.io, were featured more prominently on a handful of product pages that had photos available.

Why it likely came out this way

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

  • Real photos help shoppers judge fit and look, but this store's main images may already have answered those questions.
  • Only a handful of products had customer photos, so the change reached a small part of the catalog.
  • On mobile, a prominent photo block may push other key details further down the page.

Caveats: The test covered only a few products, and the desktop sample was small. Test duration and total visitors were not shared.

Who ran it

Clean Commit ran this test for a Shopify store (anonymized) and published the results (Clean Commit A/B test library). The numbers are theirs; the summary and commentary on this page are ours.

Read the original case study on Clean Commit →

How to run this test on your store

Hypothesis
If we feature customer photos near the product gallery, then add-to-cart rate will rise because shoppers see how items look on real people.
Primary metric
Add-to-cart rate on product pages with customer photos
Guardrails
  • Conversion rate
  • Revenue per visitor
  • Mobile add-to-cart rate
Who should test it
Apparel and lifestyle stores with plenty of good customer photos across many products. If only a few products have photos, expect a small, hard-to-read effect.

Questions

Do customer photos increase add-to-cart rate?

In this test the effect was small and unclear: add-to-cart rose 1.8% overall and only 0.2% on mobile.

Results may differ for stores with more photos across more products.

Where should customer photos go on a product page?

Many stores test them near the main gallery so shoppers see them early.

Check mobile closely, since extra content up top pushes the add-to-cart area down.

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