Bestseller Badge & Label Tests on Product Pages: 22 Examples, 6 Results

All six measured badge and label tests on product pages won.

The most useful pattern is a short, specific label where the eye already goes: Dave Diederen's "Best Seller" label above the product title won +11.59% conversion rate and +12.99% revenue per visitor.

Naming the sale inside the discount badge also won twice, with "Fall Sale" at +12.94% conversion rate.

Dave Diederen ran five of the six tests.

There are no losing tests here, which may say as much about what gets shared as about badges.

6measured results
6–0won vs lost or flat
16ideas to test
$317,486biggest est. monthly gain
A
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B
+$38,846 per month
Added rating under title, moved discount badge by ATC, sticky ATC, clickable thumbnails
Product pageReviews & star ratings@oliverkenyon
A
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B
+12.99% revenue per visitor
Added a 'Best Seller' label directly above the product title
Product pageHeadlines, product titles & copy@DaveDiederen
A
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B
+6.37% revenue per visitor
Moved the 'Bestseller' badge from the product image to above the title
Product pageHeadlines, product titles & copy@DaveDiederen
A
→
B
+7.27% revenue per visitor
Added a 'Best Seller' badge directly on the PDP hero image
Product pageHero & above-the-fold section@DaveDiederen
A
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B
+11.48% revenue per visitor
Added a named sale callout (e.g. 'Fall Sale') inside the existing savings badge
Product pageSales, urgency & limited-time offers@DaveDiederen
A
→
B
+9.99% revenue per visitor
Named the sale in the discount badge (e.g. 'Summer Sale - Save 50%')
Product pageSales, urgency & limited-time offers@DaveDiederen
A
→
B
Idea, no result yet
Redesign PDP with benefit icons, 3/2/1 bundles, subscribe-and-save and delivery date
Product pageUSP bars & benefit icons@DaveDiederen
A
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B
Idea, no result yet
Add model size indicators to the image gallery
Product pageMoney-back guarantee & returns@DaveDiederen
A
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B
Idea, no result yet
Buy box with two decisions, preselected 'Most Popular' and dripped gifts
Product pagePricing, discounts & savings display@kasper_dolk
A
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B
Idea, no result yet
Show a variant name + color code label that updates on switch
Product pageVariant, size & option selectors@kasper_dolk
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B
Idea, no result yet
Buy box variants: multi-pack tiles and subscription with a free-gift timeline
Product pageBundles & quantity breaks@kasper_dolk
A
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B
Idea, no result yet
ATC: benefit label ('get more, save more'), big button, objection handling
Product pageMoney-back guarantee & returns@kasper_dolk
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B
Idea, no result yet
Objection-busting icon row with bold audience-matched headline
Product pageUSP bars & benefit icons@kasper_dolk
A
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B
Idea, no result yet
Pricing tiers: best-margin option in the middle tagged 'Best Value'
Product pageMoney-back guarantee & returns@kasper_dolk
A
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B
Idea, no result yet
Option tiles tagged 'Most popular', a set builder and a chef endorsement in the buy box
Product pageSocial proof, authority & press@kasper_dolk
A
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B
Idea, no result yet
Add Fit, Length and Comfort scale indicators above ATC
Product pageVariant, size & option selectors@kasper_dolk
A
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B
Idea, no result yet
Added a sticky add-to-cart button, 'New' badges and moved reviews higher
Product pageReviews & star ratings@joshtCRO
A
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B
Idea, no result yet
Model switcher in the product hero with 'Most Popular' on the pricier model
Product pageUSP bars & benefit icons@kasper_dolk
A
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B
Idea, no result yet
Make the subscription option obvious on the product page
Product pageSubscriptions & subscribe-and-save@Rubendgrf
A
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B
Idea, no result yet
Earbuds product page rebuild with 7 psychology changes
Product pageReviews & star ratings@stoykovallex1
A
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B
Idea, no result yet
Add a label on top of the add to cart button
Product pageAdd-to-cart & CTA buttons@DaveDiederen
A
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B
Idea, no result yet
Make shipping/returns visible and put benefits in dropdown labels
Product pageMoney-back guarantee & returns@kasper_dolk

Why bestseller badges matter on the product page

On a product page the shopper has already picked a product, so the badge's job changes.

It reassures them the choice is a good one, or explains why the price is lower today. Both kinds of label tested well here.

Measured results

Best Seller labels (3 tests)

Dave Diederen added a "Best Seller" label directly above the title: +11.59% conversion rate, +12.99% revenue per visitor, +12.87% profit per visitor and +1.25% AOV.

Placement results point both ways. Moving the badge from the image to above the title won +6.05% conversion rate, and +9.04% in a second test.

Yet a badge directly on the hero image also won, +7.04% conversion rate and +7.27% revenue per visitor with no AOV change.

Each was tested against a different control, so the safe reading is that a visible badge helps and the best spot depends on the page.

Named sale badges (2 tests)

Adding the sale's name inside the existing savings badge won both times: "Fall Sale" at +12.94% conversion rate and +11.48% revenue per visitor, and "Summer Sale - Save 50%" at +11.12% conversion rate and +9.99% revenue per visitor.

A named reason makes a discount easier to believe.

Discount badge in a wider redesign (1 test)

Oliver Kenyon moved the discount badge next to the add-to-cart button while also adding a rating under the title, a sticky add-to-cart and clickable thumbnails.

It won +$38,846/month, but the badge's own share is unknown.

Losing or flat tests

None of the six lost. The only costs were small AOV drops on the two named-sale winners (-1.29% and -1.01%).

Expect some product page badge tests on your store to lose; the record here is one practitioner's shared wins.

Untested ideas

Most of the 16 ideas use a label inside the buy box rather than on the image:

  • Kasper Dolk suggests "Most Popular", "Best Value" or "Recommended" tags on bundle or option tiles, with the highest-margin option in the middle, and an "89% choose this option" label.
  • Kasper Dolk also suggests "Most Popular" on the pricier model in a model switcher.
  • Alex Stoykov's earbuds rebuild uses lab and award badges and three price tiers with a "most popular" tag.
  • Dave Diederen suggests a small offer label pinned to the top of the add-to-cart button, and "Model is 5'8 wearing a Small" labels in the gallery.
  • Ruben suggests a clear "subscribe and save" label with "cancel or pause any time".
  • Josh Thompson describes adding "New" badges with a sticky add-to-cart, but shows no test data.

Placement and design patterns that won

  • A "Best Seller" label above the title or on the hero image, not hidden lower down.
  • Discount badges that name the sale, not just the percentage.
  • Short labels: two or three words.

Related tests elsewhere on the store

See bestseller badges on collection pages, where badging one product beat badging four, the full bestseller badge collection and product page pricing tests.

Questions

Where should a Best Seller badge go on a product page?

Both spots tested here won against their controls.

Above the title won +11.59% conversion rate in one Dave Diederen test, and on the hero image won +7.04% in another. Test both on your store.

Should a sale badge name the sale?

Two Dave Diederen tests say yes. "Fall Sale" won +12.94% conversion rate and "Summer Sale - Save 50%" won +11.12%, with AOV down about 1%.

Have any product page badge tests lost?

None of the six measured tests here lost.

That is a small, mostly single-practitioner sample, so treat the badge as a strong test idea rather than a guaranteed win.