Bundle offer on the product page: +$0.85 revenue per session

WinnerProduct page · by Oliver Kenyon · 2026-01-14

Adding a 3-pack bundle offer right under the add to cart button lifted revenue per session by $0.85. Oliver Kenyon ran this test on a sunglasses store and reported about $182k in extra monthly revenue. Shoppers could pick the bundle without leaving the product page.

+$182k monthly revenue
  • +$0.85 revenue per session: each visit to the page was worth more on average.
  • About +$182,092 in monthly revenue, as reported by Oliver Kenyon. The post does not explain how this monthly figure was calculated.
  • Conversion rate and average order value were not shared, so we can't tell if the gain came from bigger orders, more orders, or both.

The change

Control (A)
header
Icon - Black
2380 reviews
$84
Afterpay instalments
quantity
Add to cart
Shipping, Afterpay, guaranteeREPLACED
description
Details, guarantee accordions
Variant (B)
header
Icon - Black
rating
price
Afterpay
quantity
Add to cart >
3 pack bundle - save 20%NEW
description
faq

A 3-pack bundle offer replaces the trust icon row under add to cart.

Simplified mockup drawn by LiftArchive from the shared screenshots.

Control

The mobile product page showed the title, reviews, price, an Afterpay line, a quantity picker and add to cart. Below the button sat a row of trust icons for shipping, Afterpay and a satisfaction guarantee.

Variant

A bundle box appeared directly under add to cart: a 3-pack where shoppers choose any 3 styles and save 20%. The trust icon row was no longer in that spot.

Why it likely won

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

Caveats: The screenshots are labelled before and after, and the post does not share sample size, test length or whether it was a split test. The variant mockup also changed other parts of the page, such as the button style and the trust icon row.

Who ran it

Oliver Kenyon (@oliverkenyon) shared this test on X. The numbers and screenshots are theirs.

How to run this test on your store

Hypothesis
If we show a multi-pack bundle with a clear saving right under add to cart, then revenue per visitor will rise because shoppers can raise their order value without leaving the page.
Primary metric
Revenue per visitor
Guardrails
  • Conversion rate
  • Gross margin per order
  • Return rate
Who should test it
Stores where people often own or gift more than one of the product, such as accessories, apparel basics or consumables. It is less likely to work for high-ticket items people only ever buy once.

Questions

Where should a bundle offer go on a product page?

In this test the bundle sat directly under the add to cart button. That put the offer in view at the moment of decision, and revenue per session rose by $0.85.

How big a discount should a product bundle have?

This store offered 20% off a 3-pack of any styles. The post does not say whether other discount levels were tried, so treat 20% as one tested data point, not a rule.

Do bundles lower conversion rate?

We don't know from this test, because conversion rate was not shared. Watch it as a guardrail when you run your own bundle test.

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